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Sample records for quantitativas qtl afetando

  1. Detecção de locos de características quantitativas (QTL afetando o crescimento e a carcaça de suínos: um enfoque Bayesiano com o uso de diferentes prioris Detection of quantitative trait loci (QTL affecting growth and carcass traits in swine: a Bayesian approach using differents priors

    Directory of Open Access Journals (Sweden)

    Tarcisio de Moraes Gonçalves

    2008-02-01

    Full Text Available Foram utilizados 1.129 animais, 298 F1 e 831 F2 para gordura intramuscular (GIM, % e ganho de peso (GP, g/dia e 324 F1 e 805 F2 para espessura de toucinho (ET, mm, obtidos por meio do cruzamento de suínos machos da raça Meishan e fêmeas Large White e Landrace. Os animais foram genotipados para marcadores moleculares cobrindo todo o genoma. Foram estudados os cromossomos 1, 2, 4, 5, 6, 7, 13, 14 e19 para ET e GIM e os cromossomos 1, 2, 4, 6, 7, 8, 13, 17 e19 para GP entre 25 e 90 kg de peso vivo (PV. Análises de QTL usando metodologia Bayesiana foram aplicadas mediante o modelo genético estatístico combinando os efeitos Poligênico Infinito (MPI, Poligênico Finito (MPF e de QTL. Os sumários dos parâmetros estimados foram baseados nas distribuições marginais a posteriori obtidas por Cadeia de Markov, algoritmo de Monte Carlo (MCMC. De modo geral, por meio dos resultados, foi possível evidenciar um QTL para ET, independentemente da priori estudada. Não foi possível detectar QTL para as características GIM e GP com a aplicação desta metodologia, o que pode estar relacionado aos marcadores não-informativos ou à ausência de QTL segregando nos cromossomos estudados. Há vantagens em analisar dados experimentais ajustando modelos genéticos combinados e não considerando unicamente o modelo poligênico ou o oligogênico. As análises ilustraram a utilidade e aplicabilidade do método Bayesiano no qual foram utilizados modelos finitos.Genome scan was used to identify chromosomal regions and genes that control quantitative trait loci (QTL of economic importance using 1129 animals from F1 and F2 populations obtained from crosses between Meishan and commercial Dutch breeds (Large White and Landrace. Animals were genotyped for molecular markers covering the entire genome. The chromosomes 1, 2, 4, 5, 6, 7, 13, 14 and 19 were studied for intramuscular fat (IMF, % and backfat thickness (BT, mm and the chromosomes 1, 2, 4, 6, 7, 8, 13, 17 and

  2. Modelos alternativos para detecção de locos de características quantitativas (QTL de carcaça e crescimento nos cromossomos 4, 5 e 7 de suínos Alternative models for detection of quantitative trait loci (QTL for growth and carcass traits in pigs chromosomes 4, 5 and 7

    Directory of Open Access Journals (Sweden)

    Tarcísio de Moraes Gonçalves

    2005-10-01

    Full Text Available O conhecimento do genoma pode auxiliar na identificação de regiões cromossômicas e, eventualmente, de genes que controlam características quantitativas (QTLs de importância econômica. Em um experimento com 1.129 suínos resultantes do cruzamento entre machos da raça Meishan e fêmeas Large White e Landrace, foram analisadas as características gordura intramuscular (GIM, em %, e ganho dos 25 aos 90 kg de peso vivo (GP, em g/dia, em 298 animais F1 e 831 F2, e espessura de toucinho (ET, em mm, em 324 F1 e 805 F2. Os animais das gerações F1 e F2 foram tipificados com 29 marcadores microsatélites. Estudou-se a ligação entre os cromossomos 4, 6 e 7 com GIM, ET e GP. Análises de QTL utilizando-se metodologia Bayesiana foram aplicadas mediante três modelos genéticos: modelo poligênico infinitesimal (MPI; modelo poligênico finito (MPF, considerando-se três locos; e MPF combinado com MPI. O número de QTLs, suas respectivas posições nos três cromossomos e o efeito fenotípico foram estimados simultaneamente. Os sumários dos parâmetros estimados foram baseados nas distribuições marginais a posteriori, obtidas por meio do uso da Cadeia de Markov, algoritmos de Monte Carlo (MCMC. Foi possível evidenciar dois QTLs relacionados a GIM nos cromossomos 4 e 6 e dois a ET nos cromossomos 4 e 7. Somente quando se ajustou o MPI, foram observados QTLs no cromossomo 4 para ET e GIM. Não foi possível detectar QTLs para a característica GP com a aplicação dessa metodologia, o que pode ter resultado do uso de marcadores não informativos ou da ausência de QTLs segregando nos cromossomos 4, 6 e 7 desta população. Foi evidenciada a vantagem de se analisar dados experimentais ajustando diferentes modelos genéticos; essas análises ilustram a utilidade e ampla aplicabilidade do método Bayesiano.Genome scans can be used to identify chromosomal regions and eventually genes that control quantitative traits (QTL of economic importance. In an

  3. xQTL workbench : a scalable web environment for multi-level QTL analysis

    NARCIS (Netherlands)

    Arends, Danny; van der Velde, K. Joeri; Prins, Pjotr; Broman, Karl W.; Moller, Steffen; Jansen, Ritsert C.; Swertz, Morris A.

    2012-01-01

    xQTL workbench is a scalable web platform for the mapping of quantitative trait loci (QTLs) at multiple levels: for example gene expression (eQTL), protein abundance (pQTL), metabolite abundance (mQTL) and phenotype (phQTL) data. Popular QTL mapping methods for model organism and human populations

  4. xQTL workbench: a scalable web environment for multi-level QTL analysis

    NARCIS (Netherlands)

    Arends, D.; Velde, van der K.J.; Prins, J.C.P.; Broman, K.W.; Möller, S.; Jansen, R.C.; Swertz, M.A.

    2012-01-01

    Summary: xQTL workbench is a scalable web platform for the mapping of quantitative trait loci (QTLs) at multiple levels: for example gene expression (eQTL), protein abundance (pQTL), metabolite abundance (mQTL) and phenotype (phQTL) data. Popular QTL mapping methods for model organism and human

  5. Discovering genes underlying QTL

    Energy Technology Data Exchange (ETDEWEB)

    Vanavichit, Apichart [Kasetsart University, Kamphaengsaen, Nakorn Pathom (Thailand)

    2002-02-01

    A map-based approach has allowed scientists to discover few genes at a time. In addition, the reproductive barrier between cultivated rice and wild relatives has prevented us from utilizing the germ plasm by a map-based approach. Most genetic traits important to agriculture or human diseases are manifested as observable, quantitative phenotypes called Quantitative Trait Loci (QTL). In many instances, the complexity of the phenotype/genotype interaction and the general lack of clearly identifiable gene products render the direct molecular cloning approach ineffective, thus additional strategies like genome mapping are required to identify the QTL in question. Genome mapping requires no prior knowledge of the gene function, but utilizes statistical methods to identify the most likely gene location. To completely characterize genes of interest, the initially mapped region of a gene location will have to be narrowed down to a size that is suitable for cloning and sequencing. Strategies for gene identification within the critical region have to be applied after the sequencing of a potentially large clone or set of clones that contains this gene(s). Tremendous success of positional cloning has been shown for cloning many genes responsible for human diseases, including cystic fibrosis and muscular dystrophy as well as plant disease resistance genes. Genome and QTL mapping, positional cloning: the pre-genomics era, comparative approaches to gene identification, and positional cloning: the genomics era are discussed in the report. (M. Suetake)

  6. QTL mapping designs for aquaculture.

    NARCIS (Netherlands)

    Massault, C.; Bovenhuis, H.; Haley, C.S.; Koning, de D.J.

    2008-01-01

    Rapid development of genomics technology is providing new opportunities for genetic studies, including QTL mapping, in many aquaculture species. This paper investigates the strengths and limitations of QTL mapping designs for fish and shellfish under three different controlled breeding schemes. For

  7. Mapeamento de locos de características quantitativas associados à composição de carcaça, no cromossomo seis de suíno

    OpenAIRE

    A.V. Pires; P.S. Lopes; GUIMARÃES, S. E. F.; C.T. Guimarães; J.O. Peixoto

    2008-01-01

    Uma população de suínos, composta de 550 animais F2, foi produzida a partir do intercruzamento da geração F1, obtida pelo cruzamento divergente de dois machos da raça nativa brasileira Piau com 18 fêmeas comerciais. O objetivo do trabalho foi mapear locos de características quantitativas (QTL) associados a cortes de carcaça. Os animais foram genotipados para 13 marcadores microssatélites, distribuídos no cromossomo 6 de suínos. As características avaliadas foram: peso total do pernil, peso do...

  8. Fine mapping of multiple QTL using combined linkage and linkage disequilibrium mapping – A comparison of single QTL and multi QTL methods

    Directory of Open Access Journals (Sweden)

    Meuwissen Theo HE

    2007-04-01

    Full Text Available Abstract Two previously described QTL mapping methods, which combine linkage analysis (LA and linkage disequilibrium analysis (LD, were compared for their ability to detect and map multiple QTL. The methods were tested on five different simulated data sets in which the exact QTL positions were known. Every simulated data set contained two QTL, but the distances between these QTL were varied from 15 to 150 cM. The results show that the single QTL mapping method (LDLA gave good results as long as the distance between the QTL was large (> 90 cM. When the distance between the QTL was reduced, the single QTL method had problems positioning the two QTL and tended to position only one QTL, i.e. a "ghost" QTL, in between the two real QTL positions. The multi QTL mapping method (MP-LDLA gave good results for all evaluated distances between the QTL. For the large distances between the QTL (> 90 cM the single QTL method more often positioned the QTL in the correct marker bracket, but considering the broader likelihood peaks of the single point method it could be argued that the multi QTL method was more precise. Since the distances were reduced the multi QTL method was clearly more accurate than the single QTL method. The two methods combine well, and together provide a good tool to position single or multiple QTL in practical situations, where the number of QTL and their positions are unknown.

  9. Analise quantitativa de diclofenaco em preparações farmaceuticas

    OpenAIRE

    2004-01-01

    Resumo: O diclofenaco é um composto não-esteróide com propriedades anti-reumáticas, antiinflamatórias e antipiréticas. Ele é comercializado na forma de sal de sódio e de potássio. Há na literatura um número significativo de procedimentos analíticos para a quantificação deste princípio ativo, contudo, a maioria destas técnicas é cara e de procedimento relativamente demorado. Existem poucos procedimentos experimentais na região do visível para a sua análise quantitativa. Neste trabalho foram es...

  10. Mapeamento de QTL para características de crescimento de suínos por meio de modelos de regressão aleatória

    Directory of Open Access Journals (Sweden)

    Valeria Rosado Pinheiro

    2013-02-01

    Full Text Available O objetivo deste trabalho foi avaliar eficiência de modelos de regressão aleatória (MRA para detectar locus de características quantitativas (QTL para características de crescimento, em suínos. Utilizou-se uma população divergente F2 Piau x Comercial. A eficiência da metodologia proposta na detecção de QTL foi comparada à da metodologia tradicional de regressão por intervalo de mapeamento. Para tanto, utilizaram-se MRA com efeitos aleatórios poligênicos, de ambiente permanente e de QTL, tendo-se utilizado o enfoque de matriz de covariância "identical‑by‑descent" associada aos efeitos de QTL. Testou-se a significância dos efeitos de QTL mediante a razão de verossimilhanças, tendo-se considerado o modelo como completo quando houve efeito de QTL, ou nulo, quando não. A comparação entre os modelos foi feita nas posições dos marcadores (seis marcadores microssatélites e nas intermediárias, entre os marcadores. O MRA detectou QTL significativo na posição 65 cM do cromossomo 7 e, portanto, foi mais eficiente que a metodologia tradicional, que não detectou QTL significativo em nenhum dos fenótipos avaliados. A metodologia proposta possibilitou a detecção de QTL com efeito sobre toda a trajetória de crescimento, dentro da amplitude de idade considerada (do nascimento aos 150 dias.

  11. QTL Information Table: 732 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qtl12.1 Resistance or Tolerance Drought tolerance Plant heigh at maturity SSR C)Int... G. (2007). A Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop

  12. Eletrencefalografia quantitativa no transtorno obsessivo-compulsivo: resultados preliminares

    Directory of Open Access Journals (Sweden)

    FONTENELLE LEONARDO

    2000-01-01

    Full Text Available Investigamos o valor preditivo de variáveis da eletrencefalografia quantitativa (EEGq sobre a resposta ao tratamento farmacológico do transtorno obsessivo-compulsivo (TOC. Foram estudados 10 pacientes com TOC, segundo critérios da DSM-IV, inicialmente não medicados. As seguintes variáveis eletrencefalográficas foram selecionadas: potência relativa bipolar na faixa alfa para os eletrodos Cz-C3, Cz-C4, T3-T5, T4-T6, T3-F7 e T4-F8, potência relativa bipolar na faixa teta para os eletrodos Cz-C3, Cz-C4, T3-T5, T4-T6, T3-F7 e T4-F8 e potência relativa monopolar na faixa teta para os eletrodos Fp1, Fp2, F7, F3, Fz, F4 e F8. Dos 10 pacientes examinados, 5 apresentaram desvios estatisticamente significativos da potência relativa bipolar na faixa alfa em regiões centrais, quando comparados com o banco normativo de dados (grupo controle. Os demais não apresentaram desvios com significado estatístico. O grupo de pacientes com alterações eletrencefalográficas se caracterizou por idade de início do TOC significativamente mais precoce e pior resposta ao tratamento com inibidores da recaptação da serotonina.

  13. A PESQUISA EM TURISMO: REFLEXÕES SOBRE AS ABORDAGENS QUALITATIVA E QUANTITATIVA

    National Research Council Canada - National Science Library

    Noémi Marujo

    2013-01-01

    ... de análise que o investigador deseja realizar. A pesquisa qualitativa e quantitativa podem ser apropriadas em diferentes etapas do processo de investigação em turismo. A combinação dos dois...

  14. Mapeamento de locos de características quantitativas para desempenho no cromossomo 4 de suínos Mapping of quantitative trait loci for performance on chromosome 4 in pigs

    Directory of Open Access Journals (Sweden)

    Kleibe de Moraes Silva

    2009-03-01

    Full Text Available Uma população F2 de suínos obtida a partir do intercruzamento da geração F1, proveniente do acasalamento divergente de dois machos da raça naturalizada brasileira Piau com 18 fêmeas comerciais (Landrace × Large White × Piétrain e genotipada para cinco marcadores tipo microssatélite foi utilizada com o objetivo de mapear locos de características quantitativas associados a características de desempenho no cromossomo 4. As características avaliadas foram: número de tetas, peso ao nascimento, peso aos 21, 42, 63, 77 e 105 dias de idade, peso ao abate, consumo de ração, conversão alimentar e ganho de peso médio diário dos 77 aos 105 dias de idade e idade ao abate. Utilizou-se o método de regressão por intervalo de mapeamento com análises realizadas por meio do programa QTL EXPRESS. Verificou-se a presença de apenas um QTL significativo (para peso aos 77 dias. A utilização deste QTL na Seleção Assistida por Marcadores deve ser feita depois que a posição desse QTL for refinada, com possível identificação da mutação causal e estimação de seus efeitos.The objective of this work was to map QTL on porcine chromosome 4 and associate them to performance traits. For this, a F2 pig population was established from a cross from the F1 generation, produced by crossing two naturalized Brazilian Piau sires and 18 commercial dams (Landrace × Large White × Piétrain. The population was genotyped for five microsatellite markers. The performance of traits evaluated in the population were: teat number, birth weight, weight at 21, 42, 63, 77 and 105 days of age, slaughter age, feed intake, feed gain ratio, average daily gain from 77 to 105 days of age, and slaughter age. Data were analyzed through multiple regressions developed for analysis of interval mapping using QTL EXPRESS software. Significant evidence for QTL was verified for weight at 77 days of age. The use of this information for marker assisted selection can be done after

  15. Mapeamento de locos de características quantitativas associados à composição de carcaça, no cromossomo seis de suíno Mapping of quantitative trait loci for carcass composition on swine chromosome six

    OpenAIRE

    A.V. Pires; P.S. Lopes; GUIMARÃES, S. E. F.; C.T. Guimarães; J.O. Peixoto

    2008-01-01

    Uma população de suínos, composta de 550 animais F2, foi produzida a partir do intercruzamento da geração F1, obtida pelo cruzamento divergente de dois machos da raça nativa brasileira Piau com 18 fêmeas comerciais. O objetivo do trabalho foi mapear locos de características quantitativas (QTL) associados a cortes de carcaça. Os animais foram genotipados para 13 marcadores microssatélites, distribuídos no cromossomo 6 de suínos. As características avaliadas foram: peso total do pernil, peso do...

  16. QTL Analysis in Tetraploid Cotton

    Institute of Scientific and Technical Information of China (English)

    2008-01-01

    QTL analyses were performed in tetraploid cotton.An interspecific F2 population consisting of 69 plants,which was developed from the cross between Gossypium hirsutum L.,cv.Handan 208(characterized as high fiber yield) and G.barbadense L.,cv.Pima 90(characterized as excellent fiber quality),was genotyped with SSR,RAPD,SRAP,and REMAP markers.A 1029-locus linkage map was

  17. QTL mapping of thrips resistance in pepper

    NARCIS (Netherlands)

    Maharijaya, A.; Vosman, B.J.; Steenhuis-Broers, M.M.; Pelgrom, K.T.B.; Purwito, A.; Visser, R.G.F.; Voorrips, R.E.

    2015-01-01

    Thrips is one of the most damaging pests in pepper (Capsicum). Resistance to thrips was identified in Capsicum annuum. This study was aimed at the elucidation of the genetic background of thrips resistance in Capsicum through QTL mapping. The QTL analysis was carried out for Frankliniella

  18. QTL Information Table: 188 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available 30 RZ801 pha Cao, G.Q., Zhu, J., He, C.X., Gao, Y.M., and Wu, P. (2001). QTL analysis for epistatic effects ...and QTL x environment interaction effects on final height of rice (Oryza sativa L.). Yi Chuan Xue Bao 28, 135-143. ...

  19. QTL Information Table: 73 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available GS3 Morphological trait Seed small grain, CAPS A)Physical BC3F2 Minghui 63 Chuan 7 ...hang, Q. (2006). GS3, a major QTL for grain length and weight and minor QTL for grain width and thickness in

  20. QTL Information Table: 728 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qtl12.1 Resistance or Tolerance Drought tolerance Grain yield SSR C)Interval F3 Way...Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop Sci. 47, 507-516. http://crop.scijournals.org/cgi/content/abstract/47/2/507 ...

  1. QTL Information Table: 729 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qtl12.1 Resistance or Tolerance Drought tolerance Biomass yield SSR C)Interval F3 W.... A Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop Sci. 47, 507-516. http://crop.scijournals.org/cgi/content/abstract/47/2/507 ...

  2. QTL Information Table: 734 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qtl12.1 Resistance or Tolerance Drought tolerance Flowering delay SSR C)Interval F3...). A Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop Sci. 47, 507-516. http://crop.scijournals.org/cgi/content/abstract/47/2/507 ...

  3. QTL Information Table: 730 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qtl12.1 Resistance or Tolerance Drought tolerance Harvest index SSR C)Interval F3 W... A Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop Sci. 47, 507-516. http://crop.scijournals.org/cgi/content/abstract/47/2/507 ...

  4. QTL Analysis in Tetraploid Cotton

    Institute of Scientific and Technical Information of China (English)

    LIN Zhong-xu; HE Dao-hua; WANG Hong-mei

    2008-01-01

    @@ QTL analyses were performed in tetraploid cotton.An interspecific F2population consisting of 69 plants,which was developed from the cross between Gossypium hirsutum L.,cv.Handan 208 (characterized as high fiber yield) and G.barbadense L.,cv.Pima 90 (characterized as excellent fiber quality),was genotyped with SSR,RAPD,SRAP,and REMAP markers.A 1029-1ocus linkage map was constructed covering 5472.3 cM with an average distance of 5.32 cM between two markers.

  5. Detecção de locos de características quantitativas nos cromossomos 9, 10 e 11 de suínos Detection of quantitative trait loci on chromosomes 9, 10 and 11 of swines

    Directory of Open Access Journals (Sweden)

    Ana Paula Gomes Pinto

    2010-10-01

    Full Text Available Objetivou-se com este estudo mapear locos de características quantitativas (QTL nos cromossomos 9, 10 e 11 de suínos (Sus scrofa e associar seus efeitos em características de carcaça, cortes de carcaça, órgãos e vísceras, desempenho e qualidade de carne. Utilizaram-se amostras de DNA de animais pertencentes a uma população F2, oriunda do cruzamento entre machos da raça Piau e fêmeas Landrace õ Large White õ Pietrain. Um total de 13 locos microssatélites foi utilizado na construção dos mapas de ligação da população atual. As análises de associação foram feitas utilizando-se mapeamento de intervalo por regressão para detecção de QTL. Identificaram-se associações significativas, em nível cromossômico, entre regiões do cromossomo 9 e as características peso total do carré e peso do lombo. No cromossomo 10, foram detectados três QTL significativos para espessura de toucinho na linha dorso-lombar entre a última e a penúltima vértebra lombar, peso de pulmão e índice de vermelho e um QTL significativo, no nível genômico, para peso de fígado. No cromossomo 11, foi detectada apenas uma associação significativa, em nível cromossômico, relacionada à espessura de toucinho imediatamente após a última costela, a 6,5 cm da linha dorso-lombar. As informações dos QTL significativos encontrados são importantes para estudos futuros, como o mapeamento fino e a identificação de genes, que ajudem no melhor entendimento da fisiologia e das características de produção de suínos.The objective of this study was to map quantitative trait loci (QTL in chromosomes 9, 10 and 11 of swines (Sus scrofa and to associate their effects on traits of carcass, carcass cuts, organs and guts, performance and meat quality. Samples of DNA of animals from a F2 population originated from crosses between Piau breed males and Landrace õ Large White õ Pietrain females were used. A total of 13 microsatellite loci were used to build

  6. QTL Information Table: 521 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qVB-1 Morphological trait Culm/leaf no. of vascular bundles in peduncle RFLP C)Inte...2002). Molecular mapping of quantitative trait loci (QTL) for characters of vascular bundles in peduncle rel

  7. QTL Information Table: 997 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qPTD-2 Morphological trait Panicle/flower peduncle top diameter RFLP C)Interval DHL...02). QTL analysis of rice peduncle vascular bundle system and panicle traits. Acta Bot Sinica 44, 301-306 ...

  8. QTL Information Table: 841 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available gs. TAG Theoretical and Applied Genetics 102, 793-800. http://dx.doi.org/10.1007/s001220000467 ... ... function map: QTL analysis and comparison between QTLs and expressed sequence ta

  9. QTL Information Table: 692 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available , N., Takagi, K., Ichikawa, N., Maruoka, M., and Sano, Y. (2007). A QTL Cluster for Plant Architecture and Its Ecological Significance in Asian Wild Rice. Breeding Science 57, 7-16. ...

  10. QTL Information Table: 474 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available 002). QTL mapping and introgression of yield-related traits from Oryza glumaepatula to cultivated rice ( Oryza sativa) using microsatellite markers. Theor Appl Genet 104, 1192-1203. ...

  11. QTL Information Table: 731 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available 007). A Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop Sci. 47, 507-516. http://crop.scijournals.org/cgi/content/abstract/47/2/507 ...

  12. QTL Information Table: 733 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available 007). A Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop Sci. 47, 507-516. http://crop.scijournals.org/cgi/content/abstract/47/2/507 ...

  13. QTL Information Table: 735 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available (2007). A Large-Effect QTL for Grain Yield under Reproductive-Stage Drought Stress in Upland Rice. Crop Sci. 47, 507-516. http://crop.scijournals.org/cgi/content/abstract/47/2/507 ...

  14. QTL Information Table: 842 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available parison between QTLs and expressed sequence tags. TAG Th... T., and Ohsugi, R. (2001). Toward the mapping of physiological and agronomic characters on a rice function map: QTL analysis and com

  15. QTL Information Table: 843 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available parison between QTLs and expressed sequence tags. TAG Th... T., and Ohsugi, R. (2001). Toward the mapping of physiological and agronomic characters on a rice function map: QTL analysis and com

  16. QTL Information Table: 845 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available map: QTL analysis and comparison between QTLs and expressed sequence tags. TAG T..., T., and Ohsugi, R. (2001). Toward the mapping of physiological and agronomic characters on a rice function

  17. QTL Information Table: 840 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available parison between QTLs and expressed sequence tags. TAG Th... T., and Ohsugi, R. (2001). Toward the mapping of physiological and agronomic characters on a rice function map: QTL analysis and com

  18. QTL Information Table: 837 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available map: QTL analysis and comparison between QTLs and expressed sequence tags. TAG T..., T., and Ohsugi, R. (2001). Toward the mapping of physiological and agronomic characters on a rice function

  19. QTL Information Table: 453 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Physiological trait Source activity spikelet fertility RFLP C)Interval RIL Zhenshan...ison of QTL detection for yield traits using F2 and recombinant inbred lines in rice. Rice Genetics Newsletter 17, 49-51. ...

  20. QTL analysis for some quantitative traits in bread wheat

    Institute of Scientific and Technical Information of China (English)

    2007-01-01

    Quantitative trait loci (QTL) analysis was conducted in bread wheat for 14 important traits utilizing data from four different mapping populations involving different approaches of QTL analysis. Analysis for grain protein content (GPC) suggested that the major part of genetic variation for this trait is due to environmental interactions. In contrast, pre-harvest sprouting tolerance (PHST) was controlled mainly by main effect QTL (M-QTL) with very little genetic variation due to environmental interactions; a major QTL for PHST was detected on chromosome arm 3AL. For grain weight, one QTL each was detected on chromosome arms 1AS, 2BS and 7AS. QTL for 4 growth related traits taken together detected by different methods ranged from 37 to 40; nine QTL that were detected by single-locus as well as two-locus analyses were all M-QTL. Similarly, single-locus and two-locus QTL analyses for seven yield and yield contributing traits in two populations respectively allowed detection of 25 and 50 QTL by composite interval mapping (CIM), 16 and 25 QTL by multiple-trait composite interval mapping (MCIM) and 38 and 37 QTL by two-locus analyses. These studies should prove useful in QTL cloning and wheat improvement through marker aided selection.

  1. Central and peripheral nervous complications of dental treatment Complicações de tratamento dentário afetando o sistema nervoso

    Directory of Open Access Journals (Sweden)

    Eva Olovsson Rossitti

    1995-09-01

    Full Text Available This review outlines the complications involving the central or peripheral nervous system arising from dental procedures reported in the last decade. By far the commonest complications were related to intraoperative mechanical peripheral nerve injury. Trauma to branches of the mandibular nerve occuring during oral operations may potentially result in varying degrees of hypoesthesia, paresthesia, dysesthesia or in chronic pain syndromes. An increase in malpractice suits related to such a complication has been recognized in the late years. A warning of the possibility of occurrence of this complication should to be given to all patients undergoing risky procedures as part of the process of obtaining informed consent to operation. Mandibular third molar extraction seems to be alone the most hazardous procedure related to mechanical nerve injuries and also with anesthesiological accidents. Severe but rather infrequent infectious (meningitis, brain abscess and cavernous sinus thrombophlebitis and anesthesiological complications (occular and facial palsies, optic nerve injury and complications related to general anesthesia were also reported in this period.Complicações, ou eventos inesperados e indesejáveis associados a terapia de uma dada condição, podem ser particularmente incapacitantes quando afetam o sistema nervoso. A proximidade de cavidade craniana e a rica inervação dos tecidos orais representam risco potencialmente alto de disseminação de infecções para o sistema nervoso central e de lesões de troncos nervosos em procedimentos dentários. Em vista do aumento da ocorrência de processos para compensação financeira após tais complicações, é provável que parcela considerável desses pacientes venham a ser examinados por neurologistas. As complicações de tratamento dentário afetando o sistema nervoso central e periférico referidas na literatura (1982-1994 são tema desta revisão. As complicações mais comuns foram as les

  2. MetaQTL: a package of new computational methods for the meta-analysis of QTL mapping experiments

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    Charcosset Alain

    2007-02-01

    Full Text Available Abstract Background Integration of multiple results from Quantitative Trait Loci (QTL studies is a key point to understand the genetic determinism of complex traits. Up to now many efforts have been made by public database developers to facilitate the storage, compilation and visualization of multiple QTL mapping experiment results. However, studying the congruency between these results still remains a complex task. Presently, the few computational and statistical frameworks to do so are mainly based on empirical methods (e.g. consensus genetic maps are generally built by iterative projection. Results In this article, we present a new computational and statistical package, called MetaQTL, for carrying out whole-genome meta-analysis of QTL mapping experiments. Contrary to existing methods, MetaQTL offers a complete statistical process to establish a consensus model for both the marker and the QTL positions on the whole genome. First, MetaQTL implements a new statistical approach to merge multiple distinct genetic maps into a single consensus map which is optimal in terms of weighted least squares and can be used to investigate recombination rate heterogeneity between studies. Secondly, assuming that QTL can be projected on the consensus map, MetaQTL offers a new clustering approach based on a Gaussian mixture model to decide how many QTL underly the distribution of the observed QTL. Conclusion We demonstrate using simulations that the usual model choice criteria from mixture model literature perform relatively well in this context. As expected, simulations also show that this new clustering algorithm leads to a reduction in the length of the confidence interval of QTL location provided that across studies there are enough observed QTL for each underlying true QTL location. The usefulness of our approach is illustrated on published QTL detection results of flowering time in maize. Finally, MetaQTL is freely available at http://bioinformatics.org/mqtl.

  3. The power of QTL mapping with RILs.

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    Shohei Takuno

    Full Text Available QTL (quantitative trait loci mapping is commonly used to identify genetic regions responsible to important phenotype variation. A common strategy of QTL mapping is to use recombinant inbred lines (RILs, which are usually established by several generations of inbreeding of an F1 population (usually up to F6 or F7 populations. As this inbreeding process involves a large amount of labor, we are particularly interested in the effect of the number of inbreeding generations on the power of QTL mapping; a part of the labor could be saved if a smaller number of inbreeding provides sufficient power. By using simulations, we investigated the performance of QTL mapping with recombinant inbred lines (RILs. As expected, we found that the power of F4 population could be almost comparable to that of F6 and F7 populations. A potential problem in using F4 population is that a large proportion of RILs are heterozygotes. We here introduced a new method to partly relax this problem. The performance of this method was verified by simulations with a wide range of parameters including the size of the segregation population, recombination rate, genome size and the density of markers. We found our method works better than the commonly used standard method especially when there are a number of heterozygous markers. Our results imply that in most cases, QTL mapping does not necessarily require RILs at F6 or F7 generations; rather, F4 (or even F3 populations would be almost as useful as F6 or F7 populations. Because the cost to establish a number of RILs for many generations is enormous, this finding will cause a reduction in the cost of QTL mapping, thereby accelerating gene mapping in many species.

  4. Mapeamento de locos de características quantitativas associados à composição de carcaça, no cromossomo seis de suíno Mapping of quantitative trait loci for carcass composition on swine chromosome six

    Directory of Open Access Journals (Sweden)

    A.V. Pires

    2008-06-01

    Full Text Available Uma população de suínos, composta de 550 animais F2, foi produzida a partir do intercruzamento da geração F1, obtida pelo cruzamento divergente de dois machos da raça nativa brasileira Piau com 18 fêmeas comerciais. O objetivo do trabalho foi mapear locos de características quantitativas (QTL associados a cortes de carcaça. Os animais foram genotipados para 13 marcadores microssatélites, distribuídos no cromossomo 6 de suínos. As características avaliadas foram: peso total do pernil, peso do pernil sem pele e sem capa de gordura, peso total da copa, peso da copa sem pele e sem capa de gordura, peso total da paleta, peso da paleta sem pele e sem capa de gordura, peso total do carré, peso do lombo, peso total do bacon, peso das costelas, peso total da papada, peso do filezinho e peso da banha rama. Utilizou-se o método de regressão por intervalo de mapeamento por meio do programa QTL Express. Foram encontrados indicativos de QTL para peso de pernil limpo, peso de paleta, peso de lombo e peso de filezinho. A região genômica deve ser saturada com marcadores adicionais para confirmar a presença de QTL reais.A swine population of 550 F2 animals was produced by outbred cross using two sires of the native Brazilian breed Piau and 18 commercial dams. The animals were genotyped for 13 microsatellite markers. The evaluated composition traits of carcass were: ham weight, skinless and fatless ham weight, boston shoulder weight, skinless and fatless boston shoulder weight, picnic shoulder weight, skinless and fatless picnic shoulder weight, total loin (bone-in weight, loin weight, bacon weight, rib weight, jowl weight, sirloin weight, and belly fat weight. Data were analyzed by multiple regression interval mapping, using the QTL Express software. Suggestive QTL were found for skinless and fatless ham weight, picnic shoulder weight, loin weight, and sirloin weight. However, the genomic region should be saturated with additional markers in

  5. Advances on methods for mapping QTL in plant

    Institute of Scientific and Technical Information of China (English)

    ZHANG Yuan-Ming

    2006-01-01

    Advances on methods for mapping quantitative trait loci (QTL) are firstly summarized.Then, some new methods, including mapping multiple QTL, fine mapping of QTL, and mapping QTL for dynamic traits, are mainly described. Finally, some future prospects are proposed, including how to dig novel genes in the germplasm resource, map expression QTL (eQTL) by the use of all markers,phenotypes and micro-array data, identify QTL using genetic mating designs and detect viability loci. The purpose is to direct plant geneticists to choose a suitable method in the inheritance analysis of quantitative trait and in search of novel genes in germplasm resource so that more potential genetic information can be uncovered.

  6. Statistical properties of interval mapping methods on quantitative trait loci location: impact on QTL/eQTL analyses

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    Wang Xiaoqiang

    2012-04-01

    Full Text Available Abstract Background Quantitative trait loci (QTL detection on a huge amount of phenotypes, like eQTL detection on transcriptomic data, can be dramatically impaired by the statistical properties of interval mapping methods. One of these major outcomes is the high number of QTL detected at marker locations. The present study aims at identifying and specifying the sources of this bias, in particular in the case of analysis of data issued from outbred populations. Analytical developments were carried out in a backcross situation in order to specify the bias and to propose an algorithm to control it. The outbred population context was studied through simulated data sets in a wide range of situations. The likelihood ratio test was firstly analyzed under the "one QTL" hypothesis in a backcross population. Designs of sib families were then simulated and analyzed using the QTL Map software. On the basis of the theoretical results in backcross, parameters such as the population size, the density of the genetic map, the QTL effect and the true location of the QTL, were taken into account under the "no QTL" and the "one QTL" hypotheses. A combination of two non parametric tests - the Kolmogorov-Smirnov test and the Mann-Whitney-Wilcoxon test - was used in order to identify the parameters that affected the bias and to specify how much they influenced the estimation of QTL location. Results A theoretical expression of the bias of the estimated QTL location was obtained for a backcross type population. We demonstrated a common source of bias under the "no QTL" and the "one QTL" hypotheses and qualified the possible influence of several parameters. Simulation studies confirmed that the bias exists in outbred populations under both the hypotheses of "no QTL" and "one QTL" on a linkage group. The QTL location was systematically closer to marker locations than expected, particularly in the case of low QTL effect, small population size or low density of markers, i

  7. QTL Information Table: 1041 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available yashi, H., Hirayama, M., Ohta, H., Nemoto, H., Kato, H., Ando, I., Ohtsubo, K., rsquo, ichi, Yano, M., and Imbe, T. (2007). QTL Detec...tion for Eating Quality Including Glossiness, Stickiness, Taste and Hardness of Cooked Rice. Breeding Science 57, 231-242. ...

  8. QTL Information Table: 1039 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available yashi, H., Hirayama, M., Ohta, H., Nemoto, H., Kato, H., Ando, I., Ohtsubo, K., rsquo, ichi, Yano, M., and Imbe, T. (2007). QTL Detec...tion for Eating Quality Including Glossiness, Stickiness, Taste and Hardness of Cooked Rice. Breeding Science 57, 231-242. ...

  9. QTL Information Table: 454 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available 61 rgn Zhuang, J.Y., Fan, Y.Y., Wu, J.L., Xia, Y.W., and Zheng, K.L. (2000). Mapping major and minor QTL for rice CMS-WA fertility restoration. Rice Genetics Newsletter 17, 56-59. ...

  10. QTL Information Table: 823 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Resistance or Tolerance Other soil stress tolerance Plant height (Low N level, Soil... QTL × N-level interaction for plant height in rice (Oriza Sativa L.). Plant and Soil 236, 237-242. http://dx.doi.org/10.1023/A:1012787510201 ...

  11. QTL Information Table: 820 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Resistance or Tolerance Other soil stress tolerance Plant height (High N level, Soi...QTL × N-level interaction for plant height in rice (Oriza Sativa L.). Plant and Soil 236, 237-242. http://dx.doi.org/10.1023/A:1012787510201 ...

  12. QTL Information Table: 819 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Resistance or Tolerance Other soil stress tolerance Plant height (High N level, Soi.... QTL × N-level interaction for plant height in rice (Oriza Sativa L.). Plant and Soil 236, 237-242. http://dx.doi.org/10.1023/A:1012787510201 ...

  13. QTL Information Table: 839 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available siological and agronomic characters on a rice function map: QTL analysis and compar...maru, K., Yano, M., Aoki, N., Ono, K., Hirose, T., Lin, S.Y., Monna, L., Sasaki, T., and Ohsugi, R. (2001). Toward the mapping of phy

  14. QTL Information Table: 360 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available H.C., McLaren, G., and Khush, G.S. (2003). Identification of QTL for growth- and ...Zheng, K.L., Liu, G.F., Wang, G.C., Sidhu, J.S., Srivantaneeyakul, S., Singh, V.P., Bagali, P.G., Prasanna,

  15. QTL Information Table: 929 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available val RIL Bala Azucena B RZ2 G1465 C189 pha Price, A.H., Steele, K.A., Moore, B.J., Barraclough, P.P., and Clark, L.J. (2000). A combin...ed RFLP and AFLP linkage map of upland rice ( Oryza sativa L.) used to identify QTL

  16. QTL Information Table: 701 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qLTG-7 Resistance or Tolerance Cold tolerance low temperature germinability RFLP C)...imura, A. (2004). Inheritance and QTL mapping of low temperature germinability in rice (Oryza sativa L.). Yi Chuan Xue Bao 31, 701-706. ...

  17. QTL Information Table: 821 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Resistance or Tolerance Other soil stress tolerance Plant height (High N level, Soi...l culture , Maturity ) RFLP C)Interval RIL IR64 Azucena B RZ730 RZ801 pha Fang, P., and Wu, P. (2001). QTL × N-level

  18. QTL Information Table: 825 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Resistance or Tolerance Other soil stress tolerance Plant height (Low N level, Soil... culture , Maturity ) RFLP C)Interval RIL IR64 Azucena B RZ730 RZ801 pha Fang, P., and Wu, P. (2001). QTL × N-level

  19. QTL Information Table: 1040 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qOE3-1 Physiological trait Eating quality overall evaluation SSR B)Fine F3 SL207 Ko...., and Imbe, T. (2007). QTL Detection for Eating Quality Including Glossiness, Stickiness, Taste and Hardness of Cooked Rice. Breeding Science 57, 231-242. ...

  20. QTL Information Table: 1042 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qTA3 Physiological trait Eating quality taste SSR B)Fine F3 SL207 Koshihikari RM133... (2007). QTL Detection for Eating Quality Including Glossiness, Stickiness, Taste and Hardness of Cooked Rice. Breeding Science 57, 231-242. ...

  1. QTL Information Table: 93 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available l DHL IRAT109 Yuefu B C742 C904 pha Li, Z., Mu, P., Li, C., Zhang, H., Li, Z., Gao, Y., and Wang, X. (2005). QTL mapping of root trai...ts in a doubled haploid population from a cross between upland and lowland japonica rice in three environments. Theor Appl Genet 110, 1244-1252. ...

  2. QTL Information Table: 210 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available 138 RZ398 pha Zhuang, J.Y., Fan, Y.Y., Wu, J.L., Xia, Y.W., and Zheng, K.L. (2001). Comparison of the detection of QTL for yield trai...ts in different generations of a rice cross using two mapping approaches. Yi Chuan Xue Bao 28, 458-464. ...

  3. QTL Information Table: 288 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Physiological trait Eating quality hot paste viscosity RFLP C)Interval DHL IR64 Azu...cena A RG139 RZ58 pha Bao, J.S., Wu, Y.R., Hu, B., Wu, P., Cui, H.R., and Shu, Q.Y. (2002). QTL for rice grain quality

  4. QTL Information Table: 290 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Physiological trait Eating quality breakdown RFLP C)Interval DHL IR64 Azucena A RZ5...90 RG214 pha Bao, J.S., Wu, Y.R., Hu, B., Wu, P., Cui, H.R., and Shu, Q.Y. (2002). QTL for rice grain quality

  5. QTL Information Table: 289 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Physiological trait Eating quality cool paste viscosity RFLP C)Interval DHL IR64 Az...ucena A RZ574 RZ284 pha Bao, J.S., Wu, Y.R., Hu, B., Wu, P., Cui, H.R., and Shu, Q.Y. (2002). QTL for rice grain quality

  6. QTL Information Table: 4 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available alk6-1 Physiological trait Eating quality Alkali-spread.score SSR C)Interval DH fro...J., Castano, C., Bergman, C., and Oard, J.H. (2004). QTL mapping of grain quality traits from the interspecific cross Oryza sativa x O. glaberrima. Theor Appl Genet 109, 630-639. ...

  7. QTL Information Table: 2 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available hr6 Physiological trait Eating quality Head rice SSR C)Interval DH from BC3F1 Caiap...C., Bergman, C., and Oard, J.H. (2004). QTL mapping of grain quality traits from the interspecific cross Oryza sativa x O. glaberrima. Theor Appl Genet 109, 630-639. ...

  8. QTL Information Table: 181 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Glu6 Physiological trait Eating quality glutelin subunit polypeptides A)Physical OS...JNBa0083F15 pha Xu, J.C., Li, J.Z., Zheng, X.W., Zou, L.X., and Zhu, L.H. (2001). QTL mapping of the root traits in rice seedling. Yi Chuan Xue Bao 28, 433-438. ...

  9. QTL Information Table: 321 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qCR-3 Physiological trait Source activity chlorophyll a/b ratio RFLP C)Interval RIL... Kinmaze DV85 B C25 R518 rgn Hu, M.L., Wang, C.M., Yang, Q.H., Zhai, H.Q., and Wan, J.M. (2004). QTL analysis for trait

  10. QTL Information Table: 467 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Morphological trait Root Maximum Root Length RFLP C)Interval DHL ZYQ8 Jingxi 17 B C...711 G103 pha Xu, J.C., Li, J.Z., Zheng, X.W., Zou, L.X., and Zhu, L.H. (2001). QTL mapping of the root traits in rice seedling. Yi Chuan Xue Bao 28, 433-438. ...

  11. QTL Information Table: 450 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Morphological trait Seed grain yield RFLP C)Interval RIL Zhenshan 97B Milyang 46 RG...138 RZ398 rgn Zhuang, J.Y., Fan, Y.Y., Wu, J.L., Xia, Y.W., and Zheng, K.L. (2000). Comparison of QTL detection for yield trait

  12. QTL Information Table: 322 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qCC-1 Physiological trait Source activity chlorophyll content of leaf RFLP C)Interv...al RIL Kinmaze DV85 B C122 R1012 rgn Hu, M.L., Wang, C.M., Yang, Q.H., Zhai, H.Q., and Wan, J.M. (2004). QTL analysis for trait

  13. QTL Information Table: 211 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Morphological trait Seed 1000-grain weight RFLP C)Interval RIL Zhenshan 97B Milyang...detection of QTL for yield traits in different generations of a rice cross using two mapping approaches. Yi Chuan Xue Bao 28, 458-464. ...

  14. QTL Information Table: 449 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Morphological trait Seed 1000 grain weight RFLP C)Interval F2 Zhenshan 97B Milyang ...46 RG543 RG81 rgn Zhuang, J.Y., Fan, Y.Y., Wu, J.L., Xia, Y.W., and Zheng, K.L. (2000). Comparison of QTL detection for yield trait

  15. QTL Information Table: 380 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available C)Interval RIL IR64 O. rufipogon (Acc 106424) B RG28 RM223 pha Nguyen, B.D., Brar, D.S., Bui, B.C., Nguyen,... T.V., Pham, L.N., and Nguyen, H.T. (2003). Identification and mapping of the QTL for aluminum tolerance int

  16. QTL Information Table: 432 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available DHL CT9993-5-10-1-M IR62266-42-6-2 B CDO20 pha Nguyen, T.T., Klueva, N., Chamareck, V., Aarti, A., Magpanta...y, G., Millena, A.C., Pathan, M.S., and Nguyen, H.T. (2004). Saturation mapping of QTL regions and identific

  17. QTL Information Table: 381 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available re C)Interval RIL IR64 O. rufipogon (Acc 106424) B RG28 RM223 pha Nguyen, B.D., Brar, D.S., Bui, B.C., Nguye...n, T.V., Pham, L.N., and Nguyen, H.T. (2003). Identification and mapping of the QTL for aluminum tolerance i

  18. QTL Information Table: 435 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Interval DHL CT9993-5-10-1-M IR62266-42-6-2 A RG9 pha Nguyen, T.T., Klueva, N., Chamareck, V., Aarti, A., Ma...gpantay, G., Millena, A.C., Pathan, M.S., and Nguyen, H.T. (2004). Saturation mapping of QTL regions and ide

  19. QTL Information Table: 434 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available C)Interval DHL CT9993-5-10-1-M IR62266-42-6-2 A RG9 pha Nguyen, T.T., Klueva, N., Chamareck, V., Aarti, A., ...Magpantay, G., Millena, A.C., Pathan, M.S., and Nguyen, H.T. (2004). Saturation mapping of QTL regions and i

  20. QTL Information Table: 433 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available erval DHL CT9993-5-10-1-M IR62266-42-6-2 A RG257 R1261 pha Nguyen, T.T., Klueva, N., Chamareck, V., Aarti, A...., Magpantay, G., Millena, A.C., Pathan, M.S., and Nguyen, H.T. (2004). Saturation mapping of QTL regions an

  1. QTL Information Table: 430 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available DHL CT9993-5-10-1-M IR62266-42-6-2 B RG140 pha Nguyen, T.T., Klueva, N., Chamareck, V., Aarti, A., Magpantay..., G., Millena, A.C., Pathan, M.S., and Nguyen, H.T. (2004). Saturation mapping of QTL regions and identifica

  2. QTL Information Table: 431 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available al DHL CT9993-5-10-1-M IR62266-42-6-2 A C711 pha Nguyen, T.T., Klueva, N., Chamareck, V., Aarti, A., Magpant...ay, G., Millena, A.C., Pathan, M.S., and Nguyen, H.T. (2004). Saturation mapping of QTL regions and identifi

  3. QTL Information Table: 752 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available qGW3 Morphological trait Seed Grain width Mixture C)Interval F2 98SQ1496 Koshihikari B C706 C12534S pha Miyata, M., Yamamoto, T., Komori, T., and Nitta, N. (2007). Marker-assisted selection and evaluation of the QTL for stigma exsertion under japonica rice genetic background. Theor Appl Genet 114, 539-548. ...

  4. QTL Information Table: 626 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Morphological trait Shoot/Seedling Mesocotyl-length RFLP d)Co-segregated F2 Labelle Black Gora B RZ403 rgn Redofia, E.D., and Mackill, D.J. (1994). Identification and internal mapping of seedling vigor QTL's in rice. Rice Genetics Newsletter 11, 124-126. ...

  5. QTL Information Table: 887 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available nd Yashima, S. (1998). Identification of QTL for salt tolerance in rice via molecular markers. . Chin. J. Rice Sci. 12, 72-78 ... ...segregated RIL Tesanai 2 CB A RG716 pha Lin, H.X., Yanagihara, S., Zhuang, J.Y., Senboku, T., Zheng, K.L., a

  6. QTL Information Table: 917 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available RIL Nekken-1 IR36 RM5586 RM3916 RM3839 pha Ochiai, K., Uemura, S., Shimizu, A., Okumoto, Y., and Matoh, T. (...2008). Boron toxicity in rice (Oryza sativa L.). I. Quantitative trait locus (QTL) analysis of tolerance to boron toxicity. Theor Appl Genet 117, 125-133. ...

  7. QTL Information Table: 131 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available 2-3SY Physiological trait Source activity biomass yield RFLP C)Interval DHL IR64 Az...ucena A RG171 RG157 pha Liu, G.F., Yang, J., and Zhu, J. (2006). Mapping QTL for biomass yield and its components in rice (Oryza sativa L.). Yi Chuan Xue Bao 33, 607-616. ...

  8. Data-driven assessment of eQTL mapping methods

    Directory of Open Access Journals (Sweden)

    Schughart Klaus

    2010-09-01

    Full Text Available Abstract Background The analysis of expression quantitative trait loci (eQTL is a potentially powerful way to detect transcriptional regulatory relationships at the genomic scale. However, eQTL data sets often go underexploited because legacy QTL methods are used to map the relationship between the expression trait and genotype. Often these methods are inappropriate for complex traits such as gene expression, particularly in the case of epistasis. Results Here we compare legacy QTL mapping methods with several modern multi-locus methods and evaluate their ability to produce eQTL that agree with independent external data in a systematic way. We found that the modern multi-locus methods (Random Forests, sparse partial least squares, lasso, and elastic net clearly outperformed the legacy QTL methods (Haley-Knott regression and composite interval mapping in terms of biological relevance of the mapped eQTL. In particular, we found that our new approach, based on Random Forests, showed superior performance among the multi-locus methods. Conclusions Benchmarks based on the recapitulation of experimental findings provide valuable insight when selecting the appropriate eQTL mapping method. Our battery of tests suggests that Random Forests map eQTL that are more likely to be validated by independent data, when compared to competing multi-locus and legacy eQTL mapping methods.

  9. QTL Information Table - Q-TARO | LSDB Archive [Life Science Database Archive metadata

    Lifescience Database Archive (English)

    Full Text Available ct character Category of object character Character Character Marker Type of marker...ta item Description id ID number of QTL QTL/Gene Name of QTL Major category Major category of quantitative character Category of obje

  10. QTL Information Table: 468 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Morphological trait Root Root / Shoot Ratio of Dry Weight RFLP C)Interval DHL ZYQ8 ...Jingxi 17 B RG653 RG433 pha Xu, J.C., Li, J.Z., Zheng, X.W., Zou, L.X., and Zhu, L.H. (2001). QTL mapping of the root traits in rice seedling. Yi Chuan Xue Bao 28, 433-438. ...

  11. QTL Information Table: 40 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available OSJNBb0074M06 RMw357 RMw353 C80 C1677 pha Wan, X.Y., Wan, J.M., Jiang, L., Wang, J.K., Zhai, H.Q., Weng, J.F., Wang,... H.L., Lei, C.L., Wang, J.L., Zhang, X., Cheng, Z.J., and Guo, X.P. (2006). QTL analysis for rice gr

  12. QTL Information Table: 677 [Q-TARO

    Lifescience Database Archive (English)

    Full Text Available Gw2 Morphological trait Seed Grain weight Mixture A)Physical F2 WY3 Fengaizhan-1 AP005004 W024 W004 pha Song, X.J., Huang, W., Shi, M., Zhu, M.Z., and Lin, H.X. (2007). A QTL for rice grain width and weight encodes a previously unknown RING-type E3 ubiquitin ligase. Nat Genet 39, 623-630. ...

  13. Advances in QTL Mapping in Pigs

    Directory of Open Access Journals (Sweden)

    Max F. Rothschild, Zhi-liang Hu, Zhihua Jiang

    2007-01-01

    Full Text Available Over the past 15 years advances in the porcine genetic linkage map and discovery of useful candidate genes have led to valuable gene and trait information being discovered. Early use of exotic breed crosses and now commercial breed crosses for quantitative trait loci (QTL scans and candidate gene analyses have led to 110 publications which have identified 1,675 QTL. Additionally, these studies continue to identify genes associated with economically important traits such as growth rate, leanness, feed intake, meat quality, litter size, and disease resistance. A well developed QTL database called PigQTLdb is now as a valuable tool for summarizing and pinpointing in silico regions of interest to researchers. The commercial pig industry is actively incorporating these markers in marker-assisted selection along with traditional performance information to improve traits of economic performance. The long awaited sequencing efforts are also now beginning to provide sequence available for both comparative genomics and large scale single nucleotide polymorphism (SNP association studies. While these advances are all positive, development of useful new trait families and measurement of new or underlying traits still limits future discoveries. A review of these developments is presented.

  14. Determinação quantitativa de Tenoxicam em comprimidos por espectrofotometria no ultravioleta

    OpenAIRE

    Cardoso Simone Gonçalves; Rolim Clarice M. B.; Escarrone, Ana Laura; Viana Silva Ieggli, Carine; Cavalett, Cláudia; Carvalho de Oliveira, Daniele; Silva de Loreto, Erico; Schmitt, Gabriela Cristina; Peruffo Carlosso, Iara; Câmera, Keli; Bajerski, Lisiane; Donadel Malesuik, Marcelo; Böer, Tânia María

    2006-01-01

    Diferentes condições experimentais foram otimizadas e validadas para rápida determinação quantitativa de tenoxicam em comprimidos. Os solventes utilizados foram: hidróxido de sódio 0,1 M (M1), metanol (M2) e metanol/ácido clorídrico 0,1 M (M3 ). A validação dos métodos incluiu parâmetros como linearidade, limite de quantificação e detecção, precisão, exatidão e especificidade. Houve linearidade no intervalo de concentração de 6,0 a 16,0 µg/mL para todas as condições testadas. Os métodos M1, M...

  15. Análise descritiva quantitativa de edulcorantes em diferentes concentrações

    OpenAIRE

    CARDELLO Helena Maria André Bolini; SILVA Maria Aparecida A.P. DA; Maria Helena DAMÁSIO

    2000-01-01

    Edulcorantes em solução, com a mesma equivalência de doçura, podem apresentar características sensoriais que os tornam diferentes entre si. O presente estudo teve como objetivo realizar Análise Descritiva Quantitativa de soluções de aspartame (APM), extrato de folhas de estévia (SrB) e mistura ciclamato/sacarina 2:1 (C/S) em diferentes níveis de doçura, ou seja, em equivalência de doçura a uma solução aquosa de sacarose a 3, 10, 20 e 30%. Onze provadores, pré-selecionados através de análise s...

  16. Strategic marker selection to detect quantitative trait loci in chicken Seleção estratégica de marcadores para detecção locos para características quantitativas em aves

    Directory of Open Access Journals (Sweden)

    Deborah Clea Ruy

    2005-04-01

    Full Text Available Selective genotyping for a certain trait in individuals with extreme phenotypes contributes sufficient information to determine linkage between molecular markers and quantitative trait loci (QTL. In this experiment an F2 population, developed by crossing males from a broiler line with females from a layer line, was employed to detect QTL on chromosomes 3 and 5. Twenty-eight performance and carcass traits were measured in F2 offspring, and phenotypic correlations between traits were calculated. Body weight at 42 days (BW42 presented the greatest positive correlations with most other traits, with correlation between body weights at 35 and 41 days, weight gain between birth and 35, 41 and 42 days, as well as weights of carcass and some body parts superior to 0.8. One hundred-and-seventy F2 offspring, representing the top (4.5% and the bottom (4.5% of a normal distribution curve of BW42, were selected with equal proportions of males and females, and within dam family. Samples were genotyped for 19 informative markers on chromosome 3, and 11 markers on chromosome 5. Marker allelic frequencies of phenotypic groups with high and low BW42 were compared with a chi-square test. Four regions on chromosome 3 and three regions on chromosome 5 had markers that were suggestively associated with BW42 (P A genotipagem seletiva de indivíduos com fenótipos extremos para uma determinada característica contribui com informação suficiente para determinar a ligação entre marcadores moleculares e locos para características quantitativas (QTL. Neste estudo uma população F2, formada a partir do cruzamento de uma linha parental de aves para corte com uma linha de postura foi empregada para obtenção de medidas fenotípicas e genotipagem por marcadores microssatélites, posicionados nos cromossomos 3 e 5. Foram medidas 28 características de desempenho e carcaça e determinada a correlação fenotípica entre elas. A característica peso vivo aos 42 dias (BW42

  17. Marker2sequence, mine your QTL regions for candidate genes

    NARCIS (Netherlands)

    Chibon, P.Y.F.R.P.; Schoof, H.; Visser, R.G.F.; Finkers, H.J.

    2012-01-01

    Marker2sequence (M2S) aims at mining quantitative trait loci (QTLs) for candidate genes. For each gene, within the QTL region, M2S uses data integration technology to integrate putative gene function with associated gene ontology terms, proteins, pathways and literature. As a typical QTL region

  18. Saturation mapping of QTL region determining resistance specificity ...

    African Journals Online (AJOL)

    STORAGESEVER

    2009-09-01

    Sep 1, 2009 ... used for the validation of the QTL and further fine dissection of the same for the development of the .... 1.5 was used per test to claim the presence of a QTL. Among ... BLASTN, a rapid sequence comparison program. FASTA ..... quantitative trait nucleotide in affecting milk yield and composition. Proc. Natl.

  19. An outbreak of scalp white piedra in a Brazilian children day care Surto de piedra branca afetando os cabelos do couro cabeludo de crianças em creche brasileira

    Directory of Open Access Journals (Sweden)

    Ana Maria Roselino

    2008-10-01

    Full Text Available White piedra is a superficial mycosis caused by Trichosporon spp. that affects the hair shaft of any part of the body. It is presented an outbreak of scalp white piedra seen in 5.8% of the children frequenting a day care in Northeastern of São Paulo State, Brazil. Mycological exam and culture identified T. cutaneum in all five cases, and scanning electron microscopy of nodules around hair shaft infected by Trichosporon spp. is demonstrated comparing them with those of black piedra and with nits of Pediculous capitis.Piedra branca caracteriza-se por ser micose superficial, causada por Trichosporon spp., que compromete a haste dos pelos de qualquer região do corpo. Um surto de piedra branca, afetando os cabelos do couro cabeludo, foi registrado em 5,8% das crianças que freqüentavam uma creche na região nordeste do estado de São Paulo. Exame micológico direto e cultura identificaram T. cutaneum nas cinco crianças afetadas. Enfatiza-se a utilização da microscopia eletrônica de varredura, que mostrou nódulos circundando a haste dos cabelos infectada por Trichosporon spp., comparando-os com nódulos de Piedra nigra e com lêndeas de Pediculus capitis.

  20. Dissection of Genetic Effects of Quantitative Trait Loci(QTL) in Transgenic Cotton

    Institute of Scientific and Technical Information of China (English)

    2008-01-01

    When alien DNA inserts into cotton genome in multi-copy manner,several QTL in cotton genome are disrupted,which are called dQTL in this study.Transgenic mutant line is near-isogenic to its recipient which is divergent for the dQTL from remaining QTL.So,a set of data from a transgenic

  1. Genetic Dissection of QTL Associated with Grain Yield in Diverse Environments

    Directory of Open Access Journals (Sweden)

    Junli Zhang

    2014-12-01

    Full Text Available Wheat (Triticum aestivum L. breeding programs strive to increase grain yield; however, the progress is hampered due to its quantitative inheritance, low heritability, and confounding environmental effects. In the present study, a winter wheat population of 159 recombinant inbred lines (RILs was evaluated in six trials under rainfed, terminal drought, and fully-irrigated conditions, over four years. Quantitative trait locus/loci (QTL mapping was conducted for grain yield main effect (GY and the genotype × environment interaction (GEI effect. A total of 17 QTL were associated with GY and 13 QTL associated with GEI, and nine QTL were mapped in the flanking chromosomal regions for both GY and GEI. One major QTL Q.Gy.ui-1B.2, explaining up to 22% of grain yield, was identified in all six trials. Besides the additive effect of QTL associated with GY, interactions among QTL (QTL × QTL interaction, QTL × environment, and QTL × QTL × environment were also observed. When combining the interaction effects, QTL Q.Gy.ui-1B.2 along with other QTL explained up to 52% of the variation in grain yield over the six trials. This study suggests that QTL mapping of complex traits such as grain yield should include interaction effects of QTL and environments in marker-assisted selection.

  2. QTL Mapping of Chlorophyll Contents in Rice

    Institute of Scientific and Technical Information of China (English)

    SHEN Bo; ZHUANG Jie-yun; ZHANG Ke-qin; DAI Wei-min; LU Ye; FU Li-qing; DING Jia-ming; ZHENG Kang-le

    2007-01-01

    The objectives of this study were to investigate the genetic factors controlling the chlorophyll content of rice leaf using QTL analysis. A linkage map consisting of 207 DNA markers was constructed by using 247 recombinant inbred lines (RILs) derived from an indica-indica rice cross of Zhenshan97B×Milyang 46. In 2002 and 2003, the contents of chlorophyll a and b of the parents and the 247 RILs were measured on the top first leaf, top second leaf, and top third leaf, respectively. The software QTLMapper 1.6 was used to detect quantitative trait loci (QTLs), additive by environment (AE) interactions, and epistatic by environment (AAE) interactions. A total of eight QTLs in four intervals were detected to have significant additive effects on chlorophyll a and b contents at different leaf positions, with 1.96-9.77% of phenotypic variation explained by a single QTL, and two QTLs with significant AE interactions were detected. Epistasis analysis detected nine significant additive-by-additive interactions on chlorophyll a and b contents, and one pair of QTLs with significant AAE interactions was detected. On comparison with QTLs for yield traits detected in the same population, it was found in many cases that the QTLs for chlorophyll a and b contents and those for yield traits were located in the same chromosome intervals.

  3. A PESQUISA EM TURISMO: REFLEXÕES SOBRE AS ABORDAGENS QUALITATIVA E QUANTITATIVA

    Directory of Open Access Journals (Sweden)

    Noémi Marujo

    2013-06-01

    Full Text Available Nas sociedades contemporâneas, o turismo faz parte integrante do consumo do ser humano e, portanto, é difícil imaginar um mundo sem as designadas férias, sem oportunidades para viajar para novos lugares e adquirir novas experiências sobre outras culturas e outras sociedades. Por isso, observar e analisar o fenómeno para compreendê-lo constitui um factor essencial para obter conhecimento sobre o turismo. Por outro lado, e nos estudos turísticos, qualquer metodologia deve ser seleccionada em função dos objectivos de investigação e do tipo de análise que o investigador deseja realizar. A pesquisa qualitativa e quantitativa podem ser apropriadas em diferentes etapas do processo de investigação em turismo. A combinação dos dois métodos pode contribuir para um maior enriquecimento da pesquisa em turismo.

  4. Deviance Information Criterion (DIC) in Bayesian Multiple QTL Mapping.

    Science.gov (United States)

    Shriner, Daniel; Yi, Nengjun

    2009-03-15

    Mapping multiple quantitative trait loci (QTL) is commonly viewed as a problem of model selection. Various model selection criteria have been proposed, primarily in the non-Bayesian framework. The deviance information criterion (DIC) is the most popular criterion for Bayesian model selection and model comparison but has not been applied to Bayesian multiple QTL mapping. A derivation of the DIC is presented for multiple interacting QTL models and calculation of the DIC is demonstrated using posterior samples generated by Markov chain Monte Carlo (MCMC) algorithms. The DIC measures posterior predictive error by penalizing the fit of a model (deviance) by its complexity, determined by the effective number of parameters. The effective number of parameters simultaneously accounts for the sample size, the cross design, the number and lengths of chromosomes, covariates, the number of QTL, the type of QTL effects, and QTL effect sizes. The DIC provides a computationally efficient way to perform sensitivity analysis and can be used to quantitatively evaluate if including environmental effects, gene-gene interactions, and/or gene-environment interactions in the prior specification is worth the extra parameterization. The DIC has been implemented in the freely available package R/qtlbim, which greatly facilitates the general usage of Bayesian methodology for genome-wide interacting QTL analysis.

  5. Composite interval mapping of QTL for dynamic traits

    Institute of Scientific and Technical Information of China (English)

    GAO Huijiang; YANG Runqing

    2006-01-01

    Many economically important quantitative traits in animals and plants are measured repeatedly over time. These traits are called dynamic traits. Mapping QTL controlling the phenotypic profiles of dynamic traits has become an interesting topic for animal and plant breeders. However, statistical methods of QTL mapping for dynamic traits have not been well developed. We develop a composite interval mapping approach to detecting QTL for dynamic traits. We fit the profile of each QTL effect with Legendre polynomials. Parameter estimation and statistical test are performed on the regression coefficients of the polynomials under the maximum likelihood framework. Maximum likelihood estimates of QTL parameters are obtained via the EM algorithm. Results of simulation study showed that composite interval mapping can improve both the statistcial power of QTL detecting and the accuracy of parameter estimation relative to the simply interval mapping procedure where only one QTL is fit to each model. The method is developed in the context of an F2 mapping population, but extension to other types of mapping populations is straightforward.

  6. QTL list - PGDBj Registered plant list, Marker list, QTL list, Plant DB link & Genome analysis methods | LSDB Archive [Life Science Database Archive metadata

    Lifescience Database Archive (English)

    Full Text Available [ Credits ] BLAST Search Image Search Home About Archive Update History Contact us PGDBj Registered...Policy | Contact Us QTL list - PGDBj Registered plant list, Marker list, QTL list, Plant DB link & Genome analysis methods | LSDB Archive ...

  7. Análise descritiva quantitativa de edulcorantes em diferentes concentrações

    Directory of Open Access Journals (Sweden)

    CARDELLO Helena Maria André Bolini

    2000-01-01

    Full Text Available Edulcorantes em solução, com a mesma equivalência de doçura, podem apresentar características sensoriais que os tornam diferentes entre si. O presente estudo teve como objetivo realizar Análise Descritiva Quantitativa de soluções de aspartame (APM, extrato de folhas de estévia (SrB e mistura ciclamato/sacarina 2:1 (C/S em diferentes níveis de doçura, ou seja, em equivalência de doçura a uma solução aquosa de sacarose a 3, 10, 20 e 30%. Onze provadores, pré-selecionados através de análise seqüencial, tendo como critério suas habilidades de discriminação, foram treinados após o levantamento da terminologia descritiva. Após o treinamento, os provadores foram selecionados através de seu poder de discriminação, reproducibilidade e concordância com a equipe no uso de escalas. Os termos descritivos dos edulcorantes, para todos os níveis de doçura, gerados através do método rede (Kelly's Repertory Grid Method foram: doçura inicial, doçura residual, amargo inicial, amargo residual, residual de alcaçuz, corpo e acidez. Os resultados obtidos para cada nível de doçura foram analisados através de análise de variância, teste de Tukey e Análise de Componentes Principais. A análise descritiva foi efetiva em caracterizar o perfil sensorial dos edulcorantes em diferentes concentrações, evidenciando as mudanças no perfil com o aumento de suas concentrações.

  8. Mecanismos de busca acadêmica: uma análise quantitativa

    Directory of Open Access Journals (Sweden)

    Diego Buchinger

    2014-04-01

    Full Text Available Os mecanismos de busca consolidaram a pesquisa por informação na internet,sendo os mecanismos de busca acadêmicos (MBAs, hoje, os principais meios para alcançar fontes científicas, como artigos de eventos ou periódicos. Ao invés de gastar horas em uma biblioteca, os MBAs ganham em popularidade pela facilidade de automatizar uma busca e acessar inúmeras bases de dados simultaneamente. Contudo, o caráter incremental das bases de materiais científicos e dos diversos MBAs existentes impõe um desafio aos pesquisadores, que é determinar um MBA que melhor atenda aos seus anseios de pesquisa. Nesse contexto, uma análise quantitativa dos recursos providos pelos MBAs foi realizada com objetivo de determinar quais são os melhores para facilitar as buscas por conteúdo científico, considerando recursos de busca, de refinamento e auxiliares. Dentre um grupo de 40 MBAs iniciais, sete apresentaram-se com σ = 0,5 acima da média nos critérios utilizados, na seguinte ordem: 1o Web of Knowledge; 2o Engineering Village; 3o Scopus SciVerse; 4o IEEE Xplore; 5o ACM Digital Library; 6o Science Direct; e 7o Springer Link. Esses MBAs deveriam ser melhor explorados pelos pesquisadores pois tem inúmeros recursos capazes de facilitar sobremaneira e elevar a qualidade do trabalho de pesquisa.

  9. Improving Drought Tolerance of Rice by Designed QTL Pyramiding

    Institute of Scientific and Technical Information of China (English)

    Z.K. Li; Y. Sun; L.H. Zhu; D. Dwivedi; Y.M. Gao; T.Q. Zheng; R. Lafitte; J.L. Xu; D. Mackill; B.Y. Fu; J.Domingo

    2007-01-01

    @@ Drought is the most important factor limiting rice yields in the rainfed areas of Asia. To overcome the problem, we developed a new strategy 'designed QTL pyramiding' to more efficiently develop drought tolerant (DT)rice cultivars.

  10. A gene frequency model for QTL mapping using Bayesian inference

    Directory of Open Access Journals (Sweden)

    Dekkers Jack CM

    2010-06-01

    Full Text Available Abstract Background Information for mapping of quantitative trait loci (QTL comes from two sources: linkage disequilibrium (non-random association of allele states and cosegregation (non-random association of allele origin. Information from LD can be captured by modeling conditional means and variances at the QTL given marker information. Similarly, information from cosegregation can be captured by modeling conditional covariances. Here, we consider a Bayesian model based on gene frequency (BGF where both conditional means and variances are modeled as a function of the conditional gene frequencies at the QTL. The parameters in this model include these gene frequencies, additive effect of the QTL, its location, and the residual variance. Bayesian methodology was used to estimate these parameters. The priors used were: logit-normal for gene frequencies, normal for the additive effect, uniform for location, and inverse chi-square for the residual variance. Computer simulation was used to compare the power to detect and accuracy to map QTL by this method with those from least squares analysis using a regression model (LSR. Results To simplify the analysis, data from unrelated individuals in a purebred population were simulated, where only LD information contributes to map the QTL. LD was simulated in a chromosomal segment of 1 cM with one QTL by random mating in a population of size 500 for 1000 generations and in a population of size 100 for 50 generations. The comparison was studied under a range of conditions, which included SNP density of 0.1, 0.05 or 0.02 cM, sample size of 500 or 1000, and phenotypic variance explained by QTL of 2 or 5%. Both 1 and 2-SNP models were considered. Power to detect the QTL for the BGF, ranged from 0.4 to 0.99, and close or equal to the power of the regression using least squares (LSR. Precision to map QTL position of BGF, quantified by the mean absolute error, ranged from 0.11 to 0.21 cM for BGF, and was better

  11. Binswanger's disease and quantitative fractional anisotropy Doença de Binswanger e anisotropia fracionada quantitativa

    Directory of Open Access Journals (Sweden)

    Eliasz Engelhardt

    2009-06-01

    Full Text Available OBJECTIVE: To study the integrity of the white matter in Binswanger's disease (BD patients with quantitative fractional anisotropy (DTI-FA. METHOD: Controls (12 and patients with BD (12 were included. Scans performed with MR (GE Signa Horizon/1.5T. Fazekas's score=6 with white matter hyperintensities extension >75% assessed on FLAIR scans. Standard parameters for DTI-FA were used. ROIs placed in symmetrical regions on two axial planes, data pooled in anterior (frontal and posterior (temporo-parieto-occipital regions. Analysis with Functool. Statistics for anterior and posterior regions comparison. RESULTS: DTI-FA showed reduction of anisotropy, reflecting axonal damage and demyelination of fibers, more prominent in anterior in relation to posterior region, in BD patients in comparison to controls. CONCLUSION: Loss of integrity of fiber tracts reflects interruption of neural networks that subserve cognitive, behavioral, and motor integration. The more severely affected frontal region is related to executive dysfunction, a characteristic feature of Binswanger's disease.OBJETIVO: Estudar a integridade da substância branca em pacientes com doença de Binswanger (DB com anisotropia fracionada quantitativa (DTI-FA. MÉTODO: Incluídos controles (12 e pacientes com DB (12. Obtidas imagens de RM (GE Signa Horizon/1,5T. Escore=6 de Fazekas com hiperintensidades da substância branca com extensão >75% avaliados em imagens em FLAIR. Utilizados parâmetros padrão para DTI-FA. ROIs colocados em regiões simétricas de dois planos axiais, dados das regiões anterior (frontal e posterior (têmporo-parieto-occipital reunidos. Análise com Functool. Estatística para comparar regiões anteriores e posteriores. RESULTADOS: DTI-FA mostrou redução da anisotropia, refletindo lesão axonal e desmielinazação de fibras, com predomínio na região anterior em relação à posterior, nos pacientes com DB em comparação aos controles. CONCLUSÃO: Perda da

  12. Wheat kernel dimensions: how do they contribute to kernel weight at an individual QTL level?

    Indian Academy of Sciences (India)

    Fa Cui; Anming Ding; Jun Li; Chunhua Zhao; Xingfeng Li; Deshun Feng; Xiuqin Wang; Lin Wang; Jurong Gao; Honggang Wang

    2011-12-01

    Kernel dimensions (KD) contribute greatly to thousand-kernel weight (TKW) in wheat. In the present study, quantitative trait loci (QTL) for TKW, kernel length (KL), kernel width (KW) and kernel diameter ratio (KDR) were detected by both conditional and unconditional QTL mapping methods. Two related F8:9 recombinant inbred line (RIL) populations, comprising 485 and 229 lines, respectively, were used in this study, and the trait phenotypes were evaluated in four environments. Unconditional QTL mapping analysis detected 77 additive QTL for four traits in two populations. Of these, 24 QTL were verified in at least three trials, and five of them were major QTL, thus being of great value for marker assisted selection in breeding programmes. Conditional QTL mapping analysis, compared with unconditional QTL mapping analysis, resulted in reduction in the number of QTL for TKW due to the elimination of TKW variations caused by its conditional traits; based on which we first dissected genetic control system involved in the synthetic process between TKW and KD at an individual QTL level. Results indicated that, at the QTL level, KW had the strongest influence on TKW, followed by KL, and KDR had the lowest level contribution to TKW. In addition, the present study proved that it is not all-inclusive to determine genetic relationships of a pairwise QTL for two related/causal traits based on whether they were co-located. Thus, conditional QTL mapping method should be used to evaluate possible genetic relationships of two related/causal traits.

  13. QTL and QTL x Environment Effects on Agronomic and Nitrogen Acquisition Traits in Rice

    Institute of Scientific and Technical Information of China (English)

    Senapathy Senthilvel; Kunnummal Kurungara Vinod; Palaniappan Malarvizhi; Marappa Maheswaran

    2008-01-01

    Agricultural environments deteriorate due to excess nitrogen application.Breeding for low nitrogen responsive genotypes can reduce soil nitrogen input.Rice genotypes respond variably to soil available nitrogen.The present study attempted quantification of genotype x nitrogen level interaction and mapping of quantitative trait loci (QTLs) associated with nitrogen use efficiency (NUE) and other associated agronomic traits.Twelve parameters were observed across a set of 82 double haploid (DH) lines derived from IR64/Azucena.Three nitrogen regimes namely,native (0 kg/ha; no nitrogen applied),optimum (100 kg/ha) and high (200 kg/ha) replicated thrice were the environments.The parents and DH lines were significantly varying for all traits under different nitrogen regimes.All traits except plant height recorded significant genotype x environment interaction.Individual plant yield was positively correlated with nitrogen use efficiency and nitrogen uptake.Sixteen QTLs were detected by composite interval mapping.Eleven QTLs showed significant QTL x environment interactions.On chromosome 3,seven QTLs were detected associated with nitrogen use,plant yield and associated traits.A QTL region between markers RZ678,RZ574 and RZ284 was associated with nitrogen use and yield.This chromosomal region was enriched with expressed gene sequences of known key nitrogen assimilation genes.

  14. Acidentes de trabalho afetando a coluna vertebral: um estudo realizado com trabalhadores de enfermagem de um hospital universitário Los accidentes de trabajo que afectan la columna vertebral: un estudio realizado con trabajadores de enfermeria de un hospital universitario Occupational accidents affecting the spinal vertebrae: a study among nursing workers of a university hospital

    OpenAIRE

    Neusa Maria Costa Alexandre; Maria Cecília Cardoso Benatti

    1998-01-01

    Com o objetivo de avaliar determinadas características da ocorrência de acidentes do trabalho afetando a coluna vertebral em trabalhadores de enfermagem de um hospital universitário, entrevistou-se todos os funcionários que sofreram esse tipo de acidente em um período de seis meses. Esses trabalhadores eram basicamente do sexo feminino e tinham uma idade média de 43,2 anos. Não houve uma diferença estatística significante que demonstrasse um predomínio de acidentes entre os turnos de trabalho...

  15. Consistent effects of a major QTL for thermal resistance in field-released Drosophila melanogaster

    DEFF Research Database (Denmark)

    Loeschcke, Volker; Kristensen, Torsten Nygård; Norry, Fabian M

    2011-01-01

    Molecular genetic markers can be used to identify quantitative trait loci (QTL) for thermal resistance and this has allowed characterization of a major QTL for knockdown resistance to high temperature in Drosophila melanogaster. The QTL showed trade-off associations with cold resistance under...

  16. Mapeamento de locos de características quantitativas no cromossomo 6, associados às características de carcaça e de órgãos internos de suínos Mapping of quantitative trait loci for carcass traits and internal organs in swine chromosome 6

    Directory of Open Access Journals (Sweden)

    Aldrin Vieira Pires

    2006-08-01

    Full Text Available Com o objetivo de mapear locos de características quantitativas (QTLs associados às características de carcaça e de órgão internos, uma população composta de 550 animais F2 foi produzida a partir do intercruzamento da geração F1, obtida pelo cruzamento divergente de dois machos da raça nativa brasileira Piau com 18 fêmeas comerciais. Os animais foram genotipados para 13 marcadores microssatélites distribuídos no cromossomo 6. As características avaliadas foram: comprimento de carcaça pelos métodos brasileiro e americano, peso e rendimento de carcaça, espessura de toucinho na região da copa, espessura de toucinho imediatamente após a última costela, espessura de toucinho entre a última e a penúltima vértebra lombar, menor espessura de toucinho na região acima da última vértebra lombar, espessura de toucinho imediatamente após a última costela, a 6,5 cm da linha dorso-lombar, espessura de toucinho média (geral = estimada a partir da média de todas as espessuras de toucinho citadas anteriormente; e dorso-lombar = estimada a partir das espessuras de toucinho tomadas na linha dorso-lombar do animal, espessura de bacon, profundidade de lombo, área de olho-de-lombo, pesos de órgãos internos (coração, pulmões, fígado, baço e rim e comprimento de intestino. Utilizou-se o método de regressão por intervalo de mapeamento por meio do programa QTL Express. Foram encontrados QTLs sugestivos para as características de comprimento de carcaça pelo método brasileiro e espessura de bacon e QTL significativo para peso do rim. Nos intervalos dos picos da estatística F em que se encontraram QTLs sugestivos, devem ser incluídos mais marcadores para se confirmar a real presença de QTL.A total of the 550 F2 animals produced by divergent cross using two sires of the native Brazilian breed named Piau and 18 commercial dams were genotyped for 13 microsatellite markers in swine chromosome 6. The traits evaluated were: carcass

  17. Seleção, acasalamento e genotipagem seletiva e outras estratégias de amostragem na detecção de QTL

    Directory of Open Access Journals (Sweden)

    M. Jangarelli

    2010-08-01

    Full Text Available Foram simuladas diferentes estratégias de seleção para estimar o desempenho fenotípico e a endogamia média na seleção assistida por marcadores, em características quantitativas com valores de herdabilidade de 0,10; 0,40 e 0,70. O sistema de simulação genética (Genesys foi utilizado para a simulação de três genomas (cada qual constituído de uma única característica cuja distinção estava no valor da herdabilidade, e das populações base e inicial. Cada população inicial foi submetida à seleção assistida por marcadores por 20 gerações consecutivas. Avaliaram-se estratégias de acasalamento entre os genitores selecionados, em diferentes intensidades de seleção (tamanhos populacionais, por meio do acasalamento seletivo entre os melhores e os piores, acasalamento apenas entre os melhores e/ou entre os piores e acasalamento aleatório. Em todos os cenários combinando herdabilidade e intensidade, o acasalamento estratégico utilizando a metodologia da genotipagem seletiva foi superior aos demais, tornando-se mais eficaz na detecção de QTL e, consequentemente, no incremento do valor fenotípico e na minimização das médias endogâmicas ao longo das gerações. Ao utilizar a estratégia seletiva de amostragem, menor tamanho populacional é requerido para otimizar a detecção de QTL à medida que o valor da herdabilidade da característica aumenta.

  18. Robust Linear Models for Cis-eQTL Analysis.

    Directory of Open Access Journals (Sweden)

    Mattias Rantalainen

    Full Text Available Expression Quantitative Trait Loci (eQTL analysis enables characterisation of functional genetic variation influencing expression levels of individual genes. In outbread populations, including humans, eQTLs are commonly analysed using the conventional linear model, adjusting for relevant covariates, assuming an allelic dosage model and a Gaussian error term. However, gene expression data generally have noise that induces heavy-tailed errors relative to the Gaussian distribution and often include atypical observations, or outliers. Such departures from modelling assumptions can lead to an increased rate of type II errors (false negatives, and to some extent also type I errors (false positives. Careful model checking can reduce the risk of type-I errors but often not type II errors, since it is generally too time-consuming to carefully check all models with a non-significant effect in large-scale and genome-wide studies. Here we propose the application of a robust linear model for eQTL analysis to reduce adverse effects of deviations from the assumption of Gaussian residuals. We present results from a simulation study as well as results from the analysis of real eQTL data sets. Our findings suggest that in many situations robust models have the potential to provide more reliable eQTL results compared to conventional linear models, particularly in respect to reducing type II errors due to non-Gaussian noise. Post-genomic data, such as that generated in genome-wide eQTL studies, are often noisy and frequently contain atypical observations. Robust statistical models have the potential to provide more reliable results and increased statistical power under non-Gaussian conditions. The results presented here suggest that robust models should be considered routinely alongside other commonly used methodologies for eQTL analysis.

  19. Linear models for joint association and linkage QTL mapping

    Directory of Open Access Journals (Sweden)

    Fernando Rohan L

    2009-09-01

    Full Text Available Abstract Background Populational linkage disequilibrium and within-family linkage are commonly used for QTL mapping and marker assisted selection. The combination of both results in more robust and accurate locations of the QTL, but models proposed so far have been either single marker, complex in practice or well fit to a particular family structure. Results We herein present linear model theory to come up with additive effects of the QTL alleles in any member of a general pedigree, conditional to observed markers and pedigree, accounting for possible linkage disequilibrium among QTLs and markers. The model is based on association analysis in the founders; further, the additive effect of the QTLs transmitted to the descendants is a weighted (by the probabilities of transmission average of the substitution effects of founders' haplotypes. The model allows for non-complete linkage disequilibrium QTL-markers in the founders. Two submodels are presented: a simple and easy to implement Haley-Knott type regression for half-sib families, and a general mixed (variance component model for general pedigrees. The model can use information from all markers. The performance of the regression method is compared by simulation with a more complex IBD method by Meuwissen and Goddard. Numerical examples are provided. Conclusion The linear model theory provides a useful framework for QTL mapping with dense marker maps. Results show similar accuracies but a bias of the IBD method towards the center of the region. Computations for the linear regression model are extremely simple, in contrast with IBD methods. Extensions of the model to genomic selection and multi-QTL mapping are straightforward.

  20. QTL Analysis for Plant Height with Molecular Markers in Maize

    Institute of Scientific and Technical Information of China (English)

    YAN Jian-bing; TANG Hua; HUANG Yi-qin; SHI Yong-gang; ZHENG Yong-lian; LI Jian-sheng

    2003-01-01

    Plant height has become one of important agronomic traits with the increase of planting densityrecently and the rapid developments of molecular markers have provided powerful tools to localize importantagronomic QTL at the genomic level. The purposes of this investigation are to map plant height QTL with mo-lecular markers and to analyze their genetic effects in maize. An F2:3 population from an elite combination(Zong3 × 87-1) was utilized for evaluating plant height in two locations, Wuhan and Xiangfan, with a ran-domized complete block design. The mapping population included 266 F2:3 family lines. A genetic linkagemap, containing 150 SSR and 24 RFLP markers, was constructed, spanning a total of 2 531.6 cm with an av-erage interval of 14.5 cm. Totally 10 QTL affecting plant height were mapped on six different chromosomeswith the composite interval mapping. Seven of 10 QTL were detected in two locations. The contributions tophenotypic variations for the single QTL varied between 5.3 and 17.1%. Additive, partial dominance, domi-nance, and overdominance actions existed among all detected QTL affecting plant heights. A large number ofdigenic interactions for plant height were detected by two-way analyses of variance. 107 and 98 two-locus com-binations were found to be significant at a 0.01 probability level in two locations respectively. 23 of them weresimultaneously detected in both locations. They accounted for phenotypic variations of 4.5 -11%. It was no-ticed that a locus, umc1122, had digenic interactive effects with other four different loci for plant height,which distributed on three chromosomes. A few of plant height QTL was involved in significant digenic inter-actions, but most significant interactions occurred between markers that are not adjacent to mapped QTL.These results demonstrated that epistatic interactions might play an equal importance role as the single-locuseffects in determining plant height of maize.

  1. Fourteen Years of R/qtl: Just Barely Sustainable

    Directory of Open Access Journals (Sweden)

    Karl W Broman

    2014-07-01

    Full Text Available R/qtl is an R package for mapping quantitative trait loci (genetic loci that contribute to variation in quantitative traits in experimental crosses. Its development began in 2000. There have been 38 software releases since 2001. The latest release contains 35k lines of R code and 24k lines of C code, plus 15k lines of code for the documentation. Challenges in the development and maintenance of the software are discussed. A key to the success of R/qtl is that it remains a central tool for the chief developer's own research work, and so its maintenance is of selfish importance.

  2. Joint QTL analyses for partial resistance to Phytophthora sojae using six nested inbred populations with heterogeneous conditions

    Science.gov (United States)

    Partial resistance to Phytophthora sojae in soybean is controlled by multiple quantitative trait loci (QTL). With traditional QTL mapping approaches, power to detect these QTL, frequently of small effect, can be limited by population size. Joint linkage QTL analysis of nested recombinant inbred li...

  3. Cartographie fine de qtl de fertilite femelle chez les bovins laitiers franÇais

    OpenAIRE

    Ben Jemaa, Slim

    2009-01-01

    The aim of this thesis was to map finely female fertility (FF) QTL in the three main French dairy cattle breeds Prim'Holstein, Normande and Montbeliarde. The first step consisted in detecting QTL on 78 families in 12 genomic regions. Six FF QTL were found in Prim'Holstein and two in Normande breeds. In the second step of the study, the QTL on bovine chromosomes BTA01, BTA02, BTA03 and BTA21 were mapped on a sub-sample of 41 families and the confidence interval for BTA01 and BTA03 QTL was redu...

  4. Mapping multiple QTL using linkage disequilibrium and linkage analysis information and multitrait data

    Directory of Open Access Journals (Sweden)

    Goddard Mike E

    2004-05-01

    Full Text Available Abstract A multi-locus QTL mapping method is presented, which combines linkage and linkage disequilibrium (LD information and uses multitrait data. The method assumed a putative QTL at the midpoint of each marker bracket. Whether the putative QTL had an effect or not was sampled using Markov chain Monte Carlo (MCMC methods. The method was tested in dairy cattle data on chromosome 14 where the DGAT1 gene was known to be segregating. The DGAT1 gene was mapped to a region of 0.04 cM, and the effects of the gene were accurately estimated. The fitting of multiple QTL gave a much sharper indication of the QTL position than a single QTL model using multitrait data, probably because the multi-locus QTL mapping reduced the carry over effect of the large DGAT1 gene to adjacent putative QTL positions. This suggests that the method could detect secondary QTL that would, in single point analyses, remain hidden under the broad peak of the dominant QTL. However, no indications for a second QTL affecting dairy traits were found on chromosome 14.

  5. Mapping carcass and meat quality QTL on Sus Scrofa chromosome 2 in commercial finishing pigs

    Directory of Open Access Journals (Sweden)

    van Kampen Tony A

    2009-01-01

    Full Text Available Abstract Quantitative trait loci (QTL affecting carcass and meat quality located on SSC2 were identified using variance component methods. A large number of traits involved in meat and carcass quality was detected in a commercial crossbred population: 1855 pigs sired by 17 boars from a synthetic line, which where homozygous (A/A for IGF2. Using combined linkage and linkage disequilibrium mapping (LDLA, several QTL significantly affecting loin muscle mass, ham weight and ham muscles (outer ham and knuckle ham and meat quality traits, such as Minolta-L* and -b*, ultimate pH and Japanese colour score were detected. These results agreed well with previous QTL-studies involving SSC2. Since our study is carried out on crossbreds, different QTL may be segregating in the parental lines. To address this question, we compared models with a single QTL-variance component with models allowing for separate sire and dam QTL-variance components. The same QTL were identified using a single QTL variance component model compared to a model allowing for separate variances with minor differences with respect to QTL location. However, the variance component method made it possible to detect QTL segregating in the paternal line (e.g. HAMB, the maternal lines (e.g. Ham or in both (e.g. pHu. Combining association and linkage information among haplotypes improved slightly the significance of the QTL compared to an analysis using linkage information only.

  6. Simultaneous QTL detection and genomic breeding value estimation using high density SNP chips

    Directory of Open Access Journals (Sweden)

    Veerkamp Roel F

    2010-03-01

    Full Text Available Abstract Background The simulated dataset of the 13th QTL-MAS workshop was analysed to i detect QTL and ii predict breeding values for animals without phenotypic information. Several parameterisations considering all SNP simultaneously were applied using Gibbs sampling. Results Fourteen QTL were detected at the different time points. Correlations between estimated breeding values were high between models, except when the model was used that assumed that all SNP effects came from one distribution. The model that used the selected 14 SNP found associated with QTL, gave close to unity correlations with the full parameterisations. Conclusions Nine out of 18 QTL were detected, however the six QTL for inflection point were missed. Models for genomic selection were indicated to be fairly robust, e.g. with respect to accuracy of estimated breeding values. Still, it is worthwhile to investigate the number QTL underlying the quantitative traits, before choosing the model used for genomic selection.

  7. Influence of outliers on QTL mapping for complex traits

    Institute of Scientific and Technical Information of China (English)

    Yousaf HAYAT; Jian YANG; Hai-ming XU; Jun ZHU

    2008-01-01

    A method was proposed for the detection of outliers and influential observations in the framework of a mixed linear model, prior to the quantitative trait locus (QTL) mapping analysis. We investigated the impact of outliers on QTL mapping for complex traits in a mouse BXD population, and observed that the dropping of outliers could provide the evidence of additional QTL and epistatic loci affecting the 1 stBrain-OB and the 2ndBrain-OB in a cross of the abovementioned population. The results could also reveal a remarkable increase in estimating heritabilities of QTL in the absence of outliers. In addition, simulations were conducted to investigate the detection powers and false discovery rates (FDRs) of QTLs in the presence and absence of outliers. The results suggested that the presence of a small proportion of outliers could increase the FDR and hence decrease the detection power of QTLs. A drastic increase could be obtained in the estimates of standard errors for position, additive and additivex environment interaction effects of QTLs in the presence of outliers.

  8. Influence of outliers on QTL mapping for complex traits.

    Science.gov (United States)

    Hayat, Yousaf; Yang, Jian; Xu, Hai-ming; Zhu, Jun

    2008-12-01

    A method was proposed for the detection of outliers and influential observations in the framework of a mixed linear model, prior to the quantitative trait locus (QTL) mapping analysis. We investigated the impact of outliers on QTL mapping for complex traits in a mouse BXD population, and observed that the dropping of outliers could provide the evidence of additional QTL and epistatic loci affecting the 1stBrain-OB and the 2ndBrain-OB in a cross of the abovementioned population. The results could also reveal a remarkable increase in estimating heritabilities of QTL in the absence of outliers. In addition, simulations were conducted to investigate the detection powers and false discovery rates (FDRs) of QTLs in the presence and absence of outliers. The results suggested that the presence of a small proportion of outliers could increase the FDR and hence decrease the detection power of QTLs. A drastic increase could be obtained in the estimates of standard errors for position, additive and additivex environment interaction effects of QTLs in the presence of outliers.

  9. Multiple Breed Validation of Five QTL Affecting Mastitis Resistance

    DEFF Research Database (Denmark)

    Vilkki, Johanna; Dolezal, Marlies A; Sahana, Goutam;

    (on BTA3, BTA6, BTA8, BTA19, and BTA27) agreed across the breeds, but no identical associated SNPs were detected. Higher power (imputation to bigger population samples) will be needed to confirm results. On BTA6 the results indicate several QTL within a 5 Mb region. The results provide a basis...

  10. Bayesian multi-QTL mapping for growth curve parameters

    DEFF Research Database (Denmark)

    Heuven, Henri C M; Janss, Luc L G

    2010-01-01

    . The locations of the QTLs for separate parameters were very close in some cases and probably caused the genetic correlation observed between ASYM and XMID and SCAL respectively. None of the QTL appeared on chromosome five. Conclusions Repeated observations on individuals were affected by at least nine QTLs...

  11. Analysis of digenic epistatic effects and QE interaction effects QTL controlling grain weight in rice

    Institute of Scientific and Technical Information of China (English)

    高用明; 朱军; 宋佑胜; 何慈信; 石春海; 邢永忠

    2004-01-01

    Immortalized F2 population of rice (Oryza sativa L.) was developed by randomly mating F1 among recombinant inbred (RI) lines derived from (Zhenshan 97B×Minghui 63),which allowed replications within and across environments.QTL (quantitative trait loci) mapping analysis on kilo-grain weight of immortalized F2 population was performed by using newly developed software for QTL mapping,QTL Mapper 2.0. Eleven distinctly digenic epistatic loci included a total of 15 QTL were located on eight chromosomes.QTL main effects of additive,dominance,and additive×additive,additive×dominance,and dominance×dominance interactions were estimated.Interaction effects between QTL main effects and environments (QE) were predicted.Less than 40% of single effects,most of which were additive effects,for identified QTL were significant at 5% level.The directional difference for QTL main effects suggested that these QTL were distributed in parents in the repulsion phase.This should make it feasible to improve kilo-grain weight of both parents by selecting appropriate new recombinants. Only few of the QE interaction effects were significant.Application prospect for QTL mapping achievements in genetic breeding was discussed.

  12. Identification of unconditional and conditional QTL for oil, protein and starch content in maize

    Institute of Scientific and Technical Information of China (English)

    Yuqiu; Guo; Xiaohong; Yang; Subhash; Chander; Jianbing; Yan; Jun; Zhang; Tongming; Song; Jiansheng; Li

    2013-01-01

    Oil, protein and starch are key chemical components of maize kernels. A population of 245 recombinant inbred lines(RILs) derived from a cross between a high-oil inbred line, By804, and a regular inbred line, B73, was used to dissect the genetic interrelationships among oil, starch and protein content at the individual QTL level by unconditional and conditional QTL mapping. Combined phenotypic data over two years with a genetic linkage map constructed using 236 markers, nine, five and eight unconditional QTL were detected for oil, protein and starch content, respectively. Some QTL for oil, protein and starch content were clustered in the same genomic regions and the direction of their effects was consistent with the sign of their correlation. In conditional QTL mapping, 37(29/8) unconditional QTL were not detected or showed reduced effects, four QTL demonstrated similar effects under unconditional and conditional QTL mapping, and 17 additional QTL were identified by conditional QTL mapping. These results imply that there is a strong genetic relationship among oil, protein and starch content in maize kernels. The information generated in the present investigation could be helpful in marker-assisted breeding for maize varieties with desirable kernel quality traits.

  13. QTL mapping under truncation selection in homozygous lines derived from biparental crosses.

    Science.gov (United States)

    Melchinger, Albrecht E; Orsini, Elena; Schön, Chris C

    2012-02-01

    In plant breeding, a large number of progenies that will be discarded later in the breeding process must be phenotyped and marker genotyped for conducting QTL analysis. In many cases, phenotypic preselection of lines could be useful. However, in QTL analyses even moderate preselection can have a significant effect on the power of QTL detection and estimation of effects of the target traits. In this study, we provide exact formulas for quantifying the change of allele frequencies within marker classes, expectations of marker contrasts and the variance of the marker contrasts under truncation selection, for the general case of two QTL affecting the target trait and a correlated trait. We focused on homozygous lines derived at random from biparental crosses. The effects of linkage between the marker and the QTL under selection as well as the effect of selection on a correlated trait can be quantified with the given formulas. Theoretical results clearly show that depending on the magnitude of QTL effects, high selection intensities can lead to a dramatic reduction in power of QTL detection and that approximations based on the infinitesimal model deviate substantially from exact solutions. The presented formulas are valuable for choosing appropriate selection intensity when performing QTL mapping experiments on the data on phenotypically preselected traits and enable the calculation and bias correction of the effects of QTL under selection. Application of our theory to experimental data revealed that selection-induced bias of QTL effects can be successfully corrected.

  14. Mendelizing all components of a pyramid of three yield QTL in tomato

    Directory of Open Access Journals (Sweden)

    Amit eGur

    2015-12-01

    Full Text Available Molecular markers allowed breeders to Mendelize quantitative trait loci (QTL providing another demonstration that quantitative traits are governed by the same principles as single qualitative genes. This research extends the QTL analysis to two and three QTL and tests our ability to Mendelize an oligogenic trait. In tomato, agricultural yield is determined by the weight of the fruits harvested per unit area and the total soluble solids (% Brix–sugars and acids. The current study explores the segregation of multiple independent yield-related QTL that were identified and mapped using introgression lines (IL of Solanum pennellii in cultivated processing tomato (Solanum lycopersicum. We screened 45 different double and triple IL-QTL combinations for agricultural yield, to identify QTL pyramids that behaved in an additive manner and were suitable substrate for Mendelizing an oligogenic trait. A pyramid of three independent QTL that significantly improved Brix*Yield (BXY - the soluble solids output per unit area compared to M82 was selected. In the progenies of the tri-hybrid we bred using markers a nearly isogenic 'immortalized F2'. While the common mode of QTL-QTL interactions across the 45 IL-QTLs combinations was less than additive, the three QTLs in the selected triple-stack performed in an additive manner which made it an exceptional material for breeding. This study demonstrates that using the phenotypic effect of all 27 possible QTL-alleles combinations it is possible to make reliable predictions about the genotypes that will maximize the yield.

  15. Evaluation and Bulked Segregant Analysis of Major Yield QTL qtl12.1 Introgressed into Indigenous Elite Line for Low Water Availability under Water Stress

    Institute of Scientific and Technical Information of China (English)

    N.Manikanda BOOPATHI; Gat SWAPNASHRI; P.KAVITHA; S.SATHISH; R.NITHYA; Wickneswari RATNAM; Arvind KUMAR

    2013-01-01

    Near isogenic lines carrying large-effect QTL (qtl12.1),which has a consistent influence on grain yield under upland drought stress conditions in a wide range of environments,were evaluated under water stress in the fields.The line which gave higher yield under drought was crossed with a local elite line,PMK3,and forwarded to F2:3 generation.Significant variation was found among the F2:3 lines for agronomic traits under water stress in the fields.Low to high broad sense heritability (H) for investigated traits was also found.Water stress indicators such as leaf rolling and leaf drying were negatively correlated with plant height,biomass and grain yield under stress.Bulked segregant analysis (BSA) was performed with the markers in the vicinity of qtl12.1,and RM27933 was found to be segregated perfectly well in individual components of drought resistant and drought susceptible bulks which were bulked based on yield under water stress among F2:3 lines.Hence,this simple and breeder friendly marker,RM27933,may be useful as a potentially valuable candidate marker for the transfer of the QTL qtl12.1 in the regional breeding program.Bioinformatic analysis of the DNA sequence of the qtl12.1 region was also done to identify and analyze positional candidate genes associated with this QTL and to ascertain the putative molecular basis of qtl12.1.

  16. Fine Mapping QTL for mastitis resistance on BTA9 in three Nordic red cattle breeds

    DEFF Research Database (Denmark)

    Sahana, G; Lund, M S; Andersson-Eklund, L;

    2008-01-01

    A QTL affecting clinical mastitis and/or somatic cell score (SCS) has been reported previously on chromosome 9 from studies in 16 families from the Swedish Red and White (SRB), Finnish Ayrshire (FA) and Danish Red (DR) breeds. In order to refine the QTL location, 67 markers were genotyped over...... mastitis to be mapped to a small interval (BM4208 and INRA084. This QTL showed a pleiotropic effect on SCS in the DR and SRB breeds. Haplotypes associated with variations in mastitis resistance were identified. The haplotypes were predictive in the general population and can be used in marker......-assisted selection. Pleiotropic effects of the mastitis QTL were studied for three milk production traits and eight udder conformation traits. This QTL was also associated with yield traits in DR but not in FA or SRB. No QTL were found for udder conformation traits on chromosome 9...

  17. Dissection of Genetic Effects of Quantitative Trait Loci (QTL) in Transgenic Cotton

    Institute of Scientific and Technical Information of China (English)

    ZHANG Yong-shan

    2008-01-01

    @@ When alien DNA inserts into cotton genome in multi-copy manner,several QTL in cotton genome are disrupted,which are called dQTL in this study.Transgenic mutant line is near-isogenic to its recipient which is divergent for the dQTL from remaining QTL.So,a set of data from a transgenic QTL mutant line produced by Agrobacterium-mediated transformation,30074,its recipient,their F1 hybrids between them,and three elite lines were analyzed under a modified additive-dominance model with genotype by environment interactions in three different environments to dissect the genetic effects due to dQTL from the whole genome based genetic effects.

  18. Mapping Quantitative Trait Loci (QTL) in sheep. III. QTL for carcass composition traits derived from CT scans and aligned with a meta-assembly for sheep and cattle carcass QTL.

    Science.gov (United States)

    Cavanagh, Colin R; Jonas, Elisabeth; Hobbs, Matthew; Thomson, Peter C; Tammen, Imke; Raadsma, Herman W

    2010-09-16

    An (Awassi × Merino) × Merino single-sire backcross family with 165 male offspring was used to map quantitative trait loci (QTL) for body composition traits on a framework map of 189 microsatellite loci across all autosomes. Two cohorts were created from the experimental progeny to represent alternative maturity classes for body composition assessment. Animals were raised under paddock conditions prior to entering the feedlot for a 90-day fattening phase. Body composition traits were derived in vivo at the end of the experiment prior to slaughter at 2 (cohort 1) and 3.5 (cohort 2) years of age, using computed tomography. Image analysis was used to gain accurate predictions for 13 traits describing major fat depots, lean muscle, bone, body proportions and body weight which were used for single- and two-QTL mapping analysis. Using a maximum-likelihood approach, three highly significant (LOD ≥ 3), 15 significant (LOD ≥ 2), and 11 suggestive QTL (1.7 ≤ LOD < 2) were detected on eleven chromosomes. Regression analysis confirmed 28 of these QTL and an additional 17 suggestive (P < 0.1) and two significant (P < 0.05) QTL were identified using this method. QTL with pleiotropic effects for two or more tissues were identified on chromosomes 1, 6, 10, 14, 16 and 23. No tissue-specific QTL were identified.A meta-assembly of ovine QTL for carcass traits from this study and public domain sources was performed and compared with a corresponding bovine meta-assembly. The assembly demonstrated QTL with effects on carcass composition in homologous regions on OAR1, 2, 6 and 21.

  19. Cell Specific eQTL Analysis without Sorting Cells.

    Directory of Open Access Journals (Sweden)

    Harm-Jan Westra

    2015-05-01

    Full Text Available The functional consequences of trait associated SNPs are often investigated using expression quantitative trait locus (eQTL mapping. While trait-associated variants may operate in a cell-type specific manner, eQTL datasets for such cell-types may not always be available. We performed a genome-environment interaction (GxE meta-analysis on data from 5,683 samples to infer the cell type specificity of whole blood cis-eQTLs. We demonstrate that this method is able to predict neutrophil and lymphocyte specific cis-eQTLs and replicate these predictions in independent cell-type specific datasets. Finally, we show that SNPs associated with Crohn's disease preferentially affect gene expression within neutrophils, including the archetypal NOD2 locus.

  20. Major QTL Conferring Resistance to Rice Bacterial Leaf Streak

    Institute of Scientific and Technical Information of China (English)

    2006-01-01

    Bacterial leaf streak (BLS) is one of the important limiting factors to rice production in southern China and other tropical and sub-tropical areas in Asia. Resistance to BLS was found to be a quantitative trait and no major resistant gene was located in rice until date. In the present study, a new major quantitative trait locus (QTL) conferring resistance to BLS was identified from a highly resistant variety Dular by the employment of Dular/Balilla (DB) and Dular/IR24 (DI) segregation populations and was designated qBLSR-11-1. This QTL was located between the simple sequence repeat (SSR) markers RM120 and RM441 on chromosome 11 and could account for 18.1-21.7% and 36.3% of the variance in DB and DI populations, respectively. The genetic pattern of rice resistance to BLS was discussed.

  1. Salt tolerance in Solanum pennellii: antioxidant response and related QTL

    Science.gov (United States)

    2010-01-01

    Background Excessive soil salinity is an important problem for agriculture, however, salt tolerance is a complex trait that is not easily bred into plants. Exposure of cultivated tomato to salt stress has been reported to result in increased antioxidant content and activity. Salt tolerance of the related wild species, Solanum pennellii, has also been associated with similar changes in antioxidants. In this work, S. lycopersicum M82, S. pennellii LA716 and a S. pennellii introgression line (IL) population were evaluated for growth and their levels of antioxidant activity (total water-soluble antioxidant activity), major antioxidant compounds (phenolic and flavonoid contents) and antioxidant enzyme activities (superoxide dismutase, catalase, ascorbate peroxidase and peroxidase) under both control and salt stress (150 mM NaCl) conditions. These data were then used to identify quantitative trait loci (QTL) responsible for controlling the antioxidant parameters under both stress and nonstress conditions. Results Under control conditions, cultivated tomato had higher levels of all antioxidants (except superoxide dismutase) than S. pennellii. However, under salt stress, the wild species showed greater induction of all antioxidants except peroxidase. The ILs showed diverse responses to salinity and proved very useful for the identification of QTL. Thus, 125 loci for antioxidant content under control and salt conditions were detected. Eleven of the total antioxidant activity and phenolic content QTL matched loci identified in an independent study using the same population, thereby reinforcing the validity of the loci. In addition, the growth responses of the ILs were evaluated to identify lines with favorable growth and antioxidant profiles. Conclusions Plants have a complex antioxidant response when placed under salt stress. Some loci control antioxidant content under all conditions while others are responsible for antioxidant content only under saline or nonsaline

  2. Salt tolerance in Solanum pennellii: antioxidant response and related QTL

    Directory of Open Access Journals (Sweden)

    Şığva Hasan Ö

    2010-04-01

    Full Text Available Abstract Background Excessive soil salinity is an important problem for agriculture, however, salt tolerance is a complex trait that is not easily bred into plants. Exposure of cultivated tomato to salt stress has been reported to result in increased antioxidant content and activity. Salt tolerance of the related wild species, Solanum pennellii, has also been associated with similar changes in antioxidants. In this work, S. lycopersicum M82, S. pennellii LA716 and a S. pennellii introgression line (IL population were evaluated for growth and their levels of antioxidant activity (total water-soluble antioxidant activity, major antioxidant compounds (phenolic and flavonoid contents and antioxidant enzyme activities (superoxide dismutase, catalase, ascorbate peroxidase and peroxidase under both control and salt stress (150 mM NaCl conditions. These data were then used to identify quantitative trait loci (QTL responsible for controlling the antioxidant parameters under both stress and nonstress conditions. Results Under control conditions, cultivated tomato had higher levels of all antioxidants (except superoxide dismutase than S. pennellii. However, under salt stress, the wild species showed greater induction of all antioxidants except peroxidase. The ILs showed diverse responses to salinity and proved very useful for the identification of QTL. Thus, 125 loci for antioxidant content under control and salt conditions were detected. Eleven of the total antioxidant activity and phenolic content QTL matched loci identified in an independent study using the same population, thereby reinforcing the validity of the loci. In addition, the growth responses of the ILs were evaluated to identify lines with favorable growth and antioxidant profiles. Conclusions Plants have a complex antioxidant response when placed under salt stress. Some loci control antioxidant content under all conditions while others are responsible for antioxidant content only under

  3. A comparison of bivariate and univariate QTL mapping in livestock populations

    Directory of Open Access Journals (Sweden)

    Sorensen Daniel

    2003-11-01

    Full Text Available Abstract This study presents a multivariate, variance component-based QTL mapping model implemented via restricted maximum likelihood (REML. The method was applied to investigate bivariate and univariate QTL mapping analyses, using simulated data. Specifically, we report results on the statistical power to detect a QTL and on the precision of parameter estimates using univariate and bivariate approaches. The model and methodology were also applied to study the effectiveness of partitioning the overall genetic correlation between two traits into a component due to many genes of small effect, and one due to the QTL. It is shown that when the QTL has a pleiotropic effect on two traits, a bivariate analysis leads to a higher statistical power of detecting the QTL and to a more precise estimate of the QTL's map position, in particular in the case when the QTL has a small effect on the trait. The increase in power is most marked in cases where the contributions of the QTL and of the polygenic components to the genetic correlation have opposite signs. The bivariate REML analysis can successfully partition the two components contributing to the genetic correlation between traits.

  4. A General Method for QTL Mapping in Multiple Related Populations Derived from Multiple Parents

    Institute of Scientific and Technical Information of China (English)

    AO Yan; HU Zhi-qiu; TANG Zai-xiang; WANG Xue-feng; XU Chen-wu

    2009-01-01

    It's well known that incorporating some existing populations derived from multiple parents may improve QTL mapping and QTL-based breeding programs. However, no general maximum likelihood method has been available for this strategy. Based on the QTL mapping in multiple related populations derived from two parents, a maximum likelihood estimation method was proposed, which can incorporate several populations derived from three or more parents and also can be used to handle different mating designs. Taking a circle design as an example, we conducted simulation studies to study the effect of QTL heritability and sample size upon the proposed method. The results showed that under the same heritability, enhanced power of QTL detection and more precise and accurate estimation of parameters could be obtained when three F2 populations were jointly analyzed, compared with the joint analysis of any two F2 populations. Higher heritability, especially with larger sample sizes, would increase the ability of QTL detection and improve the estimation of parameters. Potential advantages of the method are as follows: firstly, the existing results of QTL mapping in single population can be compared and integrated with each other with the proposed method, therefore the ability of QTL detection and precision of QTL mapping can be improved. Secondly, owing to multiple alleles in multiple parents, the method can exploit gene resource more adequately, which will lay an important genetic groundwork for plant improvement.

  5. Common QTL Affect the Rate of Tomato Seed Germination under Different Stress and Nonstress Conditions

    Science.gov (United States)

    Foolad, Majid R.; Subbiah, Prakash; Zhang, Liping

    2007-01-01

    The purpose of this study was to determine whether the rates of tomato seed germination under different stress and nonstress conditions were under common genetic controls by examining quantitative trait loci (QTL) affecting such traits. Seeds of BC1 progeny of a cross between a slow-germinating tomato breeding line and a rapid-germinating tomato wild accession were evaluated for germination under nonstress as well as cold, salt, and drought stress conditions. In each treatment, the most rapidly-germinating seeds were selected, grown to maturity, and subjected to molecular marker analysis. A selective genotyping approach detected between 6 and 9 QTL affecting germination rate under each of the four conditions, with a total of 14 QTL identified. Ten QTL affected germination rate under 2 or 3 conditions, which were considered germination-related common QTL. Four QTL affected germination rate only in one treatment, which were considered germination-related, condition-specific QTL . The results indicated that mostly the same QTL affected seed germination under different stress and nonstress conditions, supporting a previous suggestion that similar physiological mechanisms contribute to rapid seed germination under different conditions. Marker-assisted selection for the common QTL may result in progeny with rapid seed germinability under different conditions. PMID:18317505

  6. Common QTL affect the rate of tomato seed germination under different stress and nonstress conditions.

    Science.gov (United States)

    Foolad, Majid R; Subbiah, Prakash; Zhang, Liping

    2007-01-01

    The purpose of this study was to determine whether the rates of tomato seed germination under different stress and nonstress conditions were under common genetic controls by examining quantitative trait loci (QTL) affecting such traits. Seeds of BC(1) progeny of a cross between a slow-germinating tomato breeding line and a rapid-germinating tomato wild accession were evaluated for germination under nonstress as well as cold, salt, and drought stress conditions. In each treatment, the most rapidly-germinating seeds were selected, grown to maturity, and subjected to molecular marker analysis. A selective genotyping approach detected between 6 and 9 QTL affecting germination rate under each of the four conditions, with a total of 14 QTL identified. Ten QTL affected germination rate under 2 or 3 conditions, which were considered germination-related common QTL. Four QTL affected germination rate only in one treatment, which were considered germination-related, condition-specific QTL . The results indicated that mostly the same QTL affected seed germination under different stress and nonstress conditions, supporting a previous suggestion that similar physiological mechanisms contribute to rapid seed germination under different conditions. Marker-assisted selection for the common QTL may result in progeny with rapid seed germinability under different conditions.

  7. Multi-QTL mapping for quantitative traits using epistatic distorted markers.

    Directory of Open Access Journals (Sweden)

    Shang-Qian Xie

    Full Text Available The interaction between segregation distortion loci (SDL has been often observed in all kinds of mapping populations. However, little has been known about the effect of epistatic SDL on quantitative trait locus (QTL mapping. Here we proposed a multi-QTL mapping approach using epistatic distorted markers. Using the corrected linkage groups, epistatic SDL was identified. Then, these SDL parameters were used to correct the conditional probabilities of QTL genotypes, and these corrections were further incorporated into the new QTL mapping approach. Finally, a set of simulated datasets and a real data in 304 mouse F2 individuals were used to validate the new method. As compared with the old method, the new one corrects genetic distance between distorted markers, and considers epistasis between two linked SDL. As a result, the power in the detection of QTL is higher for the new method than for the old one, and significant differences for estimates of QTL parameters between the two methods were observed, except for QTL position. Among two QTL for mouse weight, one significant difference for QTL additive effect between the above two methods was observed, because epistatic SDL between markers C66 and T93 exists (P = 2.94e-4.

  8. QTL Mapping of Kernel Number-Related Traits and Validation of One Major QTL for Ear Length in Maize.

    Science.gov (United States)

    Huo, Dongao; Ning, Qiang; Shen, Xiaomeng; Liu, Lei; Zhang, Zuxin

    2016-01-01

    The kernel number is a grain yield component and an important maize breeding goal. Ear length, kernel number per row and ear row number are highly correlated with the kernel number per ear, which eventually determines the ear weight and grain yield. In this study, two sets of F2:3 families developed from two bi-parental crosses sharing one inbred line were used to identify quantitative trait loci (QTL) for four kernel number-related traits: ear length, kernel number per row, ear row number and ear weight. A total of 39 QTLs for the four traits were identified in the two populations. The phenotypic variance explained by a single QTL ranged from 0.4% to 29.5%. Additionally, 14 overlapping QTLs formed 5 QTL clusters on chromosomes 1, 4, 5, 7, and 10. Intriguingly, six QTLs for ear length and kernel number per row overlapped in a region on chromosome 1. This region was designated qEL1.10 and was validated as being simultaneously responsible for ear length, kernel number per row and ear weight in a near isogenic line-derived population, suggesting that qEL1.10 was a pleiotropic QTL with large effects. Furthermore, the performance of hybrids generated by crossing 6 elite inbred lines with two near isogenic lines at qEL1.10 showed the breeding value of qEL1.10 for the improvement of the kernel number and grain yield of maize hybrids. This study provides a basis for further fine mapping, molecular marker-aided breeding and functional studies of kernel number-related traits in maize.

  9. Joint QTL linkage mapping for multiple-cross mating design sharing one common parent.

    Directory of Open Access Journals (Sweden)

    Huihui Li

    Full Text Available BACKGROUND: Nested association mapping (NAM is a novel genetic mating design that combines the advantages of linkage analysis and association mapping. This design provides opportunities to study the inheritance of complex traits, but also requires more advanced statistical methods. In this paper, we present the detailed algorithm of a QTL linkage mapping method suitable for genetic populations derived from NAM designs. This method is called joint inclusive composite interval mapping (JICIM. Simulations were designed on the detected QTL in a maize NAM population and an Arabidopsis NAM population so as to evaluate the efficiency of the NAM design and the JICIM method. PRINCIPAL FINDINGS: Fifty-two QTL were identified in the maize population, explaining 89% of the phenotypic variance of days to silking, and nine QTL were identified in the Arabidopsis population, explaining 83% of the phenotypic variance of flowering time. Simulations indicated that the detection power of these identified QTL was consistently high, especially for large-effect QTL. For rare QTL having significant effects in only one family, the power of correct detection within the 5 cM support interval was around 80% for 1-day effect QTL in the maize population, and for 3-day effect QTL in the Arabidopsis population. For smaller-effect QTL, the power diminished, e.g., it was around 50% for maize QTL with an effect of 0.5 day. When QTL were linked at a distance of 5 cM, the likelihood of mapping them as two distinct QTL was about 70% in the maize population. When the linkage distance was 1 cM, they were more likely mapped as one single QTL at an intermediary position. CONCLUSIONS: Because it takes advantage of the large genetic variation among parental lines and the large population size, NAM is a powerful multiple-cross design for complex trait dissection. JICIM is an efficient and specialty method for the joint QTL linkage mapping of genetic populations derived from the NAM design.

  10. Conditional QTL mapping of protein content in wheat with respect to grain yield and its components

    Indian Academy of Sciences (India)

    Lin Wang; Fa Cui; Jinping Wang; Li Jun; Anming Ding; Chunhua Zhao; Xingfeng Li; Deshun Feng; Jurong Gao; Honggang Wang

    2012-12-01

    Grain protein content in wheat (Triticum aestivum L.) is generally considered a highly heritable character that is negatively correlated with grain yield and yield-related traits. Quantitative trait loci (QTL) for protein content was mapped using data on protein content and protein content conditioned on the putatively interrelated traits to evaluate possible genetic interrelationships between protein content and yield, as well as yield-related traits. Phenotypic data were evaluated in a recombinant inbred line population with 302 lines derived from a cross between the Chinese cultivar Weimai 8 and Luohan 2. Inclusive composite interval mapping using IciMapping 3.0 was employed for mapping unconditional and conditional QTL with additives. A strong genetic relationship was found between protein content and grain yield, and yield-related traits. Unconditional QTL mapping analysis detected seven additive QTL for protein content, with additive effects ranging in absolute size from 0.1898% to 0.3407% protein content, jointly accounting for 43.45% of the trait variance. Conditional QTL mapping analysis indicated two QTL independent from yield, which can be used in marker-assisted selection for increasing yield without affecting grain protein content. Three additional QTL with minor effects were identified in the conditional mapping. Of the three QTLs, two were identified when protein content was conditioned on yield, which had pleiotropic effects on those two traits. Conditional QTL mapping can be used to dissect the genetic interrelationship between two traits at the individual QTL level for closely correlated traits. Further, conditional QTL mapping can reveal additional QTL with minor effects that are undetectable in unconditional mapping.

  11. Across Breed QTL Detection and Genomic Prediction in French and Danish Dairy Cattle Breeds

    DEFF Research Database (Denmark)

    van den Berg, Irene; Guldbrandtsen, Bernt; Hozé, C

    Our objective was to investigate the potential benefits of using sequence data to improve across breed genomic prediction, using data from five French and Danish dairy cattle breeds. First, QTL for protein yield were detected using high density genotypes. Part of the QTL detected within breed was...

  12. Dynamic QTL and epistasis analysis on seedling root traits in upland cotton.

    Science.gov (United States)

    Liang, Qingzhi; Li, Pengbo; Hu, Cheng; Hua, Hua; Li, Zhaohu; Rong, Yihua; Wang, Kunbo; Hua, Jinping

    2014-04-01

    Roots are involved in acquisition of water and nutrients, as well as in providing structural support to plant. The root system provides a dynamic model for developmental analysis. Here, we investigated quantitative trait loci (QTL), dynamic conditional QTL and epistatic interactions for seedling root traits using an upland cotton F2 population and a constructed genetic map. Totally, 37 QTLs for root traits, 35 dynamic conditional QTLs based on the net increased amount of root traits (root tips, forks, length, surface area and volume) (i) after transplanting 10 days compared to 5 days, and (ii) after transplanting 15 days to 10 days were detected. Obvious dynamic characteristic of QTL and dynamic conditional QTL existed at different developmental stages of root because QTL and dynamic conditional QTL had not been detected simultaneously. We further confirmed that additive and dominance effects of QTL qRSA-chr1-1 in interval time 5 to 10 DAT (days after transplant) offset the effects in 10 to 15 DAT. Lots of two-locus interactions for root traits were identified unconditionally or dynamically, and a few epistatic interactions were only detected simultaneously in interval time of 5-10 DAT and 10-15 DAT, suggesting different interactive genetic mechanisms on root development at different stages. Dynamic conditional QTL and epistasis effects provide new attempts to understand the dynamics of roots and provide clues for root architecture selection in upland cotton.

  13. Concordance analysis for QTL detection in dairy cattle: a case study of leg morphology

    DEFF Research Database (Denmark)

    van den Berg, Irene; Rodrigue; Fritz, Sebastien

    2014-01-01

    The present availability of sequence data gives new opportunities to narrow down from QTL (quantitative trait locus) regions to causative mutations. Our objective was to decrease the number of candidate causative mutations in a QTL region. For this, a concordance analysis was applied for a leg co...

  14. Across Breed QTL Detection and Genomic Prediction in French and Danish Dairy Cattle Breeds

    DEFF Research Database (Denmark)

    van den Berg, Irene; Guldbrandtsen, Bernt; Hozé, C

    Our objective was to investigate the potential benefits of using sequence data to improve across breed genomic prediction, using data from five French and Danish dairy cattle breeds. First, QTL for protein yield were detected using high density genotypes. Part of the QTL detected within breed was...

  15. QTL alleles on chromosome 7 from fatty Meishan pigs reduce fat deposition

    Institute of Scientific and Technical Information of China (English)

    YUE; Genhua; (岳根华); Petra; Beeckmann; Gerhard; Moser; Elisabeth; Müller; Hans; Bartenschlager; Stanislav; Cepica; Jaroslav; Schroffel; Antonin; Stratil; Hermann; Geldermann

    2003-01-01

    For detecting QTL in the whole swine genome, 1068 pigs from three F2 populations constructed by crossing European Wild boar and Pietrain (WxP), Meishan and Pietrain (M×P),and Wild Boar and Meishan (W×M) were genotyped for genetic markers evenly spaced at approximately 20 cM intervals. A QTL analysis was performed using a least-squares method. Here the results of the QTL analysis on the porcine chromosome 7 are presented. QTL for carcass composition (e.g. head weight, carcass length, backfat depth, abdominal fat and bacon meat) were mapped in the chromosomal region CYPA/CYPD-TNFB-S0102 in M×P and W×M, but not in W×P.The QTL explained 5.3%-27.2% of the F2 phenotypic variance in the two F2 populations. Most traits affected by the mapped QTL were related to carcass fatness. The mode of gene action of QTL was additive. Surprisingly, in contrast to the parental phenotype, the QTL alleles from fatty Meishan were associated with thinner backfat than Pietrain and Wild Boar alleles, suggesting that the genome of the fatty Meishan pig contains genes which can reduce fat content of carcass substantially.

  16. Bayesian Variable Selection to identify QTL affecting a simulated quantitative trait

    NARCIS (Netherlands)

    Schurink, A.; Janss, L.L.G.; Heuven, H.C.M.

    2012-01-01

    Abstract Background: Recent developments in genetic technology and methodology enable accurate detection of QTL and estimation of breeding values, even in individuals without phenotypes. The QTL-MAS workshop offers the opportunity to test different methods to perform a genome-wide association study

  17. Detection and modelling of time-dependent QTL in animal populations

    DEFF Research Database (Denmark)

    Lund, Mogens S; Sørensen, Peter; Madsen, Per

    2008-01-01

    A longitudinal approach is proposed to map QTL affecting function-valued traits and to estimate their effect over time. The method is based on fitting mixed random regression models. The QTL allelic effects are modelled with random coefficient parametric curves and using a gametic relationship...

  18. QTL analyses on genotype-specific component traits in a crop simulation model for capsicum annuum L.

    NARCIS (Netherlands)

    Wubs, A.M.; Heuvelink, E.; Dieleman, J.A.; Magan, J.J.; Palloix, A.; Eeuwijk, van F.A.

    2012-01-01

    Abstract: QTL for a complex trait like yield tend to be unstable across environments and show QTL by environment interaction. Direct improvement of complex traits by selecting on QTL is therefore difficult. For improvement of complex traits, crop growth models can be useful, as such models can disse

  19. QTL mapping for yield components and agronomic traits in a Brazilian soybean population

    Directory of Open Access Journals (Sweden)

    Josiane Isabela da Silva Rodrigues

    2016-11-01

    Full Text Available The objective of this work was to map QTL for agronomic traits in a Brazilian soybean population. For this, 207 F2:3 progenies from the cross CS3035PTA276-1-5-2x UFVS2012 were genotyped and cultivated in Viçosa-MG, using randomized block design with three replications. QTL detection was carried out by linear regression and composite interval mapping. Thirty molecular markers linked to QTL were detected by linear regression for the total of nine agronomic traits. QTL for SWP (seed weight per plant, W100S (weight of 100 seeds, NPP (number of pods per plant, and NSP (number of seeds per plant were detected by composite interval mapping. Four QTL with additive effect are promising for marker-assisted selection (MAS. Particularly, the markers Satt155 and Satt300 could be useful in simultaneous selection for greater SWP, NPP, and NSP.

  20. Expression QTL modules as functional components underlying higher-order phenotypes.

    Directory of Open Access Journals (Sweden)

    Lei Bao

    Full Text Available Systems genetics studies often involve the mapping of numerous regulatory relations between genetic loci and expression traits. These regulatory relations form a bipartite network consisting of genetic loci and expression phenotypes. Modular network organizations may arise from the pleiotropic and polygenic regulation of gene expression. Here we analyzed the expression QTL (eQTL networks derived from expression genetic data of yeast and mouse liver and found 65 and 98 modules respectively. Computer simulation result showed that such modules rarely occurred in randomized networks with the same number of nodes and edges and same degree distribution. We also found significant within-module functional coherence. The analysis of genetic overlaps and the evidences from biomedical literature have linked some eQTL modules to physiological phenotypes. Functional coherence within the eQTL modules and genetic overlaps between the modules and physiological phenotypes suggests that eQTL modules may act as functional units underlying the higher-order phenotypes.

  1. QTL Mapping for Quality Traits of Chinese Dry Noodle

    Institute of Scientific and Technical Information of China (English)

    ZHAO Jing-lan; CHEN Min-sheng; MA Yan-ming; LI Rui-jun; REN Yong-pan; SUN Qing-quan; LI Si-shen

    2009-01-01

    The QTLs for quality traits of Chinese dry noodle(CDN)were mapped based on a population of recombinant inbred lines(RILs)derived from the cross between two Chinese winter wheat varieties,Chuan 35050 and Shannong 483.Sensory quality traits of CDN were tested according to the standard of Ministry of Commerce of P.R.China(SB/T10137-93),and the textural property traits were detected using a texture analyser(TA.XTplus).We have obtained 8 putative QTLs for 6 sensory quality traits and 2 QTLs for textural property of CDN with a single QTL explainning 4.07-75.67% of phenotypic variations on chromosomes 1A,1D,3D,4A,and 6D.A duster of 3 QTLs for palate,elasticity and smoothness of CDN was found near the Glu-D1 locus on chromosome 1D with high contributions.The increasing effect come from Chuan 35050,and the relationship between the QTLs were positive.On chromosome 4A,co-location QTLs for stickiness and total score were detected in the region of Xwmc420-Xswes620-Xswes615.Their contributions were high and the increasing effects come from Shannong 483.A taste QTL QStas.sdau-4A.1 was obtained in Xsrap18-Xswes624c-Xissr25b-Xissr23b on chromosome 4A with the highest contribution of 75.67%.This QTL was a major gene and the increasing effects come from Shannong 483.

  2. Functional screening of an asthma QTL in YAC transgenic mice

    Energy Technology Data Exchange (ETDEWEB)

    Symula, Derek J.; Frazer, Kelly A.; Ueda, Yukihiko; Denefle, Patrice; Stevens, Mary E.; Wang, Zhi-En; Locksley, Richard; Rubin, Edward M.

    1999-07-02

    While large numbers of quantitative trait loci (QTLs) contributing to genetically complex conditions have been discovered, few causative genes have been identified. This is mainly due to the large size of QTLs and the subtle connection between genotype and quantitative phenotype associated with these conditions. While large numbers of quantitative trait loci (QTLs) contributing to genetically complex conditions have been discovered, few causative genes have been identified. This is mainly due to the large size of QTLs and the subtle connection between genotype and quantitative phenotype associated with these conditions. To screen for genes contributing to an asthma QTL mapped to human chromosome 5q33, the authors characterized a panel of large-insert 5q31 transgenics based on studies demonstrating that altering gene dosage frequently affects quantitative phenotypes normally influenced by that gene. This panel of human YAC transgenics, propagating a one megabase interva2048 chromosome 5q31 containing 23 genes, was screened for quantitative changes in several asthma-associated phenotypes. Multiple independent transgenic lines with altered IgE response to antigen treatment shared a 180 kb region containing 5 genes, including human interleukin 4 (IL4) and interleukin 13 (IL13), which induce IgE class switching in B cells5. Further analysis of these mice and mice transgenic for only murine Il4 and Il13 demonstrated that moderate changes in murine Il4 and Il13 expression affect asthma-associated phenotypes in vivo. This functional screen of large-insert transgenics enabled them to sift through multiple genes in the 5q3 asthma QTL without prior consideration of assumed individual gene function and identify genes that influence the QTL phenotype in vivo.

  3. Mapping eQTL networks with mixed graphical models

    OpenAIRE

    Tur Mongé, Inma 1985-

    2014-01-01

    La cartogra a gen etica dels trets quantitatius d'expressi o (eQTL) esdev e un gran repte degut a la naturalesa multivariant d'alta dimensionalitat dels trets continus d'expressi o g enica i els genotips discrets dels experiments de gen omica gen etica. A m es de l'heterogene tat de l'expressi o produ da pels factors de confusi o i altres fonts de variabilitat no desitjada, els efectes indirectes s'estenen per tots els gens com a resultat de perturbacions gen etiques, molecul...

  4. QTL mapping of powdery mildew resistance in WI 2757 cucumber (Cucumis sativus L.).

    Science.gov (United States)

    He, Xiaoming; Li, Yuhong; Pandey, Sudhakar; Yandell, Brain S; Pathak, Mamta; Weng, Yiqun

    2013-08-01

    Powdery mildew (PM) is a very important disease of cucumber (Cucumis sativus L.). Resistant cultivars have been deployed in production for a long time, but the genetic mechanisms of PM resistance in cucumber are not well understood. A 3-year QTL mapping study of PM resistance was conducted with 132 F2:3 families derived from two cucumber inbred lines WI 2757 (resistant) and True Lemon (susceptible). A genetic map covering 610.4 cM in seven linkage groups was developed with 240 SSR marker loci. Multiple QTL mapping analysis of molecular marker data and disease index of the hypocotyl, cotyledon and true leaf for responses to PM inoculation identified six genomic regions in four chromosomes harboring QTL for PM resistance in WI 2757. Among the six QTL, pm1.1 and pm1.2 in chromosome 1 conferred leaf resistance. Minor QTL pm3.1 (chromosome 3) and pm4.1 (chromosome 4) contributed to disease susceptibility. The two major QTL, pm5.1 and pm5.2 were located in an interval of ~40 cM in chromosome 5 with each explaining 21.0-74.5 % phenotypic variations. Data presented herein support two recessively inherited, linked major QTL in chromosome 5 plus minor QTL in other chromosomes that control the PM resistance in WI 2757. The QTL pm5.2 for hypocotyl resistance plays the most important role in host resistance. Multiple observations in the same year revealed the importance of scoring time in the detection of PM resistance QTL. Results of this study provided new insights into phenotypic and genetic mechanisms of powdery mildew resistance in cucumber.

  5. QTL Characterization of Fusarium Head Blight Resistance in CIMMYT Bread Wheat Line Soru#1.

    Directory of Open Access Journals (Sweden)

    Xinyao He

    Full Text Available Fusarium head blight (FHB resistant line Soru#1 was hybridized with the German cultivar Naxos to generate 131 recombinant inbred lines for QTL mapping. The population was phenotyped for FHB and associated traits in spray inoculated experiments in El Batán (Mexico, spawn inoculated experiments in Ås (Norway and point inoculated experiments in Nanjing (China, with two field trials at each location. Genotyping was performed with the Illumina iSelect 90K SNP wheat chip, along with a few SSR and STS markers. A major QTL for FHB after spray and spawn inoculation was detected on 2DLc, explaining 15-22% of the phenotypic variation in different experiments. This QTL remained significant after correction for days to heading (DH and plant height (PH, while another QTL for FHB detected at the Vrn-A1 locus on 5AL almost disappeared after correction for DH and PH. Minor QTL were detected on chromosomes 2AS, 2DL, 4AL, 4DS and 5DL. In point inoculated experiments, QTL on 2DS, 3AS, 4AL and 5AL were identified in single environments. The mechanism of resistance of Soru#1 to FHB was mainly of Type I for resistance to initial infection, conditioned by the major QTL on 2DLc and minor ones that often coincided with QTL for DH, PH and anther extrusion (AE. This indicates that phenological and morphological traits and flowering biology play important roles in resistance/escape of FHB. SNPs tightly linked to resistance QTL, particularly 2DLc, could be utilized in breeding programs to facilitate the transfer and selection of those QTL.

  6. Detection of nitrogen deficiency QTL in juvenile wild barley introgression lines growing in a hydroponic system.

    Science.gov (United States)

    Hoffmann, Astrid; Maurer, Andreas; Pillen, Klaus

    2012-10-20

    In this report we studied the genetic regulation of juvenile development of wild barley introgression lines (S42ILs) under two contrasting hydroponic nitrogen (N) supplies. Ten shoot and root related traits were examined among 42 S42ILs and the recurrent parent 'Scarlett'. The traits included tiller number, leaf number, plant height, leaf and root length, leaf to root length ratio, shoots and root dry weight, shoot to root weight ratio, and chlorophyll content. Our aims were (1) to test the suitability of a hydroponic system for early detection of favourable S42ILs, (2) to locate quantitative trait loci (QTL) that control the examined traits, (3) to identify favourable wild barley alleles that improve trait performances in regard to N treatment and, finally, (4) to validate the identified QTL through comparison with previously reported QTL originating from the same parental cross. The phenotypic data were analysed in a mixed model association study to detect QTL. The post-hoc Dunnett test identified 28 S42ILs that revealed significant (P hydroponic N study corresponded to QTL that were also detected in field trials with adult plants of a similar S42IL set or of the original S42 population. For instance, S42IL-135, -136 and -137, revealed increasing Hsp effects for tiller number, leaf number, leaf length, plant height and leaf to root ratio on the long arm of chromosome 7H. These QTL correspond to QTL for ears per plant and plant height that were previously detected in field trials conducted with the same S42ILs or with the S42 population. Our results suggest that the QTL we identified under hydroponic N cultivation partly correspond to QTL detected in field experiments. Due to this finding, screening of plants in early developmental stages grown in a hydroponic system may be a fast and cost effective method for early QTL detection and marker-assisted allelic selection, potentially speeding up elite barley breeding programs.

  7. Fusarium head blight resistance QTL in the spring wheat cross Kenyon/86ISMN 2137

    Directory of Open Access Journals (Sweden)

    Curt A McCartney

    2016-10-01

    Full Text Available Fusarium head blight (FHB, caused by Fusarium graminearum, is a very important disease of wheat globally. Damage caused by F. graminearum includes reduced grain yield, reduced grain functional quality, and results in the presence of the trichothecene mycotoxin deoxynivalenol in Fusarium-damaged kernels. The development of FHB resistant wheat cultivars is an important component of integrated management. The objective of this study was to identify QTL for FHB resistance in a recombinant inbred line (RIL population of the spring wheat cross Kenyon/86ISMN 2137. Kenyon is a Canadian spring wheat, while 86ISMN 2137 is an unrelated spring wheat. The RIL population was evaluated for FHB resistance in six FHB nurseries. Nine additive effect QTL for FHB resistance were identified, six from Kenyon and three from 86ISMN 2137. Rht8 and Ppd-D1a co-located with two FHB resistance QTL on chromosome arm 2DS. A major QTL for FHB resistance from Kenyon (QFhb.crc-7D was identified on chromosome 7D. The QTL QFhb.crc-2D.4 from Kenyon mapped to the same region as a FHB resistance QTL from Wuhan-1 on chromosome arm 2DL. This result was unexpected since Kenyon does not share common ancestry with Wuhan-1. Other FHB resistance QTL on chromosomes 4A, 4D, and 5B also mapped to known locations of FHB resistance. Four digenic epistatic interactions were detected for FHB resistance, which involved eight QTL. None of these QTL were significant based upon additive effect QTL analysis. This study provides insight into the genetic basis of native FHB resistance in Canadian spring wheat.

  8. Meta-QTL for resistance to white mold in common bean

    Science.gov (United States)

    Vasconcellos, Renato C. C.; Oraguzie, O. Blessing; Soler, Alvaro; Arkwazee, Haidar; Myers, James R.; Ferreira, Juan J.; Song, Qijian; McClean, Phil; Miklas, Phillip N.

    2017-01-01

    White mold, caused by the fungus Sclerotinia sclerotiorum (Lib.) de Bary, is a major disease that limits common bean production and quality worldwide. The host-pathogen interaction is complex, with partial resistance in the host inherited as a quantitative trait with low to moderate heritability. Our objective was to identify meta-QTL conditioning partial resistance to white mold from individual QTL identified across multiple populations and environments. The physical positions for 37 individual QTL were identified across 14 recombinant inbred bi-parental populations (six new, three re-genotyped, and five from the literature). A meta-QTL analysis of the 37 QTL was conducted using the genetic linkage map of Stampede x Red Hawk population as the reference. The 37 QTL condensed into 17 named loci (12 previously named and five new) of which nine were defined as meta-QTL WM1.1, WM2.2, WM3.1, WM5.4, WM6.2, WM7.1, WM7.4, WM7.5, and WM8.3. The nine meta-QTL had confidence intervals ranging from 0.65 to 9.41 Mb. Candidate genes shown to express under S. sclerotiorum infection in other studies, including cell wall receptor kinase, COI1, ethylene responsive transcription factor, peroxidase, and MYB transcription factor, were found within the confidence interval for five of the meta-QTL. The nine meta-QTL are recommended as potential targets for MAS for partial resistance to white mold in common bean. PMID:28199342

  9. Mapping quantitative trait loci (QTL in sheep. II. Meta-assembly and identification of novel QTL for milk production traits in sheep

    Directory of Open Access Journals (Sweden)

    Lam Mary K

    2009-10-01

    Full Text Available Abstract An (Awassi × Merino × Merino backcross family of 172 ewes was used to map quantitative trait loci (QTL for different milk production traits on a framework map of 200 loci across all autosomes. From five previously proposed mathematical models describing lactation curves, the Wood model was considered the most appropriate due to its simplicity and its ability to determine ovine lactation curve characteristics. Derived milk traits for milk, fat, protein and lactose yield, as well as percentage composition and somatic cell score were used for single and two-QTL approaches using maximum likelihood estimation and regression analysis. A total of 15 significant (P P http://crcidp.vetsci.usyd.edu.au/cgi-bin/gbrowse/oaries_genome/. Many of the QTL for milk production traits have been reported on chromosomes 1, 3, 6, 16 and 20. Those on chromosomes 3 and 20 are in strong agreement with the results reported here. In addition, novel QTL were found on chromosomes 7, 8, 9, 14, 22 and 24. In a cross-species comparison, we extended the meta-assembly by comparing QTL regions of sheep and cattle, which provided strong evidence for synteny conservation of QTL regions for milk, fat, protein and somatic cell score data between cattle and sheep.

  10. Evolution of the polymorphism at molecular markers in QTL and non-QTL regions in selected chicken lines (Open Access publication

    Directory of Open Access Journals (Sweden)

    Bijma Piter

    2008-11-01

    Full Text Available Abstract We investigated the joint evolution of neutral and selected genomic regions in three chicken lines selected for immune response and in one control line. We compared the evolution of polymorphism of 21 supposedly neutral microsatellite markers versus 30 microsatellite markers located in seven quantitative trait loci (QTL regions. Divergence of lines was observed by factor analysis. Five supposedly neutral markers and 12 markers in theQTL regions showed Fst values greater than 0.15. However, the non-significant difference (P > 0.05 between matrices of genetic distances based on genotypes at supposedly neutral markers on the one hand, and at markers in QTL regions, on the other hand, showed that none of the markers in the QTL regions were influenced by selection. A supposedly neutral marker and a marker located in the QTL region on chromosome 14 showed temporal variations in allele frequencies that could not be explained by drift only. Finally, to confirm thatmarkers located inQTL regions on chromosomes 1, 7 and 14were under the influence of selection, simulations were performed using haplotype dropping along the existing pedigree. In the zone located on chromosome 14, the simulation results confirmed that selection had an effect on the evolution of polymorphism of markers within the zone.

  11. QTL-mapping in mink (Neovison vison) shows evidence for QTL for guard hair thickness, guard hair length and skin length

    DEFF Research Database (Denmark)

    Thirstrup, Janne Pia; Labouriau, Rodrigo; Guldbrandtsen, Bernt

    2011-01-01

    Fur quality in mink (Neovison vison) is a composite trait, consisting of e.g. guard hair length, guard hair thickness and density of wool. A genome wide QTL search was performed to detect QTL for fur quality traits in mink. Here we present the results of QTL analyses for guard hair length, guard...... hair thickness and density of wool. Data from an F2-cross was analysed across fourteen chromosomes using 100 microsatellites as markers with a spacing of approximately 20 cM. The two lines used for the F2-cross were Nordic wild mink and American short nap mink. In total 1,083 animals (21 wild type, 25...... short nap, 103 F1 and 934 F2) were marker typed and recorded for the three presented fur quality traits. For the QTL-analyses a regression analysis implemented in QTL Express software was used. Evidence was found for the existence of QTL for guard hair length, guard hair thickness and density of wool...

  12. QTL map meets population genomics: an application to rice.

    Directory of Open Access Journals (Sweden)

    Jeffrey A Fawcett

    Full Text Available Genes involved in the transition from wild to cultivated crop species should be of great agronomic importance. Population genomic approaches utilizing genome resequencing data have been recently applied for this purpose, although it only reports a large list of candidate genes with no biological information. Here, by resequencing more than 30 genomes altogether of wild rice Oryza rufipogon and cultivated rice O. sativa, we identified a number of regions with clear footprints of selection during the domestication process. We then focused on identifying candidate domestication genes in these regions by utilizing the wealth of QTL information in rice. We were able to identify a number of interesting candidates such as transcription factors that should control key domestication traits such as shattering, awn length, and seed dormancy. Other candidates include those that might have been related to the improvement of grain quality and those that might have been involved in the local adaptation to dry conditions and colder environments. Our study shows that population genomic approaches and QTL mapping information can be used together to identify genes that might be of agronomic importance.

  13. Improvement of Rice Biomass Yield through QTL-Based Selection.

    Directory of Open Access Journals (Sweden)

    Kazuki Matsubara

    Full Text Available Biomass yield of rice (Oryza sativa L. is an important breeding target, yet it is not easy to improve because the trait is complex and phenotyping is laborious. Using progeny derived from a cross between two high-yielding Japanese cultivars, we evaluated whether quantitative trait locus (QTL-based selection can improve biomass yield. As a measure of biomass yield, we used plant weight (aboveground parts only, which included grain weight and stem and leaf weight. We measured these and related traits in recombinant inbred lines. Phenotypic values for these traits showed a continuous distribution with transgressive segregation, suggesting that selection can affect plant weight in the progeny. Four significant QTLs were mapped for plant weight, three for grain weight, and five for stem and leaf weight (at α = 0.05; some of them overlapped. Multiple regression analysis showed that about 43% of the phenotypic variance of plant weight was significantly explained (P < 0.0001 by six of the QTLs. From F2 plants derived from the same parental cross as the recombinant inbred lines, we divergently selected lines that carried alleles with positive or negative additive effects at these QTLs, and performed successive selfing. In the resulting F6 lines and parents, plant weight significantly differed among the genotypes (at α = 0.05. These results demonstrate that QTL-based selection is effective in improving rice biomass yield.

  14. The evolution of gene expression QTL in Saccharomyces cerevisiae.

    Directory of Open Access Journals (Sweden)

    James Ronald

    Full Text Available Understanding the evolutionary forces that influence patterns of gene expression variation will provide insights into the mechanisms of evolutionary change and the molecular basis of phenotypic diversity. To date, studies of gene expression evolution have primarily been made by analyzing how gene expression levels vary within and between species. However, the fundamental unit of heritable variation in transcript abundance is the underlying regulatory allele, and as a result it is necessary to understand gene expression evolution at the level of DNA sequence variation. Here we describe the evolutionary forces shaping patterns of genetic variation for 1206 cis-regulatory QTL identified in a cross between two divergent strains of Saccharomyces cerevisiae. We demonstrate that purifying selection against mildly deleterious alleles is the dominant force governing cis-regulatory evolution in S. cerevisiae and estimate the strength of selection. We also find that essential genes and genes with larger codon bias are subject to slightly stronger cis-regulatory constraint and that positive selection has played a role in the evolution of major trans-acting QTL.

  15. [Dynamic QTL and correlated characters of tomato soluble solid content.].

    Science.gov (United States)

    Jia, Jun-Zhong; Tian, Li-Ping; Xue, Lin; Wei, Yi-Nong

    2010-10-01

    Two hundred and six F2:3 families from the cross between TD22 and HT-1-1-1-1 were used for dynamic QTL research of tomato soluble solid content and correlative traits, and correlation analysis of soluble solid content (SSC) with fruit weight (FW), fruit shape index (FSI), soluble sugar, vitamin C (VC), and organic acid at three different development stages. The results showed that there were differences in QTL loci for soluble solid content during the three stages of tomato fruit development. Four and eight QTLs were detected in green ripe stage and red ripe stage, respectively. These QTLs showed dynamic changes, and two markers LEaat006 and Tomato|TC162363 were detected in two stages, which might be useful in molecular-marker assisted selection (MAS). The result also showed that there was extremely significant difference in SSC at the three different stages, and its main correlative traits were different at different stages. Soluble solid content was positively correlated with soluble sugar, but negatively correlated with FW at green ripe stage; SSC was positively correlated with soluble sugar and organic acid at yellow ripe stage; SSC was positively correlated with soluble sugar and organic acid, but negatively correlated with fruit weight at red ripe stage. Based on correlation analysis of these traits, linear regression model was constructed. Non-tested varieties were used to test the fitness, and the result showed that it is well fitted, and the fitness is above 95%.

  16. Genetic Dissection of a QTL Affecting Bone Geometry.

    Science.gov (United States)

    Sabik, Olivia L; Medrano, Juan F; Farber, Charles R

    2017-03-10

    Parameters of bone geometry such as width, length, and cross-sectional area are major determinants of bone strength. Although these traits are highly heritable, few genes influencing bone geometry have been identified. Here, we dissect a major quantitative trait locus (QTL) influencing femur size. This QTL was originally identified in an F2 cross between the C57BL/6J-hg/hg (HG) and CAST/EiJ strains and was referred to as femur length in high growth mice 2 (Feml2). Feml2 was located on chromosome (Chr.) 9 at ∼20 cM. Here, we show that the HG.CAST-(D9Mit249-D9Mit133)/Ucd congenic strain captures Feml2 In an F2 congenic cross, we fine-mapped the location of Feml2 to an ∼6 Mbp region extending from 57.3 to 63.3 Mbp on Chr. 9. We have identified candidates by mining the complete genome sequence of CAST/EiJ and through allele-specific expression (ASE) analysis of growth plates in C57BL/6J × CAST/EiJ F1 hybrids. Interestingly, we also find that the refined location of Feml2 overlaps a cluster of six independent genome-wide associations for human height. This work provides the foundation for the identification of novel genes affecting bone geometry. Copyright © 2017 Sabik et al.

  17. Analysis of rice blast resistance genes by QTL mapping

    Institute of Scientific and Technical Information of China (English)

    XU Jichen; WANG Jiulin; LING Zhongzhuan; ZHU Lihuang

    2004-01-01

    Resistance to rice blast pathogen mostly shows a quantitative trait controlled by several minor genes. Its complexity and the mutable characteristic of rice blast isolates both hinder the development of the blast resistance research. The article here tried to explore the resistance gene distribution on rice chromosomes and the way of function. Totally 124 QTLs have been identified against 20 isolates using Cartographer software with a ZYQ8/JX17 DH population, which separately are at 100 loci of 72 marker intervals on 12 rice chromosomes. Of them, 16 QTLs were determined by the isolate HB-97-36-1. 82 QTLs (66.13%) are from the resistant parent alleles, ZYQ8, while 42 QTLs (33.87%) are from the susceptible parent alleles, JX17. In comparison of their positions on chromosome, most QTLs are clustered together and distributed nearby the major genes especially the regions on chromosomes 1, 2, 8, 10 and 12. Each QTL could account for the resistance variation between 3.52%-68.64%. And, a positional QTL might display the resistance to several different isolates with different contributions.

  18. Discurso e abordagens quantitativas

    Directory of Open Access Journals (Sweden)

    Giselle Machline de Oliveira e Silva

    2001-02-01

    Full Text Available

    Este artigo revê o comportamento de diversos fenômenos de acordo com o estatuto informacional de seus referentes: a ocorrência de artigosdefinidos, a ordem do sujeito em relação a seu predicado, a topicalização deobjetos diretos, as sentenças clivadas, a ordem de orações de causa e de condição,e os marcadores discursivos. Ele mostra que a informação é uma restriçãopoderosa para a maioria dos fenômenos que tratam da ordem, mas muitomenos relevante para a colocação de artigos definidos e a co-ocorrência comalguns marcadores discursivos.

  19. Using microarrays to identify positional candidate genes for QTL: the case study of ACTH response in pigs

    DEFF Research Database (Denmark)

    Jouffe, Vincent; Rowe, Suzanne; Liaubet, Laurence

    2009-01-01

    of 237 differentially expressed cDNA clones in adrenal tissue from two pig breeds, before and after treatment with adrenocorticotropic hormone (ACTH) Microarray studies can supplement QTL studies by suggesting potential candidate genes in the QTL regions, which by themselves are too large to provide......Background: Microarray studies can supplement QTL studies by suggesting potential candidate. Microarray studies can supplement QTL studies by suggesting potential candidate genes in the QTL regions, which by themselves are too large to provide a limited selection of candidate genes. Here we provide...... a case study where we explore ways to integrate QTL data and microarray data for the pig, which has only a partial genome sequence. We outline various procedures to localize differentially expressed genes on the pig genome and link this with information on published QTL. The starting point is a set...

  20. Mapping Quantitative Trait Loci (QTL in sheep. III. QTL for carcass composition traits derived from CT scans and aligned with a meta-assembly for sheep and cattle carcass QTL

    Directory of Open Access Journals (Sweden)

    Thomson Peter C

    2010-09-01

    Full Text Available Abstract An (Awassi × Merino × Merino single-sire backcross family with 165 male offspring was used to map quantitative trait loci (QTL for body composition traits on a framework map of 189 microsatellite loci across all autosomes. Two cohorts were created from the experimental progeny to represent alternative maturity classes for body composition assessment. Animals were raised under paddock conditions prior to entering the feedlot for a 90-day fattening phase. Body composition traits were derived in vivo at the end of the experiment prior to slaughter at 2 (cohort 1 and 3.5 (cohort 2 years of age, using computed tomography. Image analysis was used to gain accurate predictions for 13 traits describing major fat depots, lean muscle, bone, body proportions and body weight which were used for single- and two-QTL mapping analysis. Using a maximum-likelihood approach, three highly significant (LOD ≥ 3, 15 significant (LOD ≥ 2, and 11 suggestive QTL (1.7 ≤ LOD P P A meta-assembly of ovine QTL for carcass traits from this study and public domain sources was performed and compared with a corresponding bovine meta-assembly. The assembly demonstrated QTL with effects on carcass composition in homologous regions on OAR1, 2, 6 and 21.

  1. Análise quantitativa das descargas epileptiformes generalizadas e da neuroimagem de pacientes com epilepsia generalizada idiopática

    OpenAIRE

    Braga, Aline Marques da Silva [UNESP

    2016-01-01

    Fundamento: Evidências experimentais de modelos animais de crises de ausência sugerem focalidades no início das descargas generalizadas. Estudos clínicos indicam que pacientes com o diagnóstico de epilepsia generalizada idiopática (EGI) exibem anormalidades focais que envolvem o circuito tálamo-cortical no eletroencefalograma (EEG) e na neuroimagem. Objetivos: Investigar a presença de características focais nas descargas generalizadas interictais usando análise quantitativa do EEG (EEGq...

  2. Quantitative trait loci (QTL mapping for growth traits on bovine chromosome 14

    Directory of Open Access Journals (Sweden)

    Marcelo Miyata

    2007-03-01

    Full Text Available Quantitative trait loci (QTL mapping in livestock allows the identification of genes that determine the genetic variation affecting traits of economic interest. We analyzed the birth weight and weight at 60 days QTL segregating on bovine chromosome BTA14 in a F2 resource population using genotypes produced from seven microsatellite markers. Phenotypes were derived from 346 F2 progeny produced from crossing Bos indicus Gyr x Holstein Bos taurus F1 parents. Interval analysis to detect QTL for birth weight revealed the presence of a QTL (p < 0.05 at 1 centimorgan (cM from the centromere with an additive effect of 1.210 ± 0.438 kg. Interval analysis for weight at 60 days revealed the presence of a QTL (p < 0.05 at 0 cM from the centromere with an additive effect of 2.122 ± 0.735 kg. The region to which the QTL were assigned is described in the literature as responsible for some growth traits, milk yield, milk composition, fat deposition and has also been related to reproductive traits such as daughter pregnancy rate and ovulation rate. The effects of the QTL described on other traits were not investigated.

  3. A New Advanced Backcross Tomato Population Enables High Resolution Leaf QTL Mapping and Gene Identification

    Directory of Open Access Journals (Sweden)

    Daniel Fulop

    2016-10-01

    Full Text Available Quantitative Trait Loci (QTL mapping is a powerful technique for dissecting the genetic basis of traits and species differences. Established tomato mapping populations between domesticated tomato (Solanum lycopersicum and its more distant interfertile relatives typically follow a near isogenic line (NIL design, such as the S. pennellii Introgression Line (IL population, with a single wild introgression per line in an otherwise domesticated genetic background. Here, we report on a new advanced backcross QTL mapping resource for tomato, derived from a cross between the M82 tomato cultivar and S. pennellii. This so-called Backcrossed Inbred Line (BIL population is comprised of a mix of BC2 and BC3 lines, with domesticated tomato as the recurrent parent. The BIL population is complementary to the existing S. pennellii IL population, with which it shares parents. Using the BILs, we mapped traits for leaf complexity, leaflet shape, and flowering time. We demonstrate the utility of the BILs for fine-mapping QTL, particularly QTL initially mapped in the ILs, by fine-mapping several QTL to single or few candidate genes. Moreover, we confirm the value of a backcrossed population with multiple introgressions per line, such as the BILs, for epistatic QTL mapping. Our work was further enabled by the development of our own statistical inference and visualization tools, namely a heterogeneous hidden Markov model for genotyping the lines, and by using state-of-the-art sparse regression techniques for QTL mapping.

  4. Main Effect QTL with Dominance Determines Heterosis for Dynamic Plant Height in Upland Cotton.

    Science.gov (United States)

    Shang, Lianguang; Ma, Lingling; Wang, Yumei; Su, Ying; Wang, Xiaocui; Li, Yuhua; Abduweli, Abdugheni; Cai, Shihu; Liu, Fang; Wang, Kunbo; Hua, Jinping

    2016-10-13

    Plant height, which shows dynamic development and heterosis, is a major trait affecting plant architecture and has an indirect influence on economic yield related to biological yield in cotton. In the present study, we carried out dynamic analysis for plant height and its heterosis by quantitative trait loci (QTL) mapping at multiple developmental stages using two recombinant inbred lines (RILs) and their backcross progeny. At the single-locus level, 47 QTL were identified at five developmental stages in two hybrids. In backcross populations, QTL identified at an early stage mainly showed partial effects and QTL detected at a later stage mostly displayed overdominance effects. At the two-locus level, we found that main effect QTL played a more important role than epistatic QTL in the expression of heterosis in backcross populations. Therefore, this study implies that the genetic basis of plant height heterosis shows dynamic character and main effect QTL with dominance determines heterosis for plant height in Upland cotton. Copyright © 2016 Shang et al.

  5. Main Effect QTL with Dominance Determines Heterosis for Dynamic Plant Height in Upland Cotton

    Directory of Open Access Journals (Sweden)

    Lianguang Shang

    2016-10-01

    Full Text Available Plant height, which shows dynamic development and heterosis, is a major trait affecting plant architecture and has an indirect influence on economic yield related to biological yield in cotton. In the present study, we carried out dynamic analysis for plant height and its heterosis by quantitative trait loci (QTL mapping at multiple developmental stages using two recombinant inbred lines (RILs and their backcross progeny. At the single-locus level, 47 QTL were identified at five developmental stages in two hybrids. In backcross populations, QTL identified at an early stage mainly showed partial effects and QTL detected at a later stage mostly displayed overdominance effects. At the two-locus level, we found that main effect QTL played a more important role than epistatic QTL in the expression of heterosis in backcross populations. Therefore, this study implies that the genetic basis of plant height heterosis shows dynamic character and main effect QTL with dominance determines heterosis for plant height in Upland cotton.

  6. Mapping of quantitative trait loci (QTL) for production, resistance and tolerance traits in Salix. Final Report

    Energy Technology Data Exchange (ETDEWEB)

    Roennberg-Waestljung, Ann Christin; Bertholdsson, Nils-Ove; Glynn, Carolyn; Weih, Martin; Aahman, Inger [SLU, Uppsala (Sweden). Dept. of Plant Biology and Forest Genetics

    2004-05-01

    Quantitative trait loci (QTL) for growth traits, water use efficiency and tolerance/resistance against metals and herbivores have been identified. A hybrid F2 population originating from a cross between a Salix dasyclados-clone (SW901290) and a S. viminalis-clone ('Jorunn') was used for the different studies in this project. The growth response was analyzed in a greenhouse experiment with two water treatments, normal and drought. In addition, three field experiments with contrasting soils and climates were established. QTL specific for each treatment or field environment but also QTL stable over the treatments or field environments were detected. Each QTL explained from 8 to 29 % of the phenotypic variation depending on trait, treatment or field environment. Clusters of QTL for different traits were mapped indicating a common genetic base or tightly-linked QTL. Stable QTL identified for dryweight can be useful tools for early selection in Salix. In a separate greenhouse experiment, with a subset of ten genotypes from the F2 population, we show that genotype is more important than irrigation treatment for production of phenolic substances as well as for resistance to herbivory by P vulgatissima.

  7. Relative efficiency of markerassisted selection whenmarker and QTL are incom-pletely linked

    Institute of Scientific and Technical Information of China (English)

    2001-01-01

    The relative superiority in selection response of two basic marker-assisted selection strategies, marker-as- sisted BLUP (MBLUP) and two-stage selection, in comparison to standard BLUP was investigated using stochastic simulation of a closed nucleus herd. In marker-assisted BLUP the marker information and the phenotypic information were utilized simultaneously for selecting parental animals, whereas in two-stage selection they were utilized separately in two stages. Different heritabilities and QTL sizes were considered in the simulation. The QTL was assumed to be referred only via flanking markers, which were incompletely linked to the QTL. It was shown that both MBLUP and two-stage selection increased the QTL response but decreased the polygenic response. When the heritability was low or the QTL effect was large MBLUP was superior to standard BLUP by up to 5% with respect to total genetic response. While the two-stage selection did not show any superiority although it gave extremely large increase in QTL response due to a rapid increase in favorable QTL allele frequency. The relative responses of MAS were stark associated with the generations of selection. The superiority or inferiority of MAS was large in the early generations and became small or vanished in the later generations.

  8. QTL mapping for combining ability in different population-based NCII designs: a simulation study.

    Science.gov (United States)

    Li, Lanzhi; Sun, Congwei; Chen, Yuan; Dai, Zhijun; Qu, Zhen; Zheng, Xingfei; Yu, Sibin; Mou, Tongmin; Xu, Chenwu; Hu, Zhongli

    2013-12-01

    The NCII design (North Carolina mating design II) has been widely applied in studies of combining ability and heterosis. The objective of our research was to estimate how different base populations, sample sizes, testcross numbers and heritability influence QTL analyses of combining ability and heterosis. A series of Monte Carlo simulation experiments with QTL mapping were then conducted for the base population performance, testcross population phenotypic values and the general combining ability (GCA), specific combining ability (SCA) and Hmp (midparental heterosis) datasets. The results indicated that: (i) increasing the number of testers did not necessarily enhance the QTL detection power for GCA, but it was significantly related to the QTL effect. (ii) The QTLs identified in the base population may be different from those from GCA dataset. Similar phenomena can be seen from QTL detected in SCA and Hmp datasets. (iii) The QTL detection power for GCA ranked in the order of DH(RIL) based > F2 based > BC based NCII design, when the heritability was low. The recombinant inbred lines (RILs) (or DHs) allows more recombination and offers higher mapping resolution than other populations. Further, their testcross progeny can be repeatedly generated and phenotyped. Thus, RIL based (or DH based) NCII design was highly recommend for combining ability QTL analysis. Our results expect to facilitate selecting elite parental lines with high combining ability and for geneticists to research the genetic basis of combining ability.

  9. QTL identification for early blight resistance (Alternaria solani) in a Solanum lycopersicum x S. arcanum cross.

    Science.gov (United States)

    Chaerani, R; Smulders, M J M; van der Linden, C G; Vosman, B; Stam, P; Voorrips, R E

    2007-02-01

    Alternaria solani (Ellis and Martin) Sorauer, the causal agent of early blight (EB) disease, infects aerial parts of tomato at both seedling and adult plant stages. Resistant cultivars would facilitate a sustainable EB management. EB resistance is a quantitatively expressed character, a fact that has hampered effective breeding. In order to identify and estimate the effect of genes conditioning resistance to EB, a quantitative trait loci (QTL) mapping study was performed in F2 and F3 populations derived from the cross between the susceptible Solanum lycopersicum (syn. Lycopersicon esculentum) cv. 'Solentos' and the resistant Solanum arcanum (syn. Lycopersicon peruvianum) LA2157 and genotyped with AFLP, microsatellite and SNP markers. Two evaluation criteria of resistance were used: measurements of EB lesion growth on the F2 plants in glasshouse tests and visual ratings of EB severity on foliage of the F3 lines in a field test. A total of six QTL regions were mapped on chromosomes 1, 2, 5-7, and 9 with LOD scores ranging from 3.4 to 17.5. Three EB QTL also confer resistance to stem lesions in the field, which has not been reported before. All QTL displayed significant additive gene action; in some cases a dominance effect was found. Additive x additive epistatic interactions were detected between one pair of QTL. For two QTL, the susceptible parent contributed resistance alleles to both EB and stem lesion resistance. Three of the QTL showed an effect in all tests despite methodological and environmental differences.

  10. Dynamic QTL analysis and candidate gene mapping for waterlogging tolerance at maize seedling stage.

    Directory of Open Access Journals (Sweden)

    Khalid A Osman

    Full Text Available Soil waterlogging is one of the major abiotic stresses adversely affecting maize growth and yield. To identify dynamic expression of genes or quantitative trait loci (QTL, QTL associated with plant height, root length, root dry weight, shoot dry weight and total dry weight were identified via conditional analysis in a mixed linear model and inclusive composite interval mapping method at three respective periods under waterlogging and control conditions. A total of 13, 19 and 23 QTL were detected at stages 3D|0D (the period during 0-3 d of waterlogging, 6D|3D and 9D|6D, respectively. The effects of each QTL were moderate and distributed over nine chromosomes, singly explaining 4.14-18.88% of the phenotypic variation. Six QTL (ph6-1, rl1-2, sdw4-1, sdw7-1, tdw4-1 and tdw7-1 were identified at two consistent stages of seedling development, which could reflect a continuous expression of genes; the remaining QTL were detected at only one stage. Thus, expression of most QTL was influenced by the developmental status. In order to provide additional evidence regarding the role of corresponding genes in waterlogging tolerance, mapping of Expressed Sequence Tags markers and microRNAs were conducted. Seven candidate genes were observed to co-localize with the identified QTL on chromosomes 1, 4, 6, 7 and 9, and may be important candidate genes for waterlogging tolerance. These results are a good starting point for understanding the genetic basis for selectively expressing of QTL in different stress periods and the common genetic control mechanism of the co-localized traits.

  11. Joint QTL analysis of three connected F2-crosses in pigs

    Directory of Open Access Journals (Sweden)

    Bennewitz Jörn

    2010-11-01

    Full Text Available Abstract Background Numerous QTL mapping resource populations are available in livestock species. Usually they are analysed separately, although the same founder breeds are often used. The aim of the present study was to show the strength of analysing F2-crosses jointly in pig breeding when the founder breeds of several F2-crosses are the same. Methods Three porcine F2-crosses were generated from three founder breeds (i.e. Meishan, Pietrain and wild boar. The crosses were analysed jointly, using a flexible genetic model that estimated an additive QTL effect for each founder breed allele and a dominant QTL effect for each combination of alleles derived from different founder breeds. The following traits were analysed: daily gain, back fat and carcass weight. Substantial phenotypic variation was observed within and between crosses. Multiple QTL, multiple QTL alleles and imprinting effects were considered. The results were compared to those obtained when each cross was analysed separately. Results For daily gain, back fat and carcass weight, 13, 15 and 16 QTL were found, respectively. For back fat, daily gain and carcass weight, respectively three, four, and five loci showed significant imprinting effects. The number of QTL mapped was much higher than when each design was analysed individually. Additionally, the test statistic plot along the chromosomes was much sharper leading to smaller QTL confidence intervals. In many cases, three QTL alleles were observed. Conclusions The present study showed the strength of analysing three connected F2-crosses jointly. In this experiment, statistical power was high because of the reduced number of estimated parameters and the large number of individuals. The applied model was flexible and was computationally fast.

  12. Detection of nitrogen deficiency QTL in juvenile wild barley introgression lines growing in a hydroponic system

    Directory of Open Access Journals (Sweden)

    Hoffmann Astrid

    2012-10-01

    Full Text Available Abstract Background In this report we studied the genetic regulation of juvenile development of wild barley introgression lines (S42ILs under two contrasting hydroponic nitrogen (N supplies. Ten shoot and root related traits were examined among 42 S42ILs and the recurrent parent ‘Scarlett’. The traits included tiller number, leaf number, plant height, leaf and root length, leaf to root length ratio, shoots and root dry weight, shoot to root weight ratio, and chlorophyll content. Our aims were (1 to test the suitability of a hydroponic system for early detection of favourable S42ILs, (2 to locate quantitative trait loci (QTL that control the examined traits, (3 to identify favourable wild barley alleles that improve trait performances in regard to N treatment and, finally, (4 to validate the identified QTL through comparison with previously reported QTL originating from the same parental cross. Results The phenotypic data were analysed in a mixed model association study to detect QTL. The post-hoc Dunnett test identified 28 S42ILs that revealed significant (P Hsp effects for tiller number, leaf number, leaf length, plant height and leaf to root ratio on the long arm of chromosome 7H. These QTL correspond to QTL for ears per plant and plant height that were previously detected in field trials conducted with the same S42ILs or with the S42 population. Conclusion Our results suggest that the QTL we identified under hydroponic N cultivation partly correspond to QTL detected in field experiments. Due to this finding, screening of plants in early developmental stages grown in a hydroponic system may be a fast and cost effective method for early QTL detection and marker-assisted allelic selection, potentially speeding up elite barley breeding programs.

  13. Detection and mapping of QTL for earliness components in a bread wheat recombinant inbred lines population.

    Science.gov (United States)

    Hanocq, E; Niarquin, M; Heumez, E; Rousset, M; Le Gouis, J

    2004-12-01

    Earliness, an adaptative trait and factor of variation for agronomic characters, is a major trait in plant breeding. Its constituent traits, photoperiod sensitivity (PS), vernalization requirement (VR) and intrinsic earliness (IE), are largely under independent genetic controls. Mapping of major genes and quantitative trait loci (QTL) controlling these components is in progress. Most of the studies focusing on earliness considered it as a whole or through one (or two) of its components. The purpose of this study was to detect and map QTL for the three traits together through an experimental design combining field trials and controlled growth conditions. QTL were mapped in a population of F(7) recombinant inbred lines derived by single-seed descent from a cross between two French varieties, 'Renan' and 'Recital'. A map was previously constructed, based on 194 lines and 254 markers, covering about 77% of the genome. Globally, 13 QTL with a LOD>2.5 were detected, of which four control PS, five control VR and four control IE. Two major photoperiod sensitive QTL, together explaining more than 31% of the phenotypic variation, were mapped on chromosomes 2B and 2D, at the same position as the two major genes Ppd-B1 and Ppd-D1. One major VR QTL explaining (depending on the year) 21.8-39.6% of the phenotypic variation was mapped on 5A. Among the other QTL, two QTL of PS and VR not referenced so far were detected on 5A and 6D, respectively. A VR QTL already detected on 2B in a connected population was confirmed.

  14. Modelling QTL effect on BTA06 using random regression test day models.

    Science.gov (United States)

    Suchocki, T; Szyda, J; Zhang, Q

    2013-02-01

    In statistical models, a quantitative trait locus (QTL) effect has been incorporated either as a fixed or as a random term, but, up to now, it has been mainly considered as a time-independent variable. However, for traits recorded repeatedly, it is very interesting to investigate the variation of QTL over time. The major goal of this study was to estimate the position and effect of QTL for milk, fat, protein yields and for somatic cell score based on test day records, while testing whether the effects are constant or variable throughout lactation. The analysed data consisted of 23 paternal half-sib families (716 daughters of 23 sires) of Chinese Holstein-Friesian cattle genotyped at 14 microsatellites located in the area of the casein loci on BTA6. A sequence of three models was used: (i) a lactation model, (ii) a random regression model with a QTL constant in time and (iii) a random regression model with a QTL variable in time. The results showed that, for each production trait, at least one significant QTL exists. For milk and protein yields, the QTL effect was variable in time, while for fat yield, each of the three models resulted in a significant QTL effect. When a QTL is incorporated into a model as a constant over time, its effect is averaged over lactation stages and may, thereby, be difficult or even impossible to be detected. Our results showed that, in such a situation, only a longitudinal model is able to identify loci significantly influencing trait variation.

  15. Design database for quantitative trait loci (QTL) data warehouse, data mining, and meta-analysis.

    Science.gov (United States)

    Hu, Zhi-Liang; Reecy, James M; Wu, Xiao-Lin

    2012-01-01

    A database can be used to warehouse quantitative trait loci (QTL) data from multiple sources for comparison, genomic data mining, and meta-analysis. A robust database design involves sound data structure logistics, meaningful data transformations, normalization, and proper user interface designs. This chapter starts with a brief review of relational database basics and concentrates on issues associated with curation of QTL data into a relational database, with emphasis on the principles of data normalization and structure optimization. In addition, some simple examples of QTL data mining and meta-analysis are included. These examples are provided to help readers better understand the potential and importance of sound database design.

  16. QTL mapping of sake brewing characteristics of yeast.

    Science.gov (United States)

    Katou, Taku; Namise, Masahiro; Kitagaki, Hiroshi; Akao, Takeshi; Shimoi, Hitoshi

    2009-04-01

    A haploid sake yeast strain derived from the commercial diploid sake yeast strain Kyokai no. 7 showed better characteristics for sake brewing compared to the haploid laboratory yeast strain X2180-1B, including higher production of ethanol and aromatic components. A hybrid of these two strains showed intermediate characteristics in most cases. After sporulation of the hybrid strain, we obtained 100 haploid segregants of the hybrid. Small-scale sake brewing tests of these segregants showed a smooth continuous distribution of the sake brewing characteristics, suggesting that these traits are determined by multiple quantitative trait loci (QTLs). To examine these sake brewing characteristics at the genomic level, we performed QTL analysis of sake brewing characteristics using 142 DNA markers that showed heterogeneity between the two parental strains. As a result, we identified 25 significant QTLs involved in the specification of sake brewing characteristics such as ethanol fermentation and the production of aromatic components.

  17. Meta-analysis of QTL involved in silage quality of maize and comparison with the position of candidate genes.

    Science.gov (United States)

    Truntzler, M; Barrière, Y; Sawkins, M C; Lespinasse, D; Betran, J; Charcosset, A; Moreau, L

    2010-11-01

    A meta-analysis of quantitative trait loci (QTL) associated with plant digestibility and cell wall composition in maize was carried out using results from 11 different mapping experiments. Statistical methods implemented in "MetaQTL" software were used to build a consensus map, project QTL positions and perform meta-analysis. Fifty-nine QTL for traits associated with digestibility and 150 QTL for traits associated with cell wall composition were included in the analysis. We identified 26 and 42 metaQTL for digestibility and cell wall composition traits, respectively. Fifteen metaQTL with confidence interval (CI) smaller than 10 cM were identified. As expected from trait correlations, 42% of metaQTL for digestibility displayed overlapping CIs with metaQTL for cell wall composition traits. Coincidences were particularly strong on chromosomes 1 and 3. In a second step, 356 genes selected from the MAIZEWALL database as candidates for the cell wall biosynthesis pathway were positioned on our consensus map. Colocalizations between candidate genes and metaQTL positions appeared globally significant based on χ(2) tests. This study contributed in identifying key chromosomal regions involved in silage quality and potentially associated genes for most of these regions. These genes deserve further investigation, in particular through association mapping.

  18. QTL mapping of flowering and fruiting traits in olive.

    Directory of Open Access Journals (Sweden)

    Inès Ben Sadok

    Full Text Available One of the challenge fruit growers are facing is to balance between tree production and vegetative growth from year to year. To investigate the existence of genetic determinism for reproductive behaviour in olive tree, we studied an olive segregating population derived from a cross between 'Olivière' and 'Arbequina' cultivars. Our strategy was based on (i an annual assessment of individual trees yield, and (ii a decomposition of adult growth units at the crown periphery into quantitative variables related to both flowering and fruiting process in relation to their growth and branching. Genetic models, including the year, genotype effects and their interactions, were built with variance function and correlation structure of residuals when necessary. Among the progeny, trees were either 'ON' or 'OFF' for a given year and patterns of regular vs. irregular bearing were revealed. Genotype effect was significant on yield but not for flowering traits at growth unit (GU scale, whereas the interaction between genotype and year was significant for both traits. A strong genetic effect was found for all fruiting traits without interaction with the year. Based on the new constructed genetic map, QTLs with small effects were detected, revealing multigenic control of the studied traits. Many were associated to alleles from 'Arbequina'. Genetic correlations were found between Yield and Fruit set at GU scale suggesting a common genetic control, even though QTL co-localisations were in spe`cific years only. Most QTL were associated to flowering traits in specific years, even though reproductive traits at GU scale did not capture the bearing status of the trees in a given year. Results were also interpreted with respect to ontogenetic changes of growth and branching, and an alternative sampling strategy was proposed for capturing tree fruiting behaviour. Regular bearing progenies were identified and could constitute innovative material for selection programs.

  19. ANÁLISE DESCRITIVA QUANTITATIVA DA AGUARDENTE DE CANA DURANTE O ENVELHECIMENTO EM TONEL DE CARVALHO (Quercus alba L.

    Directory of Open Access Journals (Sweden)

    CARDELLO Helena Maria André Bolini

    1998-01-01

    Full Text Available Apesar da importância econômica e social da aguardente de cana brasileira, são ainda muito escassos os estudos sobre sua qualidade sensorial, porém as crescentes exigências do mercado, tem feito crescer a preocupação com a qualidade dessa bebida. A aguardente de cana é muito apreciada por seu aroma e sabor característicos, que podem ainda melhorar pelo envelhecimento em recipientes de madeira. O complexo processo que ocorre durante o envelhecimento depende além de vários fatores, do tipo de madeira empregada, do tempo de maturação e obviamente da qualidade inicial do destilado. A análise descritiva quantitativa, metodologia muito aplicada na caracterização dos atributos sensoriais de alimentos e bebidas, foi utilizada neste trabalho para estudar o perfil sensorial da aguardente de cana, durante o envelhecimento, em toneis de carvalho. Nesse sentido, foram analisadas amostras de aguardente envelhecidas durante zero, 12, 24, 36 e 48 meses em um tonel de carvalho de 200 litros e duas amostras comerciais, sendo uma delas envelhecida. Dezesseis provadores pré-selecionados através de testes triangulares e análise sequencial, geraram pelo método rede (Kelly's Repertory Grid Method, os termos descritores das aguardentes. Após a etapa de treinamento, foram selecionados 10 provadores com base em seu poder de discriminação, repetibilidade e concordância com a equipe no uso de escalas. As amostras foram então apresentadas e avaliadas pelos provadores, em cabines individuais de forma monádica, com quatro repetições. Os resultados obtidos foram submetidos à análise de variância, teste de médias de Tukey e à Análise de Componentes Principais. Os termos descritores escolhidos em consenso pelos membros da equipe sensorial foram: coloração amarela, aroma alcoólico, aroma de madeira, aroma de baunilha, doçura inicial, doçura residual, sabor alcóolico inicial, sabor alcóolico residual, sabor de madeira inicial, sabor de

  20. QTL analysis for early yield in a pseudo F2 population of cassava

    African Journals Online (AJOL)

    SERVER

    2008-01-18

    Jan 18, 2008 ... reconsideration of breeding strategies for improvement of this complex trait. Key words: ... markers can also facilitate marker- assisted selection. (MAS) in a modest ...... (1996). QTL analysis of pest resistance in the wild tomato.

  1. Genetic mapping of common bunt resistance and plant height QTL in wheat.

    Science.gov (United States)

    Singh, Arti; Knox, Ron E; DePauw, R M; Singh, A K; Cuthbert, R D; Kumar, S; Campbell, H L

    2016-02-01

    Breeding for field resistance to common bunt in wheat will need to account for multiple genes and epistatic and QTL by environment interactions. Loci associated with quantitative resistance to common bunt are co-localized with other beneficial traits including plant height and rust resistance. Common bunt, also known as stinking smut, is caused by seed borne fungi Tilletia tritici (Bjerk.) Wint. [syn. Tilletia caries (DC.) Tul.] and Tilletia laevis Kühn [syn. Tilletia foetida (Wallr.) Liro.]. Common bunt is known to cause grain yield and quality losses in wheat due to bunt ball formation and infestation of the grain. The objectives of this research were to identify and map quantitative trait loci (QTL) for common bunt resistance, to study the epistatic interactions between the identified QTL, and investigate the co-localization of bunt resistance with plant height. A population of 261 doubled haploid lines from the cross Carberry/AC Cadillac and checks were genotyped with polymorphic genome wide microsatellite and DArT(®) markers. The lines were grown in 2011, 2012, and 2013 in separate nurseries for common bunt incidence and height evaluation. AC Cadillac contributed a QTL (QCbt.spa-6D) for common bunt resistance on chromosome 6D at markers XwPt-1695, XwPt-672044, and XwPt-5114. Carberry contributed QTL for bunt resistance on chromosomes 1B (QCbt.spa-1B at XwPt743523) 4B (QCbt.spa-4B at XwPt-744434-Xwmc617), 4D (QCbt.spa-4D at XwPt-9747), 5B (QCbt.spa-5B at XtPt-3719) and 7D (QCbt.spa-7D at Xwmc273). Significant epistatic interactions were identified for percent bunt incidence between QCbt.spa-1B × QCbt.spa-4B and QCbt.spa-1B × QCbt.spa-6D, and QTL by environment interaction between QCbt.spa-1B × QCbt.spa-6D. Plant height QTL were found on chromosomes 4B (QPh.spa-4B) and 6D (QPh.spa-6D) that co-located with bunt resistance QTL. The identification of previously unreported common bunt resistance QTL (on chromosomes 4B, 4D and 7D), and new understanding of QTL

  2. An information-theoretic machine learning approach to expression QTL analysis.

    Directory of Open Access Journals (Sweden)

    Tao Huang

    Full Text Available Expression Quantitative Trait Locus (eQTL analysis is a powerful tool to study the biological mechanisms linking the genotype with gene expression. Such analyses can identify genomic locations where genotypic variants influence the expression of genes, both in close proximity to the variant (cis-eQTL, and on other chromosomes (trans-eQTL. Many traditional eQTL methods are based on a linear regression model. In this study, we propose a novel method by which to identify eQTL associations with information theory and machine learning approaches. Mutual Information (MI is used to describe the association between genetic marker and gene expression. MI can detect both linear and non-linear associations. What's more, it can capture the heterogeneity of the population. Advanced feature selection methods, Maximum Relevance Minimum Redundancy (mRMR and Incremental Feature Selection (IFS, were applied to optimize the selection of the affected genes by the genetic marker. When we applied our method to a study of apoE-deficient mice, it was found that the cis-acting eQTLs are stronger than trans-acting eQTLs but there are more trans-acting eQTLs than cis-acting eQTLs. We compared our results (mRMR.eQTL with R/qtl, and MatrixEQTL (modelLINEAR and modelANOVA. In female mice, 67.9% of mRMR.eQTL results can be confirmed by at least two other methods while only 14.4% of R/qtl result can be confirmed by at least two other methods. In male mice, 74.1% of mRMR.eQTL results can be confirmed by at least two other methods while only 18.2% of R/qtl result can be confirmed by at least two other methods. Our methods provide a new way to identify the association between genetic markers and gene expression. Our software is available from supporting information.

  3. Whole-genome analysis of multienvironment or multitrait QTL in MAGIC.

    Science.gov (United States)

    Verbyla, Arūnas P; Cavanagh, Colin R; Verbyla, Klara L

    2014-09-18

    Multiparent Advanced Generation Inter-Cross (MAGIC) populations are now being utilized to more accurately identify the underlying genetic basis of quantitative traits through quantitative trait loci (QTL) analyses and subsequent gene discovery. The expanded genetic diversity present in such populations and the amplified number of recombination events mean that QTL can be identified at a higher resolution. Most QTL analyses are conducted separately for each trait within a single environment. Separate analysis does not take advantage of the underlying correlation structure found in multienvironment or multitrait data. By using this information in a joint analysis-be it multienvironment or multitrait - it is possible to gain a greater understanding of genotype- or QTL-by-environment interactions or of pleiotropic effects across traits. Furthermore, this can result in improvements in accuracy for a range of traits or in a specific target environment and can influence selection decisions. Data derived from MAGIC populations allow for founder probabilities of all founder alleles to be calculated for each individual within the population. This presents an additional layer of complexity and information that can be utilized to identify QTL. A whole-genome approach is proposed for multienvironment and multitrait QTL analysis in MAGIC. The whole-genome approach simultaneously incorporates all founder probabilities at each marker for all individuals in the analysis, rather than using a genome scan. A dimension reduction technique is implemented, which allows for high-dimensional genetic data. For each QTL identified, sizes of effects for each founder allele, the percentage of genetic variance explained, and a score to reflect the strength of the QTL are found. The approach was demonstrated to perform well in a small simulation study and for two experiments, using a wheat MAGIC population. Copyright © 2014 Verbyla et al.

  4. Mapping Quantitative Trait Loci (QTL) for Resistance to Late Blight in Tomato.

    Science.gov (United States)

    Panthee, Dilip R; Piotrowski, Ann; Ibrahem, Ragy

    2017-07-22

    Late blight caused by Phytophthora infestans (Montagne, Bary) is a devastating disease of tomato worldwide. There are three known major genes, Ph-1, Ph-2, and Ph-3, conferring resistance to late blight. In addition to these three genes, it is also believed that there are additional factors or quantitative trait loci (QTL) conferring resistance to late blight. Precise molecular mapping of all those major genes and potential QTL is important in the development of suitable molecular markers and hence, marker-assisted selection (MAS). The objective of the present study was to map the genes and QTL associated with late blight resistance in a tomato population derived from intra-specific crosses. To achieve this objective, a population, derived from the crossings of NC 1CELBR × Fla. 7775, consisting of 250 individuals at F2 and F2-derived families, were evaluated in replicated trials. These were conducted at Mountain Horticultural Crops Reseach & Extension Center (MHCREC) at Mills River, NC, and Mountain Research Staion (MRS) at Waynesville, NC in 2011, 2014, and 2015. There were two major QTL associated with late blight resistance located on chromosomes 9 and 10 with likelihood of odd (LOD) scores of more than 42 and 6, explaining 67% and 14% of the total phenotypic variation, respectively. The major QTLs are probably caused by the Ph-2 and Ph-3 genes. Furthermore, there was a minor QTL on chromosomes 12, which has not been reported before. This minor QTL may be novel and may be worth investigating further. Source of resistance to Ph-2, Ph-3, and this minor QTL traces back to line L3707, or Richter's Wild Tomato. The combination of major genes and minor QTL may provide a durable resistance to late blight in tomato.

  5. Mapping Quantitative Trait Loci (QTL for Resistance to Late Blight in Tomato

    Directory of Open Access Journals (Sweden)

    Dilip R. Panthee

    2017-07-01

    Full Text Available Late blight caused by Phytophthora infestans (Montagne, Bary is a devastating disease of tomato worldwide. There are three known major genes, Ph-1, Ph-2, and Ph-3, conferring resistance to late blight. In addition to these three genes, it is also believed that there are additional factors or quantitative trait loci (QTL conferring resistance to late blight. Precise molecular mapping of all those major genes and potential QTL is important in the development of suitable molecular markers and hence, marker-assisted selection (MAS. The objective of the present study was to map the genes and QTL associated with late blight resistance in a tomato population derived from intra-specific crosses. To achieve this objective, a population, derived from the crossings of NC 1CELBR × Fla. 7775, consisting of 250 individuals at F2 and F2-derived families, were evaluated in replicated trials. These were conducted at Mountain Horticultural Crops Reseach & Extension Center (MHCREC at Mills River, NC, and Mountain Research Staion (MRS at Waynesville, NC in 2011, 2014, and 2015. There were two major QTL associated with late blight resistance located on chromosomes 9 and 10 with likelihood of odd (LOD scores of more than 42 and 6, explaining 67% and 14% of the total phenotypic variation, respectively. The major QTLs are probably caused by the Ph-2 and Ph-3 genes. Furthermore, there was a minor QTL on chromosomes 12, which has not been reported before. This minor QTL may be novel and may be worth investigating further. Source of resistance to Ph-2, Ph-3, and this minor QTL traces back to line L3707, or Richter’s Wild Tomato. The combination of major genes and minor QTL may provide a durable resistance to late blight in tomato.

  6. QTL Mapping of Low-Temperature Germination Ability in the Maize IBM Syn4 RIL Population

    OpenAIRE

    Shuaidong Hu; Thomas Lübberstedt; Guangwu Zhao; Michael Lee

    2016-01-01

    Low temperature is the primary factor to affect maize sowing in early spring. It is, therefore, vital for maize breeding programs to improve tolerance to low temperatures at seed germination stage. However, little is known about maize QTL involved in low-temperature germination ability. 243 lines of the intermated B73×Mo17 (IBM) Syn4 recombinant inbred line (RIL) population was used for QTL analysis of low-temperature germination ability. There were significant differences in germination-rela...

  7. QTL Mapping for Pest and Disease Resistance in Cassava and Coincidence of Some QTL with Introgression Regions Derived from Manihot glaziovii.

    Science.gov (United States)

    Nzuki, Inosters; Katari, Manpreet S; Bredeson, Jessen V; Masumba, Esther; Kapinga, Fortunus; Salum, Kasele; Mkamilo, Geoffrey S; Shah, Trushar; Lyons, Jessica B; Rokhsar, Daniel S; Rounsley, Steve; Myburg, Alexander A; Ferguson, Morag E

    2017-01-01

    Genetic mapping of quantitative trait loci (QTL) for resistance to cassava brown streak disease (CBSD), cassava mosaic disease (CMD), and cassava green mite (CGM) was performed using an F1 cross developed between the Tanzanian landrace, Kiroba, and a breeding line, AR37-80. The population was evaluated for two consecutive years in two sites in Tanzania. A genetic linkage map was derived from 106 F1 progeny and 1,974 SNP markers and spanned 18 chromosomes covering a distance of 1,698 cM. Fifteen significant QTL were identified; two are associated with CBSD root necrosis only, and were detected on chromosomes V and XII, while seven were associated with CBSD foliar symptoms only and were detected on chromosomes IV, VI, XVII, and XVIII. QTL on chromosomes 11 and 15 were associated with both CBSD foliar and root necrosis symptoms. Two QTL were found to be associated with CMD and were detected on chromosomes XII and XIV, while two were associated with CGM and were identified on chromosomes V and X. There are large Manihot glaziovii introgression regions in Kiroba on chromosomes I, XVII, and XVIII. The introgression segments on chromosomes XVII and XVIII overlap with QTL associated with CBSD foliar symptoms. The introgression region on chromosome I is of a different haplotype to the characteristic "Amani haplotype" found in the landrace Namikonga and others, and unlike some other genotypes, Kiroba does not have a large introgression block on chromosome IV. Kiroba is closely related to a sampled Tanzanian "tree cassava." This supports the observation that some of the QTL associated with CBSD resistance in Kiroba are different to those observed in another variety, Namikonga.

  8. QTL Mapping for Pest and Disease Resistance in Cassava and Coincidence of Some QTL with Introgression Regions Derived from Manihot glaziovii

    Directory of Open Access Journals (Sweden)

    Inosters Nzuki

    2017-07-01

    Full Text Available Genetic mapping of quantitative trait loci (QTL for resistance to cassava brown streak disease (CBSD, cassava mosaic disease (CMD, and cassava green mite (CGM was performed using an F1 cross developed between the Tanzanian landrace, Kiroba, and a breeding line, AR37-80. The population was evaluated for two consecutive years in two sites in Tanzania. A genetic linkage map was derived from 106 F1 progeny and 1,974 SNP markers and spanned 18 chromosomes covering a distance of 1,698 cM. Fifteen significant QTL were identified; two are associated with CBSD root necrosis only, and were detected on chromosomes V and XII, while seven were associated with CBSD foliar symptoms only and were detected on chromosomes IV, VI, XVII, and XVIII. QTL on chromosomes 11 and 15 were associated with both CBSD foliar and root necrosis symptoms. Two QTL were found to be associated with CMD and were detected on chromosomes XII and XIV, while two were associated with CGM and were identified on chromosomes V and X. There are large Manihot glaziovii introgression regions in Kiroba on chromosomes I, XVII, and XVIII. The introgression segments on chromosomes XVII and XVIII overlap with QTL associated with CBSD foliar symptoms. The introgression region on chromosome I is of a different haplotype to the characteristic “Amani haplotype” found in the landrace Namikonga and others, and unlike some other genotypes, Kiroba does not have a large introgression block on chromosome IV. Kiroba is closely related to a sampled Tanzanian “tree cassava.” This supports the observation that some of the QTL associated with CBSD resistance in Kiroba are different to those observed in another variety, Namikonga.

  9. Comparative QTL mapping of resistance to sugarcane mosaic virus in maize based on bioinformatics

    Institute of Scientific and Technical Information of China (English)

    Xiangling L(U); Xinhai LI; Chuanxiao XIE; Zhuanfang HAO; Hailian JI; Liyu SHI; Shihuang ZHANG

    2008-01-01

    The development of genomics and bioinfor-matics offers new tools for comparative gene mapping. In this paper, an integrated QTL map for sugarcane mosaic virus (SCMV) resistance in maize was constructed by compiling a total of 81 QTL loci available, using the Genetic Map IBM2 2005 Neighbors as reference. These 81 QTL loci were scattered on 7 chromosomes of maize, and most of them were clustered on chromosomes 3 and 6. By using the method of meta-analysis, we identified one "consensus QTL" on chromosome 3 covering a genetic distance of 6.44 cM, and two on chromosome 6 covering genetic distances of 16 cM and 27.48 cM, respectively. Four positional candidate resistant genes were identified within the "consensus QTL" on chromosome 3 via the strategy of comparative genomics. These results suggest that application of a combination of meta-analysis within a species with sequence homology comparison in a related model plant is an efficient approach to identify the major QTL and its candidate gene(s) for the target traits. The results of this study provide useful information for iden-tifying and cloning the major gene(s) conferring resistance to SCMV in maize.

  10. Power analysis of QTL detection in half-sib families using selective DNA pooling

    Directory of Open Access Journals (Sweden)

    López Teresa

    2001-05-01

    Full Text Available Abstract Individual loci of economic importance (QTL can be detected by comparing the inheritance of a trait and the inheritance of loci with alleles readily identifiable by laboratory methods (genetic markers. Data on allele segregation at the individual level are costly and alternatives have been proposed that make use of allele frequencies among progeny, rather than individual genotypes. Among the factors that may affect the power of the set up, the most important are those intrinsic to the QTL: the additive effect of the QTL, and its dominance, and distance between markers and QTL. Other factors are relative to the choice of animals and markers, such as the frequency of the QTL and marker alleles among dams and sires. Data collection may affect the detection power through the size of half-sib families, selection rate within families, and the technical error incurred when estimating genetic frequencies. We present results for a sensitivity analysis for QTL detection using pools of DNA from selected half-sibs. Simulations showed that conclusive detection may be achieved with families of at least 500 half-sibs if sires are chosen on the criteria that most of their marker alleles are either both missing, or one is fixed, among dams.

  11. QTL mapping for test weight by using F2:3 population in maize

    Indian Academy of Sciences (India)

    Jun-Qiang Ding; Jin-Liang Ma; Chun-Rong Zhang; Hua-Fang Dong; Zhang-Ying Xi; Zong-Liang Xia; Jian-Yu Wu

    2011-04-01

    Test weight is an important trait in maize breeding. Understanding the genetic mechanism of test weight is important for effective selection of maize test weight improvement. In this study, quantitative trait loci (QTL) for maize test weight were identified. In the years 2007 and 2008, a F2:3 population along with the parents Chang7-2 and Zheng58 were planted in Zhengzhou, People’s Republic of China. Significant genotypic variation for maize test weight was observed in both years. Based on the genetic map containing 180 polymorphic SSR markers with an average linkage distance of 11.0 cM, QTL for maize test weight were analysed by mixed-model composite interval mapping. Five QTL, including four QTL with only additive effects, were identified on chromosomes 1, 2, 3, 4 and 5, and together explained 25.2% of the phenotypic variation. Seven pairs of epistatic interactions were also detected, involving 11 loci distributed on chromosomes 1, 2, 3, 4, 5 and 7, respectively, which totally contributed 18.2% of the phenotypic variation. However, no significant QTL × environment (Q×E) interaction and epistasis × environment interaction effects were detected. The results showed that besides the additive QTL, epistatic interactions also formed an important genetic basis for test weight in maize.

  12. Systematic genetic analysis identifies Cis-eQTL target genes associated with glioblastoma patient survival.

    Directory of Open Access Journals (Sweden)

    Qing-Rong Chen

    Full Text Available Prior expression quantitative trait locus (eQTL studies have demonstrated heritable variation determining differences in gene expression. The majority of eQTL studies were based on cell lines and normal tissues. We performed cis-eQTL analysis using glioblastoma multiforme (GBM data sets obtained from The Cancer Genome Atlas (TCGA to systematically investigate germline variation's contribution to tumor gene expression levels. We identified 985 significant cis-eQTL associations (FDR<0.05 mapped to 978 SNP loci and 159 unique genes. Approximately 57% of these eQTLs have been previously linked to the gene expression in cell lines and normal tissues; 43% of these share cis associations known to be associated with functional annotations. About 25% of these cis-eQTL associations are also common to those identified in Breast Cancer from a recent study. Further investigation of the relationship between gene expression and patient clinical information identified 13 eQTL genes whose expression level significantly correlates with GBM patient survival (p<0.05. Most of these genes are also differentially expressed in tumor samples and organ-specific controls (p<0.05. Our results demonstrated a significant relationship of germline variation with gene expression levels in GBM. The identification of eQTLs-based expression associated survival might be important to the understanding of genetic contribution to GBM cancer prognosis.

  13. Expression QTL mapping in grapevine--revisiting the genetic determinism of grape skin colour.

    Science.gov (United States)

    Huang, Yung-Fen; Bertrand, Yves; Guiraud, Jean-Luc; Vialet, Sandrine; Launay, Amandine; Cheynier, Véronique; Terrier, Nancy; This, Patrice

    2013-06-01

    Expression quantitative locus (eQTL) mapping was proposed as a valuable approach to dissect the genetic basis of transcript variation, one of the prime causes of natural phenotypic variation. Few eQTL studies have been performed on woody species due to the difficulty in sample homogenisation. Based on previous knowledge on berry colour formation, we performed eQTL mapping in field experimentation of grapevine with appropriate sampling criteria. The transcript level of VvUFGT, a key enzyme for anthocyanin synthesis was measured by real-time qRT-PCR in grape berry on a 191-individual pseudo-F1 progeny, derived from a cross between Syrah and Grenache cultivars. Two eQTLs were identified: one, explaining 20%, of genotypic variance and co-locating with VvUFGT itself (cis-eQTL), was principally due to the contrast between Grenache alleles; the other, explaining 35% of genotypic variance, was a trans-eQTL due to Syrah allelic contrast and co-located with VvMYBAs, transcription factors known to activate the expression of VvUFGT. This study assessed and validated the feasibility of eQTL mapping approach in grapevine and offered insights and new hypotheses on grape skin colour formation.

  14. QTL Detection on Chromosome 6 in Landrace×Lantang Pig Resource Population

    Institute of Scientific and Technical Information of China (English)

    LI Jia-qi; ZHANG Hao; LIU Xiao-hong; GAO Ping; WANG Chong; WU Qiu-hao; ZHANG Xi-quan; CHEN Yao-sheng

    2004-01-01

    A resource population constructed by F2 design with Landrace and Chinese indigenous Lantang pigs was used in this study. Seven microsatellite DNA markers on chromosome 6 and USDA2.6 pig genetic linkage map were used for interval QTL mapping, The results revealed that at the position of 38- 41 cM there was a chromosome-wide highly significant QTL affecting carcass backfat A thickness (P<0.01), which was closely linked with MN007 and the ratio of QTL additive variance to F2 phenotypic variance was 5.90%. At the position of 60-70 cM there were two chromosome-wide significant QTLs affecting carcass lean percentage (P<0.01) and skin and fat percentage (P<0.05), which were closely linked with MN003 and the ratio of QTL additive variance to F2 phenotypic variance were 18.44 and 3.75%, respectively. At the same position, there was a single-point QTL also closely linked with MN003 and highly significantly (P<0.01) affecting carcass lean. In addition, there were two chromosome-wide highly significant (P<0.01) QTLs affecting meat color and marbling, which were closely linked with MN13 at the position of 70-75 cM and the ratio of QTL additive variance to F2 phenotypic variance were 14.05 and 1.77%, respectively.

  15. Analysis of morphine responses in mice reveals a QTL on Chromosome 7 [version 1; referees: 2 approved

    Directory of Open Access Journals (Sweden)

    Wim E. Crusio

    2016-09-01

    Full Text Available In this study we identified a quantitative trait locus (QTL on mouse Chromosome 7 associated with locomotor activity and rearing post morphine treatment. This QTL was revealed after correcting for the effects of another QTL peak on Chromosome 10 using composite interval mapping. The positional candidate genes are Syt9 and Ppfibp2. Several other genes within the interval are linked to neural processes, locomotor activity, and the defensive response to harmful stimuli.

  16. Analysis of morphine responses in mice reveals a QTL on Chromosome 7 [version 2; referees: 2 approved

    Directory of Open Access Journals (Sweden)

    Wim E. Crusio

    2016-10-01

    Full Text Available In this study we identified a quantitative trait locus (QTL on mouse Chromosome 7 associated with locomotor activity and rearing post morphine treatment. This QTL was revealed after correcting for the effects of another QTL peak on Chromosome 10 using composite interval mapping. The positional candidate genes are Syt9 and Ppfibp2. Several other genes within the interval are linked to neural processes, locomotor activity, and the defensive response to harmful stimuli.

  17. Fine mapping and replication of QTL in outbred chicken advanced intercross lines

    Directory of Open Access Journals (Sweden)

    Andersson Leif

    2011-01-01

    Full Text Available Abstract Background Linkage mapping is used to identify genomic regions affecting the expression of complex traits. However, when experimental crosses such as F2 populations or backcrosses are used to map regions containing a Quantitative Trait Locus (QTL, the size of the regions identified remains quite large, i.e. 10 or more Mb. Thus, other experimental strategies are needed to refine the QTL locations. Advanced Intercross Lines (AIL are produced by repeated intercrossing of F2 animals and successive generations, which decrease linkage disequilibrium in a controlled manner. Although this approach is seen as promising, both to replicate QTL analyses and fine-map QTL, only a few AIL datasets, all originating from inbred founders, have been reported in the literature. Methods We have produced a nine-generation AIL pedigree (n = 1529 from two outbred chicken lines divergently selected for body weight at eight weeks of age. All animals were weighed at eight weeks of age and genotyped for SNP located in nine genomic regions where significant or suggestive QTL had previously been detected in the F2 population. In parallel, we have developed a novel strategy to analyse the data that uses both genotype and pedigree information of all AIL individuals to replicate the detection of and fine-map QTL affecting juvenile body weight. Results Five of the nine QTL detected with the original F2 population were confirmed and fine-mapped with the AIL, while for the remaining four, only suggestive evidence of their existence was obtained. All original QTL were confirmed as a single locus, except for one, which split into two linked QTL. Conclusions Our results indicate that many of the QTL, which are genome-wide significant or suggestive in the analyses of large intercross populations, are true effects that can be replicated and fine-mapped using AIL. Key factors for success are the use of large populations and powerful statistical tools. Moreover, we believe that

  18. An empirical method for establishing positional confidence intervals tailored for composite interval mapping of QTL.

    Directory of Open Access Journals (Sweden)

    Andrew Crossett

    Full Text Available BACKGROUND: Improved genetic resolution and availability of sequenced genomes have made positional cloning of moderate-effect QTL realistic in several systems, emphasizing the need for precise and accurate derivation of positional confidence intervals (CIs for QTL. Support interval (SI methods based on the shape of the QTL likelihood curve have proven adequate for standard interval mapping, but have not been shown to be appropriate for use with composite interval mapping (CIM, which is one of the most commonly used QTL mapping methods. RESULTS: Based on a non-parametric confidence interval (NPCI method designed for use with the Haley-Knott regression method for mapping QTL, a CIM-specific method (CIM-NPCI was developed to appropriately account for the selection of background markers during analysis of bootstrap-resampled data sets. Coverage probabilities and interval widths resulting from use of the NPCI, SI, and CIM-NPCI methods were compared in a series of simulations analyzed via CIM, wherein four genetic effects were simulated in chromosomal regions with distinct marker densities while heritability was fixed at 0.6 for a population of 200 isolines. CIM-NPCIs consistently capture the simulated QTL across these conditions while slightly narrower SIs and NPCIs fail at unacceptably high rates, especially in genomic regions where marker density is high, which is increasingly common for real studies. The effects of a known CIM bias toward locating QTL peaks at markers were also investigated for each marker density case. Evaluation of sub-simulations that varied according to the positions of simulated effects relative to the nearest markers showed that the CIM-NPCI method overcomes this bias, offering an explanation for the improved coverage probabilities when marker densities are high. CONCLUSIONS: Extensive simulation studies herein demonstrate that the QTL confidence interval methods typically used to positionally evaluate CIM results can be

  19. QTL detection for stover yield and quality traits using two connected populations in high-oil maize.

    Science.gov (United States)

    Wei, Mengguan; Li, Xuehui; Li, Junzhou; Fu, Jiafeng; Wang, Yanzhao; Li, Yuling

    2009-10-01

    Both yield and quality traits for stover portion were important for forage and biofuel production utility in maize. A high-oil maize inbred GY220 was crossed with two normal-oil dent maize inbred lines 8984 and 8622 to generate two connected F(2:3) populations with 284 and 265 F(2:3) families. Seven yield and quality traits were evaluated under two environments. The variance components of genotype (sigma(g)(2)), environment (sigma(e)(2)) and genotype x environment interactions (sigma(ge)(2)) were all significant for most traits in both populations. Different levels of correlations were observed for all traits. QTL mapping was conducted using composite interval mapping (CIM) for data under each environment and in combined analysis in both populations. Totally, 45 and 42 QTL were detected in the two populations. Only five common QTL across the two populations, and one and three common QTL across the two environments in the two populations were detected, reflecting substantial influence of genetic backgrounds and environments on the results of QTL detection for stover traits. Combined analysis across two environments failed to detect most QTL mapped using individual environmental data in both populations. Few of the detected QTL displayed digenic epistatic interactions. Common QTL among all traits were consistent with their correlations. Some QTL herein have been detected in previous researches, and linked with candidate genes for enzymes postulated to have direct and indirect roles in cell wall components biosynthesis.

  20. Análise da expressão do oncogene PML-RARalfa por PCR quantitativa em pacientes com leucemia aguda promielocítica

    OpenAIRE

    2006-01-01

    O gene de fusão PML-RARα é o mais freqüente marcador molecular da Leucemia Aguda Promielocítica (LAP). Com o objetivo de comparar os métodos moleculares qualitativo e quantivo, avaliar os níveis de expressão do gene correlacionar com características biológicas foram de pacientes com LAP ao diagnostico e pós-consolidação. O RNA total foi extraído a partir de e o cDNA sintetizado por RT-PCR. O gene ABL foi utilizado como controle constitutivo e a análise quantitativa realizada por curva pa...

  1. Características quantitativas da carcaça de bovinos Charolês, Caracu e cruzamentos recíprocos terminados em confinamento

    OpenAIRE

    Perotto Daniel; Moletta José Luiz; Cubas Antonio Carlos

    2000-01-01

    RESUMO - Foram analisadas doze características quantitativas das carcaças de 162 machos bovinos inteiros pertencentes aos grupos Caracu (Ca), Charolês (Ch), 3/4Ca+1/4Ch, 3/4Ch+1/4Ca, 5/8Ca+3/8Ch e 5/8Ch+3/8Ca, nascidos no período de 1988 a 1993. As médias para idade e peso ao início do período de confinamento, duração do confinamento, idade e peso ao abate foram, respectivamente, 712 dias, 362 kg, 99 dias, 811 dias e 489 kg. Durante o confinamento, os animais receberam silagem de milho à vont...

  2. Relações quantitativas entre a estrutura química e a atividade antimicrobiana de análogos à nifuroxazida

    OpenAIRE

    1993-01-01

    Com o objetivo de estudar as relações quantitativas entre a estrutura química e a atividade antimicrobiana de análogos à nifuroxazida (5-nitro2-furfurilideno 4-hidroxi benzidrazida), prepararam-se quatorze 5-nitro-2-furfurilideno benzidrazidas X3,X4,X5-substituídas em que X3 e X5 = H e X4 = NO2, Br, Cl, H, CH3, OCH3, OH, NH2 COCH3, OC2H5, CF3, N(CH3)2, SO2NH2 e X3,X4,X5 = OCH3. Nove entre os quatorze compostos obtidos ainda não estão descritos na literatura. Os compostos obtidos foram identif...

  3. Quantitative trait locus (QTL mapping reveals a role for unstudied genes in Aspergillus virulence.

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    Julian K Christians

    Full Text Available Infections caused by the fungus Aspergillus are a major cause of morbidity and mortality in immunocompromised populations. To identify genes required for virulence that could be used as targets for novel treatments, we mapped quantitative trait loci (QTL affecting virulence in the progeny of a cross between two strains of A. nidulans (FGSC strains A4 and A91. We genotyped 61 progeny at 739 single nucleotide polymorphisms (SNP spread throughout the genome, and constructed a linkage map that was largely consistent with the genomic sequence, with the exception of one potential inversion of ∼527 kb on Chromosome V. The estimated genome size was 3705 cM and the average intermarker spacing was 5.0 cM. The average ratio of physical distance to genetic distance was 8.1 kb/cM, which is similar to previous estimates, and variation in recombination rate was significantly positively correlated with GC content, a pattern seen in other taxa. To map QTL affecting virulence, we measured the ability of each progeny strain to kill model hosts, larvae of the wax moth Galleria mellonella. We detected three QTL affecting in vivo virulence that were distinct from QTL affecting in vitro growth, and mapped the virulence QTL to regions containing 7-24 genes, excluding genes with no sequence variation between the parental strains and genes with only synonymous SNPs. None of the genes in our QTL target regions have been previously associated with virulence in Aspergillus, and almost half of these genes are currently annotated as "hypothetical". This study is the first to map QTL affecting the virulence of a fungal pathogen in an animal host, and our results illustrate the power of this approach to identify a short list of unknown genes for further investigation.

  4. Identification of Polymorphisms Associated with Drought Adaptation QTL in Brassica napus by Resequencing

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    Richard S. Fletcher

    2016-04-01

    Full Text Available Brassica napus is a globally important oilseed for which little is known about the genetics of drought adaptation. We previously mapped twelve quantitative trait loci (QTL underlying drought-related traits in a biparental mapping population created from a cross between winter and spring B. napus cultivars. Here we resequence the genomes of the mapping population parents to identify genetic diversity across the genome and within QTL regions. We sequenced each parental cultivar on the Illumina HiSeq platform to a minimum depth of 23 × and performed a reference based assembly in order to describe the molecular variation differentiating them at the scale of the genome, QTL and gene. Genome-wide patterns of variation were characterized by an overall higher single nucleotide polymorphism (SNP density in the A genome and a higher ratio of nonsynonymous to synonymous substitutions in the C genome. Nonsynonymous substitutions were used to categorize gene ontology terms differentiating the parent genomes along with a list of putative functional variants contained within each QTL. Marker assays were developed for several of the discovered polymorphisms within a pleiotropic QTL on chromosome A10. QTL analysis with the new, denser map showed the most associated marker to be that developed from an insertion/deletion polymorphism located in the candidate gene Bna.FLC.A10, and it was the only candidate within the QTL interval with observed polymorphism. Together, these results provide a glimpse of genome-wide variation differentiating annual and biennial B. napus ecotypes as well as a better understanding of the genetic basis of root and drought phenotypes.

  5. QTL for fatty acid composition and yield in linseed (Linum usitatissimum L.).

    Science.gov (United States)

    Kumar, Santosh; You, Frank M; Duguid, Scott; Booker, Helen; Rowland, Gordon; Cloutier, Sylvie

    2015-05-01

    The combined SSR-SNP map and 20 QTL for agronomic and quality traits will assist in marker assisted breeding as well as map-based cloning of key genes in linseed. Flax is an important nutraceutical crop mostly because it is a rich source of omega-3 fatty acids and antioxidant compounds. Canada is the largest producer and exporter of oilseed flax (or linseed), creating a growing need to improve crop productivity and quality. In this study, a genetic map was constructed based on selected 329 single nucleotide polymorphic markers and 362 simple sequence repeat markers using a recombinant inbred line population of 243 individuals from a cross between the Canadian varieties CDC Bethune and Macbeth. The genetic map consisted of 15 linkage groups comprising 691 markers with an average marker density of one marker every 1.9 cM. A total of 20 quantitative trait loci (QTL) were identified corresponding to 14 traits. Three QTL each for oleic acid and stearic acid, two QTL each for linoleic acid and iodine value and one each for palmitic acid, linolenic acid, oil content, seed protein, cell wall, straw weight, thousand seed weight, seeds per boll, yield and days to maturity were identified. The QTL for cell wall, straw weight, seeds per boll, yield and days to maturity all co-located on linkage group 4. Analysis of the candidate gene regions underlying the QTL identified proteins involved in cell wall and fibre synthesis, fatty acid biosynthesis as well as their metabolism and yield component traits. This study provides the foundation for assisting in map-based cloning of the QTL and marker assisted selection of a wide range of quality and agronomic traits in linseed and potentially fibre flax.

  6. QTL Mapping of Sex Determination Loci Supports an Ancient Pathway in Ants and Honey Bees.

    Science.gov (United States)

    Miyakawa, Misato O; Mikheyev, Alexander S

    2015-11-01

    Sex determination mechanisms play a central role in life-history characteristics, affecting mating systems, sex ratios, inbreeding tolerance, etc. Downstream components of sex determination pathways are highly conserved, but upstream components evolve rapidly. Evolutionary dynamics of sex determination remain poorly understood, particularly because mechanisms appear so diverse. Here we investigate the origins and evolution of complementary sex determination (CSD) in ants and bees. The honey bee has a well-characterized CSD locus, containing tandemly arranged homologs of the transformer gene [complementary sex determiner (csd) and feminizer (fem)]. Such tandem paralogs appear frequently in aculeate hymenopteran genomes. However, only comparative genomic, but not functional, data support a broader role for csd/fem in sex determination, and whether species other than the honey bee use this pathway remains controversial. Here we used a backcross to test whether csd/fem acts as a CSD locus in an ant (Vollenhovia emeryi). After sequencing and assembling the genome, we computed a linkage map, and conducted a quantitative trait locus (QTL) analysis of diploid male production using 68 diploid males and 171 workers. We found two QTLs on separate linkage groups (CsdQTL1 and CsdQTL2) that jointly explained 98.0% of the phenotypic variance. CsdQTL1 included two tandem transformer homologs. These data support the prediction that the same CSD mechanism has indeed been conserved for over 100 million years. CsdQTL2 had no similarity to CsdQTL1 and included a 236-kb region with no obvious CSD gene candidates, making it impossible to conclusively characterize it using our data. The sequence of this locus was conserved in at least one other ant genome that diverged >75 million years ago. By applying QTL analysis to ants for the first time, we support the hypothesis that elements of hymenopteran CSD are ancient, but also show that more remains to be learned about the diversity of CSD

  7. QTL mapping identifies candidate alleles involved in adaptive introgression and range expansion in a wild sunflower

    Science.gov (United States)

    Whitney, Kenneth D.; Broman, Karl W.; Kane, Nolan C.; Hovick, Stephen M.; Randell, Rebecca A.; Rieseberg, Loren H.

    2014-01-01

    The wild North American sunflowers Helianthus annuus and H. debilis are participants in one of the earliest identified examples of adaptive trait introgression, and the exchange is hypothesized to have triggered a range expansion in H. annuus. However, the genetic basis of the adaptive exchange has not been examined. Here, we combine quantitative trait locus (QTL) mapping with field measurements of fitness to identify candidate H. debilis QTL alleles likely to have introgressed into H. annuus to form the natural hybrid lineage H. a. texanus. Two 500-individual BC1 mapping populations were grown in central Texas, genotyped for 384 SNP markers, and then phenotyped in the field for two fitness and 22 herbivore resistance, ecophysiological, phenological, and architectural traits. We identified a total of 110 QTL, including at least one QTL for 22 of the 24 traits. Over 75% of traits exhibited at least one H. debilis QTL allele that would shift the trait in the direction of the wild hybrid H. a. texanus. We identified three chromosomal regions where H. debilis alleles increased both female and male components of fitness; these regions are expected to be strongly favored in the wild. QTL for a number of other ecophysiological, phenological, and architectural traits co-localized with these three regions and are candidates for the actual traits driving adaptive shifts. G × E interactions played a modest role, with 17% of the QTL showing potentially divergent phenotypic effects between the two field sites. The candidate adaptive chromosomal regions identified here serve as explicit hypotheses for how the genetic architecture of the hybrid lineage came into existence. PMID:25522096

  8. Application of non-parametric bootstrap methods to estimate confidence intervals for QTL location in a beef cattle QTL experimental population.

    Science.gov (United States)

    Jongjoo, Kim; Davis, Scott K; Taylor, Jeremy F

    2002-06-01

    Empirical confidence intervals (CIs) for the estimated quantitative trait locus (QTL) location from selective and non-selective non-parametric bootstrap resampling methods were compared for a genome scan involving an Angus x Brahman reciprocal fullsib backcross population. Genetic maps, based on 357 microsatellite markers, were constructed for 29 chromosomes using CRI-MAP V2.4. Twelve growth, carcass composition and beef quality traits (n = 527-602) were analysed to detect QTLs utilizing (composite) interval mapping approaches. CIs were investigated for 28 likelihood ratio test statistic (LRT) profiles for the one QTL per chromosome model. The CIs from the non-selective bootstrap method were largest (87 7 cM average or 79-2% coverage of test chromosomes). The Selective II procedure produced the smallest CI size (42.3 cM average). However, CI sizes from the Selective II procedure were more variable than those produced by the two LOD drop method. CI ranges from the Selective II procedure were also asymmetrical (relative to the most likely QTL position) due to the bias caused by the tendency for the estimated QTL position to be at a marker position in the bootstrap samples and due to monotonicity and asymmetry of the LRT curve in the original sample.

  9. Mapeamento de QTL para conteúdos de proteína e óleo em soja Mapping QTL for protein and oil content in soybean

    Directory of Open Access Journals (Sweden)

    Josiane Isabela da Silva Rodrigues

    2010-05-01

    Full Text Available O objetivo deste trabalho foi detectar e mapear locos de caracteres quantitativos (QTL que afetam os conteúdos de proteína e óleo em soja (Glycine max L. Merr.. Plantas F2, derivadas do cruzamento entre a linhagem CS3032PTA276 e a variedade UFVS2012, foram cultivadas em casa de vegetação e forneceram as folhas para extração e análise de DNA. Quarenta e oito marcadores microssatélites (SSR polimórficos foram avaliados na população F2. A avaliação dos fenótipos foi realizada em 207 famílias das progênies F2:3, em um delineamento em blocos ao acaso, com três repetições, conduzido em Viçosa, MG, em 2006. Foram detectados quatro QTL associados ao conteúdo de proteína, nos grupos de ligação D1a, G, A1, e I, e três QTL associados ao conteúdo de óleo, nos grupos A1, I e O. A variação fenotípica explicada pelos QTL variou de 6,24 a 18,94% e 17,26 a 25,93%, respectivamente, para os conteúdos de proteína e óleo. Foram detectados novos QTL associados aos conteúdos de proteína e óleo, além dos previamente relatados em outros estudos. Regiões distintas das atualmente conhecidas podem estar envolvidas no controle genético do teor de proteína e óleo na soja.The objective of this study was to detect and map quantitative trait loci (QTL affecting soybean (Glycine max L. Merr. protein and oil contents. F2 plants, derived from the cross between the CS3032PTA276 line and the variety UFVS2012, were grown in a greenhouse and provided the leaves for DNA extraction and analysis. Forty-eight polymorphic microsatelite markers (SSR were evaluated in the F2 population. Evaluation of the phenotype was performed in 207 families from F2:3 progenies, in a complete block design with three replicates, carried out in Viçosa, MG, Brazil, in 2006. Four QTL associated with protein content, in linkage groups D1a, G, A1, and I, and three QTL for oil content in groups A1, I and O were identified. Phenotypic variation for protein and oil

  10. Inheritance and QTL Mapping of Salt Tolerance in Rice

    Institute of Scientific and Technical Information of China (English)

    2005-01-01

    An F2 population derived from the cross between Jiucaiqing (japonica) and IR36 (indica) was used to analyze the inheritance of salt tolerance in rice by genetic model of major-genes plus polygenes, and to map the corresponding QTLs by SSR molecular markers. Rice plants of P1, P2, F1 and F2 at 5- to 6- leaf stage were treated under 140 mmol/L NaCl for 10 days. Three indices representing the ability of salt tolerance of rice seedlings were measured, including salt tolerance rating (STR), Na+/K+ ratio in roots and dry matter weight of shoots (DWS). STR, Na+/K+ and DWS were all controlled by two major genes with modification by polygenes. Heritability of these traits from major genes was 17.8, 53.3 and 52.3%, respectively. The linkage map constructed by 62 SSR molecular markers covered a total length of about 1 142 cM. There were three QTLs detected for STR located on chromosome 1, 5 and 9, two QTLs for DWS on chromosomes 8 and 9, and two QTLs for Na+/K+ on chromosomes 2 and 6, one on each chromosome respectively. Single QTL accounted for 6.7 to 19.3% of phenotypic variation. Identification method of salt tolerance in rice and breeding of rice varieties with salt tolerance based on molecular markers assisted selection had been discussed.

  11. QTL Mapping of Low Temperature on Germination rate of Rice

    Institute of Scientific and Technical Information of China (English)

    CHEN Liang; LOU Qiao-jun; SUN Zong-xiu; XING Yong-zhong; YU Xin-qiao; LUO Li-jun

    2006-01-01

    To investigate the low temperature on germination capacity (LTG) a double haploid rice (DH) population with 198 lines derived from anther culture of F1 hybrid with indica line Zhenshan 97B and a perennial japonica line AAV002863 was used to construct a linkage map with 140 SSR markers. The germination rate in Zhenshan 97B and AAV002863 was 79.7% and 30.1%, while in DH population it ranged from 0 to 100% at 15℃ after 6 days. Quantitative trait loci (QTLs) controlling low temperature germinability were identified on chromosomes 3 and 10. The percentage of observed phenotypic variance attributed to qLTG-3 and qLTG-10 was 12.6% and 12.9%, respectively. Allele from Zhenshan 97B increased the LTG at qLTG-3 region, while allele from AAV002863 increased the LTG at qLTG-10 region. One pair of epistatic interaction was detected between loci on chromosomes 3 and 10. The main-effect of QTL on chromosome 10 was also involved in epistatic interaction.

  12. AGRONOMIC AND QUALITY QTL MAPPING IN SPRING WHEAT

    Directory of Open Access Journals (Sweden)

    Mohamed Mergoum

    2013-04-01

    Full Text Available Wheat (Triticum aestivum L. flour represents one of the primary sources of calories and proteins for the human diet. The increase in the wheat yield without losing its baking and milling quality is an important breeding objective. The use of QTL analysis is an expedient methodology to help breeders to face this multifaceted challenge. Here, a population of 129 recombinant inbred lines (RILs developed from a cross between ‘Steele-ND’ cultivar and ‘ND 735’ advanced line was used to evaluate several yield and quality traits and map the genomic regions controlling these traits. The phenotypic data were collected from field experiments conducted at four North Dakota (ND, USA environments. Transgressive segregation was observed for all traits, with RILs outperforming the most adapted parent and commercial cultivars. Using a linkage map of 392 markers, composite interval mapping identified a total of 13 environment-specific QTLs, all explaining large phenotypic variations (R2=16-44%. The genotypic values of these “reserve” alleles were directly used as criteria of selection in breeding programs.

  13. QTL Analysis of Major Agronomic Traits in Soybean

    Institute of Scientific and Technical Information of China (English)

    CHEN Qing-shan; ZHANG Zhong-chen; LIU Chun-yan; XIN Da-wei; QIU Hong-mei; SHAN Da-peng; SHAN Cai-yun; HU Guo-hua

    2007-01-01

    Soybean is a main crop, and most agronomic traits of soybean are quantitative; therefore, there is very important studying and applying value to locating these traits. A F2:10 RIL population containing 154 lines, derived from the cross between Charleston as female and Dongnong 594 as male parent, were used in this experiment. A genetic linkage map was constructed with 164 SSR primers, which were screened with the two parents and amplified on the 154 lines. 12 agronomic traits different between the two parents were investigated, and QTLs of all the traits were analyzed using the software Windows QTL Cartographer V2.0. The agronomic traits included quality traits: protein content, oil content, and content of protein and oil; yield traits: pods per plant, seed weight per plant, arnd 100 seeds weight; and other agronomic traits: plant height, days to maturity, branches, nod number in main stem, average leaf length, and average leaf width. The results showed that 68 QTLs in total were found for the 12 agronomic traits. The number of QTLs per trait varied from 3 for the average leaf width to 11 for 100 seeds weight and plant height, and was 5.8 on average. Good accordance was seen in many QTLs between the results of this study and the results obtained by other similar studies; therefore, these QTLs may be valuable for molecular marker assistant selection in soybean. In this study, 68 major QTLs of 12 important traits of soybean were analyzed.

  14. QTL Mapping of Low-Temperature Germination Ability in the Maize IBM Syn4 RIL Population.

    Directory of Open Access Journals (Sweden)

    Shuaidong Hu

    Full Text Available Low temperature is the primary factor to affect maize sowing in early spring. It is, therefore, vital for maize breeding programs to improve tolerance to low temperatures at seed germination stage. However, little is known about maize QTL involved in low-temperature germination ability. 243 lines of the intermated B73×Mo17 (IBM Syn4 recombinant inbred line (RIL population was used for QTL analysis of low-temperature germination ability. There were significant differences in germination-related traits under both conditions of low temperature (12°C/16 h, 18°C/8 h and optimum temperature (28°C/24 h between the parental lines. Only three QTL were identified for controlling optimum-temperature germination rate. Six QTL controlling low-temperature germination rate were detected on chromosome 4, 5, 6, 7 and 9, and contribution rate of single QTL explained between 3.39%~11.29%. In addition, six QTL controlling low-temperature primary root length were detected in chromosome 4, 5, 6, and 9, and the contribution rate of single QTL explained between 3.96%~8.41%. Four pairs of QTL were located at the same chromosome position and together controlled germination rate and primary root length under low temperature condition. The nearest markers apart from the corresponding QTL (only 0.01 cM were umc1303 (265.1 cM on chromosome 4, umc1 (246.4 cM on chromosome 5, umc62 (459.1 cM on chromosome 6, bnl14.28a (477.4 cM on chromosome 9, respectively. A total of 3155 candidate genes were extracted from nine separate intervals based on the Maize Genetics and Genomics Database (http://www.maizegdb.org. Five candidate genes were selected for analysis as candidates putatively affecting seed germination and seedling growth at low temperature. The results provided a basis for further fine mapping, molecular marker assisted breeding and functional study of cold-tolerance at the stage of seed germination in maize.

  15. QTL Mapping of Low-Temperature Germination Ability in the Maize IBM Syn4 RIL Population.

    Science.gov (United States)

    Hu, Shuaidong; Lübberstedt, Thomas; Zhao, Guangwu; Lee, Michael

    2016-01-01

    Low temperature is the primary factor to affect maize sowing in early spring. It is, therefore, vital for maize breeding programs to improve tolerance to low temperatures at seed germination stage. However, little is known about maize QTL involved in low-temperature germination ability. 243 lines of the intermated B73×Mo17 (IBM) Syn4 recombinant inbred line (RIL) population was used for QTL analysis of low-temperature germination ability. There were significant differences in germination-related traits under both conditions of low temperature (12°C/16 h, 18°C/8 h) and optimum temperature (28°C/24 h) between the parental lines. Only three QTL were identified for controlling optimum-temperature germination rate. Six QTL controlling low-temperature germination rate were detected on chromosome 4, 5, 6, 7 and 9, and contribution rate of single QTL explained between 3.39%~11.29%. In addition, six QTL controlling low-temperature primary root length were detected in chromosome 4, 5, 6, and 9, and the contribution rate of single QTL explained between 3.96%~8.41%. Four pairs of QTL were located at the same chromosome position and together controlled germination rate and primary root length under low temperature condition. The nearest markers apart from the corresponding QTL (only 0.01 cM) were umc1303 (265.1 cM) on chromosome 4, umc1 (246.4 cM) on chromosome 5, umc62 (459.1 cM) on chromosome 6, bnl14.28a (477.4 cM) on chromosome 9, respectively. A total of 3155 candidate genes were extracted from nine separate intervals based on the Maize Genetics and Genomics Database (http://www.maizegdb.org). Five candidate genes were selected for analysis as candidates putatively affecting seed germination and seedling growth at low temperature. The results provided a basis for further fine mapping, molecular marker assisted breeding and functional study of cold-tolerance at the stage of seed germination in maize.

  16. Ancestral QTL Alleles from Wild Emmer Wheat Improve Drought Resistance and Productivity in Modern Wheat Cultivars.

    Science.gov (United States)

    Merchuk-Ovnat, Lianne; Barak, Vered; Fahima, Tzion; Ordon, Frank; Lidzbarsky, Gabriel A; Krugman, Tamar; Saranga, Yehoshua

    2016-01-01

    Wild emmer wheat (Triticum turgidum ssp. dicoccoides) is considered a promising source for improving stress resistances in domesticated wheat. Here we explored the potential of selected quantitative trait loci (QTLs) from wild emmer wheat, introgressed via marker-assisted selection, to enhance drought resistance in elite durum (T. turgidum ssp. durum) and bread (T. aestivum) wheat cultivars. The resultant near-isogenic lines (BC3F3 and BC3F4) were genotyped using SNP array to confirm the introgressed genomic regions and evaluated in two consecutive years under well-watered (690-710 mm) and water-limited (290-320 mm) conditions. Three of the introgressed QTLs were successfully validated, two in the background of durum wheat cv. Uzan (on chromosomes 1BL and 2BS), and one in the background of bread wheat cvs. Bar Nir and Zahir (chromosome 7AS). In most cases, the QTL x environment interaction was validated in terms of improved grain yield and biomass-specifically under drought (7AS QTL in cv. Bar Nir background), under both treatments (2BS QTL), and a greater stability across treatments (1BL QTL). The results provide a first demonstration that introgression of wild emmer QTL alleles can enhance productivity and yield stability across environments in domesticated wheat, thereby enriching the modern gene pool with essential diversity for the improvement of drought resistance.

  17. Ancestral QTL Alleles from Wild Emmer Wheat Improve Drought Resistance and Productivity in Modern Wheat Cultivars

    Science.gov (United States)

    Merchuk-Ovnat, Lianne; Barak, Vered; Fahima, Tzion; Ordon, Frank; Lidzbarsky, Gabriel A.; Krugman, Tamar; Saranga, Yehoshua

    2016-01-01

    Wild emmer wheat (Triticum turgidum ssp. dicoccoides) is considered a promising source for improving stress resistances in domesticated wheat. Here we explored the potential of selected quantitative trait loci (QTLs) from wild emmer wheat, introgressed via marker-assisted selection, to enhance drought resistance in elite durum (T. turgidum ssp. durum) and bread (T. aestivum) wheat cultivars. The resultant near-isogenic lines (BC3F3 and BC3F4) were genotyped using SNP array to confirm the introgressed genomic regions and evaluated in two consecutive years under well-watered (690–710 mm) and water-limited (290–320 mm) conditions. Three of the introgressed QTLs were successfully validated, two in the background of durum wheat cv. Uzan (on chromosomes 1BL and 2BS), and one in the background of bread wheat cvs. Bar Nir and Zahir (chromosome 7AS). In most cases, the QTL x environment interaction was validated in terms of improved grain yield and biomass—specifically under drought (7AS QTL in cv. Bar Nir background), under both treatments (2BS QTL), and a greater stability across treatments (1BL QTL). The results provide a first demonstration that introgression of wild emmer QTL alleles can enhance productivity and yield stability across environments in domesticated wheat, thereby enriching the modern gene pool with essential diversity for the improvement of drought resistance. PMID:27148287

  18. QTL linkage analysis of connected populations using ancestral marker and pedigree information.

    Science.gov (United States)

    Bink, Marco C A M; Totir, L Radu; ter Braak, Cajo J F; Winkler, Christopher R; Boer, Martin P; Smith, Oscar S

    2012-04-01

    The common assumption in quantitative trait locus (QTL) linkage mapping studies that parents of multiple connected populations are unrelated is unrealistic for many plant breeding programs. We remove this assumption and propose a Bayesian approach that clusters the alleles of the parents of the current mapping populations from locus-specific identity by descent (IBD) matrices that capture ancestral marker and pedigree information. Moreover, we demonstrate how the parental IBD data can be incorporated into a QTL linkage analysis framework by using two approaches: a Threshold IBD model (TIBD) and a Latent Ancestral Allele Model (LAAM). The TIBD and LAAM models are empirically tested via numerical simulation based on the structure of a commercial maize breeding program. The simulations included a pilot dataset with closely linked QTL on a single linkage group and 100 replicated datasets with five linkage groups harboring four unlinked QTL. The simulation results show that including parental IBD data (similarly for TIBD and LAAM) significantly improves the power and particularly accuracy of QTL mapping, e.g., position, effect size and individuals' genotype probability without significantly increasing computational demand.

  19. Ancestral QTL alleles from wild emmer wheat improve drought resistance and productivity in modern wheat cultivars

    Directory of Open Access Journals (Sweden)

    Lianne eMerchuk-Ovnat

    2016-04-01

    Full Text Available Wild emmer wheat (Triticum turgidum ssp. dicoccoides is considered a promising source for improving stress resistances in domesticated wheat. Here we explored the potential of selected quantitative trait loci (QTLs from wild emmer wheat, introgressed via marker-assisted selection, to enhance drought resistance in elite durum (T. turgidum ssp. durum and bread (T. aestivum wheat cultivars. The resultant near-isogenic lines (BC3F3 and BC3F4 were genotyped using SNP array to confirm the introgressed genomic regions and evaluated in two consecutive years under well-watered (690–710 mm and water-limited (290–320 mm conditions. Three of the introgressed QTLs were successfully validated, two in the background of durum wheat cv. Uzan (on chromosomes 1BL and 2BS, and one in the background of bread wheat cvs. Bar Nir and Zahir (chromosome 7AS. In most cases, the QTL x environment interaction was validated in terms of improved grain yield and biomass - specifically under drought (7AS QTL in cv. Bar Nir background, under both treatments (2BS QTL, and a greater stability across treatments (1BL QTL. The results provide a first demonstration that introgression of wild emmer QTL alleles can enhance productivity and yield stability across environments in domesticated wheat, thereby enriching the modern gene pool with essential diversity for the improvement of drought resistance.

  20. QTL mapping for two commercial traits in farmed saltwater crocodiles (Crocodylus porosus).

    Science.gov (United States)

    Miles, L G; Isberg, S R; Thomson, P C; Glenn, T C; Lance, S L; Dalzell, P; Moran, C

    2010-04-01

    The recent generation of a genetic linkage map for the saltwater crocodile (Crocodylus porosus) has now made it possible to carry out the systematic searches necessary for the identification of quantitative trait loci (QTL) affecting traits of economic, as well as evolutionary, importance in crocodilians. In this study, we conducted genome-wide scans for two commercially important traits, inventory head length (which is highly correlated with growth rate) and number of scale rows (SR, a skin quality trait), for the existence of QTL in a commercial population of saltwater crocodiles at Darwin Crocodile Farm, Northern Territory, Australia. To account for the uncommonly large difference in sex-specific recombination rates apparent in the saltwater crocodile, a duel mapping strategy was employed. This strategy employed a sib-pair analysis to take advantage of our full-sib pedigree structure, together with a half-sib analysis to account for, and take advantage of, the large difference in sex-specific recombination frequencies. Using these approaches, two putative QTL regions were identified for SR on linkage group 1 (LG1) at 36 cM, and on LG12 at 0 cM. The QTL identified in this investigation represent the first for a crocodilian and indeed for any non-avian member of the Class Reptilia. Mapping of QTL is an important first step towards the identification of genes and causal mutations for commercially important traits and the development of selection tools for implementation in crocodile breeding programmes for the industry.

  1. WormQTL--public archive and analysis web portal for natural variation data in Caenorhabditis spp.

    Science.gov (United States)

    Snoek, L Basten; Van der Velde, K Joeri; Arends, Danny; Li, Yang; Beyer, Antje; Elvin, Mark; Fisher, Jasmin; Hajnal, Alex; Hengartner, Michael O; Poulin, Gino B; Rodriguez, Miriam; Schmid, Tobias; Schrimpf, Sabine; Xue, Feng; Jansen, Ritsert C; Kammenga, Jan E; Swertz, Morris A

    2013-01-01

    Here, we present WormQTL (http://www.wormqtl.org), an easily accessible database enabling search, comparative analysis and meta-analysis of all data on variation in Caenorhabditis spp. Over the past decade, Caenorhabditis elegans has become instrumental for molecular quantitative genetics and the systems biology of natural variation. These efforts have resulted in a valuable amount of phenotypic, high-throughput molecular and genotypic data across different developmental worm stages and environments in hundreds of C. elegans strains. WormQTL provides a workbench of analysis tools for genotype-phenotype linkage and association mapping based on but not limited to R/qtl (http://www.rqtl.org). All data can be uploaded and downloaded using simple delimited text or Excel formats and are accessible via a public web user interface for biologists and R statistic and web service interfaces for bioinformaticians, based on open source MOLGENIS and xQTL workbench software. WormQTL welcomes data submissions from other worm researchers.

  2. pain2: A neuropathic pain QTL identified on rat chromosome 2.

    Science.gov (United States)

    Nissenbaum, Jonathan; Shpigler, Hagai; Pisanté, Anne; DelCanho, Sonia; Minert, Anne; Seltzer, Ze'ev; Devor, Marshall; Darvasi, Ariel

    2008-03-01

    We aimed to locate a chronic pain-associated QTL in the rat (Rattus norvegicus) based on previous findings of a QTL (pain1) on chromosome 15 of the mouse (Mus musculus). The work was based on rat selection lines HA (high autotomy) and LA (low autotomy) which show a contrasting pain phenotype in response to nerve injury in the neuroma model of neuropathic pain. An F(2) segregating population was generated from HA and LA animals. Phenotyped F(2) rats were genotyped on chromosome 7 and chromosome 2, regions that share a partial homology with mouse chromosome 15. Our interval mapping analysis revealed a LOD score value of 3.63 (corresponding to p=0.005 after correcting for multiple testing using permutations) on rat chromosome 2, which is suggestive of the presence of a QTL affecting the predisposition to neuropathic pain. This QTL was mapped to the 14-26cM interval of chromosome 2. Interestingly, this region is syntenic to mouse chromosome 13, rather than to the region of mouse chromosome 15 that contains pain1. This chromosomal position indicates that it is possibly a new QTL, and hence we name it pain2. Further work is needed to replicate and to uncover the underlying gene(s) in both species.

  3. Identification of QTL for dorso-caudal chronic pleuritis in 12 crossbred porcine families.

    Science.gov (United States)

    Gregersen, V R; Sørensen, K K; Christensen, O F; Busch, M E; Vingborg, R K K; Velander, I H; Lund, M S; Bendixen, C

    2010-10-01

    Pleuropneumonia is a major problem in pig production. At the time of slaughter, chronic pleuritis (CP) developed from pleuropneumonia is a common finding, and breeding for a reduced incidence of CP using marker-assisted selection (MAS) would be advantageous. Before applying MAS, quantitative trait loci (QTL) or markers associated with the prevalence of CP should be identified. In this study, 7470 pigs from crosses between 12 Danish Duroc boars and 604 sows (Danish Landrace × Danish Large White) were evaluated for CP located on the dorso-caudal part of the lungs. Quantitative trait loci were identified within boar families using both a Binomial logistic regression method and a chi-square test of association. Significant QTL for CP were detected on Sus scrofa chromosomes (SSC) 2, 8, 12, 13, 14 and 18 using both methods. One QTL on SSC 8 was also detected across families. For the QTL identified within families, the odds-ratio of having CP was approximately twice as high for the unfavourable allele compared to the favourable one. These QTL and closely linked markers show promise for the development of gene-specific markers associated with a reduced incidence of CP located on the dorso-caudal part of the lungs.

  4. Identification and QTL mapping of whitefly resistance components in Solanum galapagense.

    Science.gov (United States)

    Firdaus, Syarifin; van Heusden, Adriaan W; Hidayati, Nurul; Supena, Ence Darmo Jaya; Mumm, Roland; de Vos, Ric C H; Visser, Richard G F; Vosman, Ben

    2013-06-01

    Solanum galapagense is closely related to the cultivated tomato and can show a very good resistance towards whitefly. A segregating population resulting from a cross between the cultivated tomato and a whitefly resistant S. galapagense was created and used for mapping whitefly resistance and related traits, which made it possible to study the genetic basis of the resistance. Quantitative trait loci (QTL) for adult survival co-localized with type IV trichome characteristics (presence, density, gland longevity and gland size). A major QTL (Wf-1) was found for adult survival and trichome characters on Chromosome 2. This QTL explained 54.1 % of the variation in adult survival and 81.5 % of the occurrence of type IV trichomes. A minor QTL (Wf-2) for adult survival and trichome characters was identified on Chromosome 9. The major QTL was confirmed in F3 populations. Comprehensive metabolomics, based on GCMS profiling, revealed that 16 metabolites segregating in the F2 mapping population were associated with Wf-1 and/or Wf-2. Analysis of the 10 most resistant and susceptible F2 genotypes by LCMS showed that several acyl sugars were present in significantly higher concentration in the whitefly resistant genotypes, suggesting a role for these components in the resistance as well. Our results show that whitefly resistance in S. galapagense seems to inherit relatively simple compared to whitefly resistance from other sources and this offers great prospects for resistance breeding as well as elucidating the underlying molecular mechanism(s) of the resistance.

  5. Identification of QTL Affecting Protein and Amino Acid Contents in Rice

    Institute of Scientific and Technical Information of China (English)

    ZHONG Ming; WANG Ling-qiang; YuAN De-jun; LUO Li-jun; Xu Cai-guo; HE Yu-qing

    2011-01-01

    The phenotypes of protein and amino acid contents were measured in an F9 recombinant inbred line population derived from a cross between Zhenshan 97B and Delong 208.A total of 48 and 64 QTLs were identified in 2004 and 2005,respectively.The contribution of each QTL to the phenotypic variation ranged from 4.0% to 43.7%.Most QTLs co-localized,forming 29 QTL clusters on the chromosomes with three major ones detected in both years,which were mapped on chromosomes 1,7 and 9,respectively.The two QTL clusters for amino acid content,qAa1 and qAa7,influenced almost all the traits with the allele from Zhenshan 97B,and the third QTL cluster for amino acid content,qAa9,increased the lysine content with the allele from Delong 208.A wide coincidence was found between the QTL detected under this study and the loci involved in amino acid metabolism pathways in nitrogen assimilation and transport,or protein biosynthesis.The results would facilitate the identification of candidate genes and could be used in marker-assisted selection for the favorable allele in rice quality improvement.

  6. Comparative QTL analysis of maize seed artificial aging between an immortalized F2 population and its corresponding RILs

    Institute of Scientific and Technical Information of China (English)

    Bin Wang; Zhanhui Zhang; Zhiyuan Fu; Zonghua Liu; Yanmin Hu; Jihua Tang

    2016-01-01

    Seed aging decreases the quality and vigor of crop seeds, thereby causing substantial agricultural and economic losses in crops. To identify genetic differences in seed aging between homozygotes and heterozygotes in maize, the seeds of a set of recombinant inbred lines (RILs) and an immortalized F2 (IF2) population were subjected to artificial aging treatments for 0, 2, 3, and 4 days under 45 ºC and 85%relative humidity and seed vigor was then evaluated in a field experiment. Seed vigor of all entries tested decreased sharply with longer aging treatment and seed vigor decreased more slowly in heterozygotes than in homozygotes. Forty-nine QTL were detected for four measured seed vigor traits in the RIL (28 QTL) and IF2 (21 QTL) populations. Only one QTL, qGP5, was detected in both populations, indicating that the genes involved in anti-aging mechanisms differed between inbred lines and hybrids. Several QTL were identified to be responsible for multiple seed vigor traits simultaneously in the RIL and IF2 populations under artificial aging conditions. These QTL may include major genes for seed vigor or seed aging. QTL qVI4b and qGE3a detected in the RIL population coincided with genes ZmLOX1 and ZmPLD1 in the same respective chromosomal regions. These QTL would be useful for screening for anti-aging genes in maize breeding.

  7. QTL analysis for early-maturing traits in cotton using two upland cotton (Gossypium hirsutum L.) crosses.

    Science.gov (United States)

    Li, Chengqi; Wang, Xiaoyun; Dong, Na; Zhao, Haihong; Xia, Zhe; Wang, Rui; Converse, Richard L; Wang, Qinglian

    2013-06-01

    Making use of the markers linked closely to QTL for early-maturing traits for MAS (Marker-assisted selection) is an effective method for the simultaneous improvement of early maturity and other properties in cotton. In this study, two F2 populations and their F2:3 families were generated from the two upland cotton (Gossypium hirsutum L.) crosses, Baimian2 × TM-1 and Baimian2 × CIR12. QTL for early-maturing traits were analyzed using F2:3 families. A total of 54 QTL (31 suggestive and 23 significant) were detected. Fourteen significant QTL had the LOD scores not only > 3 but also exceeding permutation threshold. At least four common QTL, qBP-17 for bud period (BP), qGP-17a/qGP-17b (qGP-17) for growth period (GP), qYPBF-17a/qYPBF-17b (qYPBF-17) for yield percentage before frost (YPBF) and qHFFBN-17 for height of first fruiting branch node (HFFBN), were found in both populations. These common QTL should be reliable and could be used for MAS to facilitate early maturity. The common QTL, qBP-17, had a LOD score not only > 3 but also exceeding permutation threshold, explaining 12.6% of the phenotypic variation. This QTL should be considered preferentially in MAS. Early-maturing traits of cotton are primarily controlled by dominant and over-dominant effects.

  8. Replication of long-bone length QTL in the F9-F10 LG,SM advanced intercross.

    Science.gov (United States)

    Norgard, Elizabeth A; Jarvis, Joseph P; Roseman, Charles C; Maxwell, Taylor J; Kenney-Hunt, Jane P; Samocha, Kaitlin E; Pletscher, L Susan; Wang, Bing; Fawcett, Gloria L; Leatherwood, Christopher J; Wolf, Jason B; Cheverud, James M

    2009-04-01

    Quantitative trait locus (QTL) mapping techniques are frequently used to identify genomic regions associated with variation in phenotypes of interest. However, the F(2) intercross and congenic strain populations usually employed have limited genetic resolution resulting in relatively large confidence intervals that greatly inhibit functional confirmation of statistical results. Here we use the increased resolution of the combined F(9) and F(10) generations (n = 1455) of the LG,SM advanced intercross to fine-map previously identified QTL associated with the lengths of the humerus, ulna, femur, and tibia. We detected 81 QTL affecting long-bone lengths. Of these, 49 were previously identified in the combined F(2)-F(3) population of this intercross, while 32 represent novel contributors to trait variance. Pleiotropy analysis suggests that most QTL affect three to four long bones or serially homologous limb segments. We also identified 72 epistatic interactions involving 38 QTL and 88 novel regions. This analysis shows that using later generations of an advanced intercross greatly facilitates fine-mapping of confidence intervals, resolving three F(2)-F(3) QTL into multiple linked loci and narrowing confidence intervals of other loci, as well as allowing identification of additional QTL. Further characterization of the biological bases of these QTL will help provide a better understanding of the genetics of small variations in long-bone length.

  9. Prioritization of candidate genes in "QTL-hotspot" region for drought tolerance in chickpea (Cicer arietinum L.).

    Science.gov (United States)

    Kale, Sandip M; Jaganathan, Deepa; Ruperao, Pradeep; Chen, Charles; Punna, Ramu; Kudapa, Himabindu; Thudi, Mahendar; Roorkiwal, Manish; Katta, Mohan A V S K; Doddamani, Dadakhalandar; Garg, Vanika; Kishor, P B Kavi; Gaur, Pooran M; Nguyen, Henry T; Batley, Jacqueline; Edwards, David; Sutton, Tim; Varshney, Rajeev K

    2015-10-19

    A combination of two approaches, namely QTL analysis and gene enrichment analysis were used to identify candidate genes in the "QTL-hotspot" region for drought tolerance present on the Ca4 pseudomolecule in chickpea. In the first approach, a high-density bin map was developed using 53,223 single nucleotide polymorphisms (SNPs) identified in the recombinant inbred line (RIL) population of ICC 4958 (drought tolerant) and ICC 1882 (drought sensitive) cross. QTL analysis using recombination bins as markers along with the phenotyping data for 17 drought tolerance related traits obtained over 1-5 seasons and 1-5 locations split the "QTL-hotspot" region into two subregions namely "QTL-hotspot_a" (15 genes) and "QTL-hotspot_b" (11 genes). In the second approach, gene enrichment analysis using significant marker trait associations based on SNPs from the Ca4 pseudomolecule with the above mentioned phenotyping data, and the candidate genes from the refined "QTL-hotspot" region showed enrichment for 23 genes. Twelve genes were found common in both approaches. Functional validation using quantitative real-time PCR (qRT-PCR) indicated four promising candidate genes having functional implications on the effect of "QTL-hotspot" for drought tolerance in chickpea.

  10. Cis-eQTL analysis and functional validation of candidate susceptibility genes for high-grade serous ovarian cancer

    NARCIS (Netherlands)

    Lawrenson, K.; Li, Q.; Kar, S.; Seo, J.H.; Tyrer, J.; Spindler, T.J.; Lee, J. van der; Chen, Y; Karst, A.; Drapkin, R.; Aben, K.K.H.; Anton-Culver, H.; Antonenkova, N.; Baker, H.; Bandera, E.V.; Bean, Y.; Beckmann, M.W.; Berchuck, A.; Bisogna, M.; Bjorge, L.; Bogdanova, N.; Brinton, L.A.; Brooks-Wilson, A.; Bruinsma, F.; Butzow, R.; Campbell, I.G.; Carty, K.; Chang-Claude, J.; Chenevix-Trench, G.; Chen, A; Chen, Z.; Cook, L.S.; Cramer, D.W; Cunningham, J.M.; Cybulski, C.; Dansonka-Mieszkowska, A.; Dennis, J.; Dicks, E.; Doherty, J.A.; Dork, T.; Bois, A. du; Durst, M.; Eccles, D.; Easton, D.T.; Edwards, R.P.; Eilber, U.; Ekici, A.B.; Fasching, P.A.; Fridley, B.L.; Gao, Y.T.; Gentry-Maharaj, A.; Giles, G.G.; Glasspool, R.; Goode, E.L.; Goodman, M.T.; Grownwald, J.; Harrington, P.; Harter, P.; Hasmad, H.N.; Hein, A.; Heitz, F.; Hildebrandt, M.A.; Hillemanns, P.; Hogdall, E.; Hogdall, C.; Hosono, S.; Iversen, E.S.; Jakubowska, A.; James, P.; Jensen, A.; Ji, B.T.; Karlan, B.Y.; Kjaer, S. Kruger; Kelemen, L.E.; Kellar, M.; Kelley, J.L.; Kiemeney, L.A.; Krakstad, C.; Kupryjanczyk, J.; Lambrechts, D.; Lambrechts, S.; Le, N.D.; Lee, A.W.; Lele, S.; Leminen, A.; Lester, J.; Levine, D.A.; Liang, D.; Lissowska, J.; Lu, K.; Lubinski, J.; Lundvall, L.; Massuger, L.F.; Matsuo, K.; McGuire, V.; McLaughlin, J.R.; Nevanlinna, H.; McNeish, I.; Menon, U.; Modugno, F.

    2015-01-01

    Genome-wide association studies have reported 11 regions conferring risk of high-grade serous epithelial ovarian cancer (HGSOC). Expression quantitative trait locus (eQTL) analyses can identify candidate susceptibility genes at risk loci. Here we evaluate cis-eQTL associations at 47 regions associat

  11. QTL mapping and correlation analysis for 1000-grain weight and percentage of grains with chalkiness in rice

    Indian Academy of Sciences (India)

    Jian-Min Bian; Huan Shi; Cui-Juan Li; Chang-Lan Zhu; Qiu-Ying Yu; Xiao-Song Peng; Jun-Ru Fu; Xiao-Peng He; Xiao-Rong Chen; Li-Fang Hu; Lin-Juan Ouyang; Hao-Hua He

    2013-08-01

    The study of 1000-grain weight (TGW) and percentage of grains with chalkiness (PGWC) is very important in rice. In this study, a set of introgression lines (ILs), derived from Sasanishiki/Habataki with Sasanishiki as the recurrent parent, were used to detect correlations and quantitative trait loci (QTL) on TGW and PGWC in two different environments. Phenotypic correlation analysis showed that there was no significant correlation between TGW and PGWC in both environments, which indicated that the linkage of TGW and PGWC traits could be broken via suitable population. A total of 20 QTL were detected in both environments, nine QTL for 1000-paddy-grain weight (PTGW), five QTL for 1000-brown-grain weight (BTGW) and six QTL for percentage of grains with chalkiness (PGWC). Moreover, five QTL, qPTGW3, qPTGW8.2, qPTGW11.1 for PTGW and qPGWC1.1, qPGWC1.2 for PGWC, were stably expressed in both environments. Phenotypic values were significantly different ($P \\lt 0.01$) between the introgression lines carrying these five QTL alleles and the genetic background parent, Sasanishiki. The introgression lines carrying these QTL also represent a useful genetic resource in the context of rice yield and quality improvement via a design-breeding approach.

  12. Simultaneous estimation of QTL effects and positions when using genotype data with errors

    Indian Academy of Sciences (India)

    Liang Tong; Weijun Ma; Haidong Liu; Chaofeng Yuan; Ying Zhou

    2015-03-01

    Accurate genetic data are important prerequisite of performing genetic linkage test or association test. Currently, most analytical methods assume that the observed genotypes are correct. However, due to the constraint at the technical level, most of the genetic data that people used so far contain errors. In this paper, we considered the problem of QTL mapping based on biological data with genotyping errors. By analysing all possible genotypes of each individual in framework of multiple-interval mapping, we proposed an algorithm of inferring all model parameters through the expectation-maximization (EM) algorithm and discussed the hypothesis testing of the existence of QTL. We carried out extensive simulation studies to assess the proposed method. Simulation results showed that the new method outperforms the method that does not take the genotyping errors into account, and therefore it can decrease the impact of genotyping errors on QTL mapping. The proposed method was also applied to analyse a real barley dataset.

  13. Short communication: QTL mapping for ear tip-barrenness in maize

    Energy Technology Data Exchange (ETDEWEB)

    Ding, J.; Ma, J.; Chen, J.; Ai, T.; Li, Z.; Tian, Z.; Wu, S.; Chen, W.; Wu, J.

    2016-11-01

    Barren tip on corn ear is an important agronomic trait in maize, which is highly associated with grain yield. Understanding the genetic basis of tip-barrenness may help to reduce the ear tip-barrenness in breeding programs. In this study, ear tip-barrenness was evaluated in two environments in a F2:3 population, and it showed significant genotypic variation for ear tip-barrenness in both environments. Using mixed-model composite interval mapping method, three additive effects quantitative trait loci (QTL) for ear tip-barrenness were mapped on chromosomes 2, 3 and 6, respectively. They explained 16.6% of the phenotypic variation, and no significant QTL × Environment interactions and digenic interactions were detected. The results indicated that additive effect was the main genetic basis for ear tip-barrenness in maize. This is the first report of QTL mapped for ear tip-barrenness in maize. (Author)

  14. A cis-eQTL in AHI1 confers risk to schizophrenia in European populations.

    Science.gov (United States)

    Ren, Zhimin; Qiu, Anli; Zhang, Aiqi; Huang, Lijun; Rao, Shuquan

    2016-10-06

    Schizophrenia is a devastating mental disorder, with heritability as high as 80%. Although genome-wide association studies have identified multiple promising risk variants of schizophrenia, they could only explain a small portion of the disease heritability, and other variants with low to moderate effect remain to be identified. Abelson helper integration site 1 (AHI1) is highly expressed in mammals throughout the developing brain, with lower expression continuing into adulthood. Besides, previous evidence suggested that AHI1 expression was changed in schizophrenia patients. Furthermore, association signal between AHI1 variants and schizophrenia has been reported in several European samples. In the present study, we first analyzed two expression quantitative trait loci (eQTL) datasets in healthy individuals and investigated the associations of eQTL of AHI1 with schizophrenia in independent European samples. We observed that a cis-eQTL of AHI1, rs11154801, showed significant association with AHI1 expression in both datasets (PEuropean populations.

  15. The phenotypic difference discards sib-pair QTL linkage information

    Energy Technology Data Exchange (ETDEWEB)

    Wright, F.A. [Univ. of California, San Diego, CA (United States)]|[Univ. of Texas, El Paso, TX (United States)

    1997-03-01

    Kruglyak and Lander provide an important synthesis of methods for (IBD) sib-pair linkage mapping, with an emphasis on the use of complete multipoint inheritance information for each sib pair. These procedures are implemented in the computer program MAPMAKER/SIBS, which performs interval mapping for dichotomous and quantitative traits. The authors present three methods for mapping quantitative trait loci (QTLs): a variant of the commonly used Haseman-Elston regression approach, a maximum-likelihood procedure involving variance components, and a rank-based nonparametric procedure. These approaches and related work use the magnitude of the difference in the sibling phenotype values for each sib pair as the observation for analysis. Linkage is detected if siblings sharing more alleles IBD have similar phenotypes (i.e., a small difference in the phenotype values), while siblings sharing fewer alleles IBD have less similar phenotypes. Such techniques have been used to detect linkage for a number of quantitative traits. However, the exclusive reliance on the phenotypic differences may be due in large part to historical inertia. A likelihood argument is presented here to show that, under certain classical assumptions, the phenotypic differences do not contain the full likelihood information for QTL mapping. Furthermore, considerable gains in power to detect linkage can be achieved with an expanded likelihood model. The development here is related to previous work, which incorporates the full set of phenotypic data using likelihood and robust quasi-likelihood methods. The purpose of this letter is not to endorse a particular approach but to spur research in alternative and perhaps more powerful linkage tests. 17 refs.

  16. Genome scan for parent-of-origin QTL effects on bovine growth and carcass traits

    Directory of Open Access Journals (Sweden)

    Ikhide G. Imumorin

    2011-07-01

    Full Text Available Parent-of-origin effects (POE such as genomic imprinting influence growth and body composition in livestock, rodents and humans. Here, we report the results of a genome scan to detect quantitative trait loci (QTL with POE on growth and carcass traits in Angus x Brahman cattle crossbreds. We identified 24 POE-QTL on 15 Bos taurus autosomes (BTAs of which 6 were significant at 5% genome-wide level and 18 at the 5% chromosome-wide significance level. Six QTL were paternally expressed while 15 were maternally expressed. Three QTL influencing post-weaning growth map to the proximal end of BTA2 [linkage region of 0 – 9 cM; genomic region of 5.0 – 10.8 Mb], for which only one imprinted orthologue is known so far in the human and mouse genomes, and therefore may potentially represent a novel imprinted region. The detected QTL individually explained 1.4% ~ 5.1% of each trait’s phenotypic variance. Comparative in-silico analysis of bovine genomic locations show that 32 out of 1,442 known mammalian imprinted genes from human and mouse homologues map to the identified QTL regions. Although several of the 32 genes have been associated with quantitative traits in cattle, only 2 (GNAS and PEG3 have experimental proof of being imprinted in cattle. These results lend additional support to recent reports that POE on quantitative traits in mammals may be more common than previously thought, and strengthen the need to identify and experimentally validate cattle orthologues of imprinted genes so as to investigate their effects on quantitative traits.

  17. QTL mapping for Mediterranean corn borer resistance in European flint germplasm using recombinant inbred lines

    Directory of Open Access Journals (Sweden)

    Santiago Rogelio

    2010-03-01

    Full Text Available Abstract Background Ostrinia nubilalis (ECB and Sesamia nonagrioides (MCB are two maize stem borers which cause important losses in temperate maize production, but QTL analyses for corn borer resistance were mostly restricted to ECB resistance and maize materials genetically related (mapping populations derived from B73. Therefore, the objective of this work was to identify and characterize QTLs for MCB resistance and agronomic traits in a RILs population derived from European flint inbreds. Results Three QTLs were detected for stalk tunnel length at bins 1.02, 3.05 and 8.05 which explained 7.5% of the RILs genotypic variance. The QTL at bin 3.05 was co-located to a QTL related to plant height and grain humidity and the QTL at bin 8.05 was located near a QTL related to yield. Conclusions Our results, when compared with results from other authors, suggest the presence of genes involved in cell wall biosynthesis or fortification with effects on resistance to different corn borer species and digestibility for dairy cattle. Particularly, we proposed five candidate genes related to cell wall characteristics which could explain the QTL for stalk tunnelling in the region 3.05. However, the small proportion of genotypic variance explained by the QTLs suggest that there are also many other genes of small effect regulating MCB resistance and we conclude that MAS seems not promising for this trait. Two QTLs detected for stalk tunnelling overlap with QTLs for agronomic traits, indicating the presence of pleitropism or linkage between genes affecting resistance and agronomic traits.

  18. High-throughput phenotyping to detect drought tolerance QTL in wild barley introgression lines.

    Directory of Open Access Journals (Sweden)

    Nora Honsdorf

    Full Text Available Drought is one of the most severe stresses, endangering crop yields worldwide. In order to select drought tolerant genotypes, access to exotic germplasm and efficient phenotyping protocols are needed. In this study the high-throughput phenotyping platform "The Plant Accelerator", Adelaide, Australia, was used to screen a set of 47 juvenile (six week old wild barley introgression lines (S42ILs for drought stress responses. The kinetics of growth development was evaluated under early drought stress and well watered treatments. High correlation (r=0.98 between image based biomass estimates and actual biomass was demonstrated, and the suitability of the system to accurately and non-destructively estimate biomass was validated. Subsequently, quantitative trait loci (QTL were located, which contributed to the genetic control of growth under drought stress. In total, 44 QTL for eleven out of 14 investigated traits were mapped, which for example controlled growth rate and water use efficiency. The correspondence of those QTL with QTL previously identified in field trials is shown. For instance, six out of eight QTL controlling plant height were also found in previous field and glasshouse studies with the same introgression lines. This indicates that phenotyping juvenile plants may assist in predicting adult plant performance. In addition, favorable wild barley alleles for growth and biomass parameters were detected, for instance, a QTL that increased biomass by approximately 36%. In particular, introgression line S42IL-121 revealed improved growth under drought stress compared to the control Scarlett. The introgression line showed a similar behavior in previous field experiments, indicating that S42IL-121 may be an attractive donor for breeding of drought tolerant barley cultivars.

  19. High-throughput phenotyping to detect drought tolerance QTL in wild barley introgression lines

    KAUST Repository

    Honsdorf, Nora

    2014-05-13

    Drought is one of the most severe stresses, endangering crop yields worldwide. In order to select drought tolerant genotypes, access to exotic germplasm and efficient phenotyping protocols are needed. In this study the high-throughput phenotyping platform "The Plant Accelerator", Adelaide, Australia, was used to screen a set of 47 juvenile (six week old) wild barley introgression lines (S42ILs) for drought stress responses. The kinetics of growth development was evaluated under early drought stress and well watered treatments. High correlation (r = 0.98) between image based biomass estimates and actual biomass was demonstrated, and the suitability of the system to accurately and non-destructively estimate biomass was validated. Subsequently, quantitative trait loci (QTL) were located, which contributed to the genetic control of growth under drought stress. In total, 44 QTL for eleven out of 14 investigated traits were mapped, which for example controlled growth rate and water use efficiency. The correspondence of those QTL with QTL previously identified in field trials is shown. For instance, six out of eight QTL controlling plant height were also found in previous field and glasshouse studies with the same introgression lines. This indicates that phenotyping juvenile plants may assist in predicting adult plant performance. In addition, favorable wild barley alleles for growth and biomass parameters were detected, for instance, a QTL that increased biomass by approximately 36%. In particular, introgression line S42IL-121 revealed improved growth under drought stress compared to the control Scarlett. The introgression line showed a similar behavior in previous field experiments, indicating that S42IL-121 may be an attractive donor for breeding of drought tolerant barley cultivars. © 2014 Honsdorf et al.

  20. Genetic determinism of bone and mineral metabolism in meat-type chickens: A QTL mapping study.

    Science.gov (United States)

    Mignon-Grasteau, Sandrine; Chantry-Darmon, Céline; Boscher, Marie-Yvonne; Sellier, Nadine; Chabault-Dhuit, Marie; Le Bihan-Duval, Elisabeth; Narcy, Agnès

    2016-12-01

    Skeletal integrity in meat-type chickens is affected by many factors including rapid growth rate, nutrition and genetics. To investigate the genetic basis of bone and mineral metabolism, a QTL detection study was conducted in an intercross between two lines of meat-type chickens divergently selected for their high (D +) or low (D -) digestive efficiency. Tibia size (length, diameter, volume) and ash content were determined at 3 weeks of age as well as phosphorus (P) retention and plasma concentration. Heritability of these traits and their genetic correlations with digestive efficiency were estimated. A QTL mapping study was performed using 3379 SNP markers. Tibia size, weight, ash content and breaking strength were highly heritable (0.42 to 0.61). Relative tibia diameter and volume as well as P retention were strongly and positively genetically correlated with digestive efficiency (0.57 to 0.80). A total of 35 QTL were identified (9 for tibia weight, 13 for tibia size, 5 for bone strength, 5 for bone mineralization, 2 for plasma P concentration and 1 for P retention). Six QTL were genome-wide significant, and 3 QTL for tibia relative volume, weight and ash weight on chromosome 6 were fixed, the positive allele coming from the D-line. For two QTL for ash content on chromosome 18 and relative tibia length on chromosome 26, the confidence intervals were small enough to identify potential candidate genes. These findings support the evidence of multiple genetic loci controlling bone and mineral metabolism. The identification of candidate genes may provide new perspectives in the understanding of bone regulation, even beyond avian species.

  1. Genome Scan for Parent-of-Origin QTL Effects on Bovine Growth and Carcass Traits.

    Science.gov (United States)

    Imumorin, Ikhide G; Kim, Eun-Hee; Lee, Yun-Mi; De Koning, Dirk-Jan; van Arendonk, Johan A; De Donato, Marcos; Taylor, Jeremy F; Kim, Jong-Joo

    2011-01-01

    Parent-of-origin effects (POE) such as genomic imprinting influence growth and body composition in livestock, rodents, and humans. Here, we report the results of a genome scan to detect quantitative trait loci (QTL) with POE on growth and carcass traits in Angus × Brahman cattle crossbreds. We identified 24 POE-QTL on 15 Bos taurus autosomes (BTAs) of which six were significant at 5% genome-wide (GW) level and 18 at the 5% chromosome-wide (CW) significance level. Six QTL were paternally expressed while 15 were maternally expressed. Three QTL influencing post-weaning growth map to the proximal end of BTA2 (linkage region of 0-9 cM; genomic region of 5.0-10.8 Mb), for which only one imprinted ortholog is known so far in the human and mouse genomes, and therefore may potentially represent a novel imprinted region. The detected QTL individually explained 1.4 ∼ 5.1% of each trait's phenotypic variance. Comparative in silico analysis of bovine genomic locations show that 32 out of 1,442 known mammalian imprinted genes from human and mouse homologs map to the identified QTL regions. Although several of the 32 genes have been associated with quantitative traits in cattle, only two (GNAS and PEG3) have experimental proof of being imprinted in cattle. These results lend additional support to recent reports that POE on quantitative traits in mammals may be more common than previously thought, and strengthen the need to identify and experimentally validate cattle orthologs of imprinted genes so as to investigate their effects on quantitative traits.

  2. Quantitative genomics of voluntary exercise in mice: transcriptional analysis and mapping of expression QTL in muscle.

    Science.gov (United States)

    Kelly, Scott A; Nehrenberg, Derrick L; Hua, Kunjie; Garland, Theodore; Pomp, Daniel

    2014-08-15

    Motivation and ability both underlie voluntary exercise, each with a potentially unique genetic architecture. Muscle structure and function are one of many morphological and physiological systems acting to simultaneously determine exercise ability. We generated a large (n = 815) advanced intercross line of mice (G4) derived from a line selectively bred for increased wheel running (high runner) and the C57BL/6J inbred strain. We previously mapped quantitative trait loci (QTL) contributing to voluntary exercise, body composition, and changes in body composition as a result of exercise. Using brain tissue in a subset of the G4 (n = 244), we have also previously reported expression QTL (eQTL) colocalizing with the QTL for the higher-level phenotypes. Here, we examined the transcriptional landscape of hind limb muscle tissue via global mRNA expression profiles. Correlations revealed an ∼1,168% increase in significant relationships between muscle transcript expression levels and the same exercise and body composition phenotypes examined previously in the brain. The exercise trait most often significantly correlated with gene expression in the brain was running duration while in the muscle it was maximum running speed. This difference may indicate that time spent engaging in exercise behavior may be more influenced by central (neurobiological) mechanisms, while intensity of exercise may be largely controlled by peripheral mechanisms. Additionally, we used subsets of cis-acting eQTL, colocalizing with QTL, to identify candidate genes based on both positional and functional evidence. We discuss three plausible candidate genes (Insig2, Prcp, Sparc) and their potential regulatory role.

  3. Genetic analysis and QTL mapping of seed coat color in sesame (Sesamum indicum L.).

    Science.gov (United States)

    Zhang, Haiyang; Miao, Hongmei; Wei, Libin; Li, Chun; Zhao, Ruihong; Wang, Cuiying

    2013-01-01

    Seed coat color is an important agronomic trait in sesame, as it is associated with seed biochemical properties, antioxidant content and activity and even disease resistance of sesame. Here, using a high-density linkage map, we analyzed genetic segregation and quantitative trait loci (QTL) for sesame seed coat color in six generations (P1, P2, F1, BC1, BC2 and F2). Results showed that two major genes with additive-dominant-epistatic effects and polygenes with additive-dominant-epistatic effects were responsible for controlling the seed coat color trait. Average heritability of the major genes in the BC1, BC2 and F2 populations was 89.30%, 24.00%, and 91.11% respectively, while the heritability of polygenes was low in the BC1 (5.43%), in BC2 (0.00%) and in F2 (0.89%) populations. A high-density map was constructed using 724 polymorphic markers. 653 SSR, AFLP and RSAMPL loci were anchored in 14 linkage groups (LG) spanning a total of 1,216.00 cM. The average length of each LG was 86.86 cM and the marker density was 1.86 cM per marker interval. Four QTLs for seed coat color, QTL1-1, QTL11-1, QTL11-2 and QTL13-1, whose heritability ranged from 59.33%-69.89%, were detected in F3 populations using CIM and MCIM methods. Alleles at all QTLs from the black-seeded parent tended to increase the seed coat color. Results from QTLs mapping and classical genetic analysis among the P1, P2, F1, BC1, BC2 and F2 populations were comparatively consistent. This first QTL analysis and high-density genetic linkage map for sesame provided a good foundation for further research on sesame genetics and molecular marker-assisted selection (MAS).

  4. Application of alternative models to identify QTL for growth traits in an F2 Duroc x Pietrain pig resource population

    Directory of Open Access Journals (Sweden)

    Rumph Janice M

    2010-11-01

    Full Text Available Abstract Background A variety of analysis approaches have been applied to detect quantitative trait loci (QTL in experimental populations. The initial genome scan of our Duroc x Pietrain F2 resource population included 510 F2 animals genotyped with 124 microsatellite markers and analyzed using a line-cross model. For the second scan, 20 additional markers on 9 chromosomes were genotyped for 954 F2 animals and 20 markers used in the first scan were genotyped for 444 additional F2 animals. Three least-squares Mendelian models for QTL analysis were applied for the second scan: a line-cross model, a half-sib model, and a combined line-cross and half-sib model. Results In total, 26 QTL using the line-cross model, 12 QTL using the half-sib model and 3 additional QTL using the combined line-cross and half-sib model were detected for growth traits with a 5% false discovery rate (FDR significance level. In the line-cross analysis, highly significant QTL for fat deposition at 10-, 13-, 16-, 19-, and 22-wk of age were detected on SSC6. In the half-sib analysis, a QTL for loin muscle area at 19-wk of age was detected on SSC7 and QTL for 10th-rib backfat at 19- and 22-wk of age were detected on SSC15. Conclusions Additional markers and animals contributed to reduce the confidence intervals and increase the test statistics for QTL detection. Different models allowed detection of new QTL which indicated differing frequencies for alternative alleles in parental breeds.

  5. Detection of QTL for Carcass Quality on Chromosome 6 by Exploiting Linkage and Linkage Disequilibrium in Hanwoo

    Directory of Open Access Journals (Sweden)

    J.-H. Lee

    2012-01-01

    Full Text Available The purpose of this study was to improve mapping power and resolution for the QTL influencing carcass quality in Hanwoo, which was previously detected on the bovine chromosome (BTA 6. A sample of 427 steers were chosen, which were the progeny from 45 Korean proven sires in the Hanwoo Improvement Center, Seosan, Korea. The samples were genotyped with the set of 2,535 SNPs on BTA6 that were imbedded in the Illumina bovine 50 k chip. A linkage disequilibrium variance component mapping (LDVCM method, which exploited both linkage between sires and their steers and population-wide linkage disequilibrium, was applied to detect QTL for four carcass quality traits. Fifteen QTL were detected at 0.1% comparison-wise level, for which five, three, five, and two QTL were associated with carcass weight (CWT, backfat thickness (BFT, longissimus dorsi muscle area (LMA, and marbling score (Marb, respectively. The number of QTL was greater compared with our previous results, in which twelve QTL for carcass quality were detected on the BTA6 in the same population by applying other linkage disequilibrium mapping approaches. One QTL for LMA was detected on the distal region (110,285,672 to 110,633,096 bp with the most significant evidence for linkage (p<10−5. Another QTL that was detected on the proximal region (33,596,515 to 33,897,434 bp was pleiotrophic, i.e. influencing CWT, BFT, and LMA. Our results suggest that the LDVCM is a good alternative method for QTL fine-mapping in detection and characterization of QTL.

  6. [download] (969dlmap: An R Package for Mixed Model QTL and Association Analysis

    Directory of Open Access Journals (Sweden)

    B. Emma Huang

    2012-08-01

    Full Text Available dlmap is a software package capable of mapping quantitative trait loci (QTL in a variety of genetic studies. Unlike most other QTL mapping packages, dlmap is built on a linear mixed model platform, and thus can simultaneously handle multiple sources of genetic and environmental variation. Furthermore, it can accommodate both experimental crosses and association mapping populations within a versatile modeling framework. The software implements a mapping algorithm with separate detection and localization stages in a user-friendly manner. It accepts data in various common formats, has a flexible modeling environment, and summarizes results both graphically and numerically.

  7. A fast algorithm for estimating transmission probabilities in QTL detection designs with dense maps

    Directory of Open Access Journals (Sweden)

    Gilbert Hélène

    2009-11-01

    Full Text Available Abstract Background In the case of an autosomal locus, four transmission events from the parents to progeny are possible, specified by the grand parental origin of the alleles inherited by this individual. Computing the probabilities of these transmission events is essential to perform QTL detection methods. Results A fast algorithm for the estimation of these probabilities conditional to parental phases has been developed. It is adapted to classical QTL detection designs applied to outbred populations, in particular to designs composed of half and/or full sib families. It assumes the absence of interference. Conclusion The theory is fully developed and an example is given.

  8. Análise quantitativa do palato duro de respiradores orais: revisão de literatura Quantitative analysis of the hard palate of mouth breathers: literature review

    Directory of Open Access Journals (Sweden)

    Luana Cristina Berwig

    2011-12-01

    Full Text Available A respiração oral gera inúmeras adaptações patológicas nas estruturas e funções orofaciais, tais como as alterações na morfologia do palato duro. Esta estrutura participa ativamente das funções orais, merecendo destaque na avaliação miofuncional orofacial, que cada vez mais tem lançado mão de instrumentos quantitativos. Apesar de o palato ser de difícil avaliação clínica, pouco se sabe sobre os recursos que podem ser empregados na avaliação quantitativa desta estrutura. Em virtude disso, realizou-se esta revisão de literatura, que teve o objetivo de abordar os resultados das avaliações quantitativas do palato de respiradores orais, bem como os instrumentos que foram empregados nas avaliações. Para tanto, foram revisados periódicos nacionais e internacionais, indexados nas bases de dados Medline, LILACS, Dentistry & Oral Sciences Source (EBSCOhost e HighWire Press, entre os anos de 1983 e 2009. Foi possível concluir, a partir da análise dos resultados dos estudos, que a respiração oral se associou com maior frequência ao aumento da profundidade do palato duro e com menor frequência com a diminuição da largura. Além disso, verificou-se que as avaliações do palato duro foram realizadas com diferentes instrumentos de medição, a partir de medidas do palato duro em modelos de gesso, diretamente na boca e em radiografias cefalométricas. Acredita-se que os métodos de avaliação quantitativa possam contribuir para a precisão do diagnóstico fonoaudiológico.Mouth breathing generates many pathological adaptations in the orofacial structures and functions, such as alterations in the morphology of the hard palate. This structure actively participates in oral functions, deserving attention in the myofunctional orofacial evaluation, which have been increasingly using quantitative instruments. Even though the palate is difficult to be clinically assessed, little is known about the resources that can be used for

  9. Mapeamento de QTL nos cromossomos 1, 2, 3, 12, 14, 15 e X em suínos: características de carcaça e qualidade de carne

    Directory of Open Access Journals (Sweden)

    D.M. Paixão

    2012-08-01

    Full Text Available A realização do presente estudo teve como objetivo mapear Quantitative Trait Loci (QTL de carcaça e qualidade de carne em uma população F2 de suínos desenvolvida pelo cruzamento de dois reprodutores da raça brasileira Piau com 18 fêmeas comerciais (Landrace x Large White x Pietrain. O mapa de ligação para essa população foi construído após a genotipagem de 684 animais para 35 marcadores microssatélites. Os dados foram analisados pelo mapeamento por intervalo usando-se sexo, lote e genótipo halotano como efeitos fixos e peso de carcaça ao abate, peso da carcaça direita e idade ao abate como covariáveis. Um total de 18 QTLs foi encontrado; os QTLs para maior espessura de toucinho na região da copa, na linha dorsolombar, e a perda por cozimento foram significativos em nível de 5% genômico. A característica espessura de toucinho foi essencialmente associada aos alelos da raça Piau, conhecido como porco tipo banha. As informações dos QTLs significativos encontrados servem para futuros estudos de mapeamento fino para identificação de genes a serem usados em conjunto com os métodos tradicionais de seleção, para melhorar a eficiência dos programas de melhoramento, assim como prover informação acerca da fisiologia envolvida no desenvolvimento das características quantitativas dos suínos.

  10. QTL identification of grain protein concentration and its genetic correlation with starch concentration and grain weight using two populations in maize (Zea mays L.)

    Indian Academy of Sciences (India)

    Yuling Li; Yanzhao Wang; Mengguan Wei; Xuehui Li; Jiafeng Fu

    2009-04-01

    Protein is one of the three main storage chemical components in maize grains, and is negatively correlated with starch concentration (SC). Our objective was to analyse the influence of genetic backgrounds on QTL detection for protein concentration (PC) and to reveal the molecular genetic associations between PC and both SC and grain weight (GWP). Two hundred and eighty-four (Pop1) and 265 (Pop2) F2:3 families were developed from two crosses between one high-oil maize inbred GY220 and two normal maize inbreds 8984 and 8622 respectively, and were genotyped with 185 and 173 pairs of SSR markers. PC, SC and GWP were evaluated under two environments. Composite interval mapping (CIM) and multiple interval mapping (MIM) methods were used to detect single-trait QTL for PC, and multiple-trait QTL for PC with both SC and GWP. No common QTL were shared between the two populations for their four and one PC QTL. Common QTL with opposite signs of effects for PC and SC/GWP were detected on three marker intervals at bins 6.07–6.08, 8.03 and 8.03–8.04. Multiple-traits QTL mapping showed that tightly-linked QTL, pleiotropic QTL and QTL having effects with opposite directions for PC and SC/GWP were all observed in Pop1, while all QTL reflected opposite effects in Pop2.

  11. Mapping main, epistatic and sex-specific QTL for body composition in a chicken population divergently selected for low or high growth rate

    Directory of Open Access Journals (Sweden)

    Vignal Alain

    2010-02-01

    Full Text Available Abstract Background Delineating the genetic basis of body composition is important to agriculture and medicine. In addition, the incorporation of gene-gene interactions in the statistical model provides further insight into the genetic factors that underlie body composition traits. We used Bayesian model selection to comprehensively map main, epistatic and sex-specific QTL in an F2 reciprocal intercross between two chicken lines divergently selected for high or low growth rate. Results We identified 17 QTL with main effects across 13 chromosomes and several sex-specific and sex-antagonistic QTL for breast meat yield, thigh + drumstick yield and abdominal fatness. Different sets of QTL were found for both breast muscles [Pectoralis (P major and P. minor], which suggests that they could be controlled by different regulatory mechanisms. Significant interactions of QTL by sex allowed detection of sex-specific and sex-antagonistic QTL for body composition and abdominal fat. We found several female-specific P. major QTL and sex-antagonistic P. minor and abdominal fatness QTL. Also, several QTL on different chromosomes interact with each other to affect body composition and abdominal fatness. Conclusions The detection of main effects, epistasis and sex-dimorphic QTL suggest complex genetic regulation of somatic growth. An understanding of such regulatory mechanisms is key to mapping specific genes that underlie QTL controlling somatic growth in an avian model.

  12. Mapping and introgression of QTL for yield and related traits in two backcross populations derived from Oryza sativa cv. Swarna and two accessions of O. nivara

    Indian Academy of Sciences (India)

    B. P. Mallikarjuna Swamy; K. Kaladhar; G. Ashok Reddy; B. C. Viraktamath; N. Sarla

    2014-12-01

    Advanced backcross QTL (AB-QTL) analysis was carried out in two Oryza nivara-derived BC2F2 populations. For nine traits, we identified 28 QTL in population 1 and 26 QTL in population 2. The two most significant yield-enhancing QTL, yldp9.1 and yldp2.1 showed an additive effect of 16 and 7 g per plant in population 1, while yld2.1 and yld11.1 showed an additive effect of 11 and 10 g per plant in population 2. At least one O. nivara-derived QTL with a phenotypic variance of >15% was detected for seven traits in population 1 and three traits in population 2. The O. nivara-derived QTL ph1.1, nt12.1, nsp1.1, nfg1.1, bm11.1, yld2.1 and yld11.1 were conserved at the same chromosomal locations in both populations. Two major QTL clusters were detected at the marker intervals RM488–RM431 and RM6–RM535 on chromosomes 1 and 2, respectively. The colocation of O. nivara-derived yield QTL with yield meta-QTL on chromosomes 1, 2 and 9 indicates their accuracy and consistency. The major-effect QTL reported in this study are useful for marker-assisted breeding and are also suitable for further fine mapping and candidate gene identification.

  13. QTL for the thermotolerance effect of heat hardening, knowckdown resistance to heat and chill-coma recovery in an intercontinental set of recombinant inbred lines of Drosophila melanogaster

    DEFF Research Database (Denmark)

    Norry, Fabian M.; Scannapieco, Alejandra C.; Sambucetti, Pablo;

    2008-01-01

    The thermotolerance effect of heat hardening (also called short-term acclimation), knockdown resistance to high temperature (KRHT) with and without heat hardening and chill-coma recovery (CCR) are important phenotypes of thermal adaptation in insects and other organisms. Drosophila melanogaster......-hardened and nonhardened RIL. Composite interval mapping revealed a more complex genetic architecture for KRHT without heat-hardening than for KRHT in heat-hardened insects. Five quantitative trait loci (QTL) were found for KRHT, but only two of them were significant after heat hardening. KRHT and CCR showed trade...... decreased by heat hardening. We discuss candidate loci for each QTL. One HHE-QTL was found in the region of small heat-shock protein genes. However, HHE-QTL explained only a small fraction of the phenotypic variance. Most heat-resistance QTL did not colocalize with CCR-QTL. Large-effect QTL for CCR and KRHT...

  14. ANÁLISE QUANTITATIVA DOS IMPACTOS DO PROCESSO DE ACULTURAÇÃO NA FUSÃO DAS EMPRESAS Y E Z

    Directory of Open Access Journals (Sweden)

    Guilherme Carneiro Felippe dos Santos

    2015-02-01

    Full Text Available O presente estudo teve o objetivo de analisar o processo de integração cultural de uma fusão envolvendo empresas brasileiras (denominadas Y e Z por meio de uma análise quantitativa. Com intuito de mapear diferenças entre as percepções dos funcionários originários das empresas Y e Z, utilizou-se questionário eletrônico baseado no modelo conceitual de pesquisa desenvolvido por Liao e Yen (2003, contendo questões referentes à cultura organizacional e às atitudes de trabalho dos empregados. O índice de resposta da pesquisa foi de 67%. A análise dos dados foi efetuada por intermédio do teste estatístico não paramétrico de Mann-Whitney (teste-U. Os resultados apontam para a existência de percepções culturais distintas entre os membros originários de cada empresa, sugerindo que o processo de integração da fusão está incompleto e que a organização se encontra num período de estresse da aculturação, no qual não há concordância entre os funcionários sobre o melhor modo de integração.

  15. The value of prior information for detection of QTL affecting longitudinal traits: an example using Von Bertalanffy growth function.

    Science.gov (United States)

    Varona, L; Gómez-Raya, L; Rauw, W M; Ovilo, C; Clop, A; Noguera, J L

    2005-02-01

    A Bayesian procedure is presented for detecting quantitative trait loci (QTL) affecting longitudinal traits. The statistical model assumes a QTL affecting the prior distribution of the parameters of a given production function, under a hierarchical Bayesian scheme. Marginal posterior distributions for the effects associated with the QTL are calculated using Markov chain Monte Carlo methods. Furthermore, the Bayesian analysis allows the use of some available relevant information that can improve the detection of the QTL substantially. To illustrate the procedure, an example of QTL detection using the Von Bertalanffy growth function is presented with a F2 pig population bred from Iberian boars and Landrace sows. Animals of the F2 population were genotyped for seven markers in chromosome 2 (SSC2). Two prior distributions for the mean effect of the parameters related with birth and adult weight were compared. On the one hand, vague prior distributions were used, and, on the other, there were assumed univariate Gaussian distributions that ensure biologically meaningful adult and birth weights on the posterior growth curves. Results from the second prior distribution supported the presence of QTL, by showing that individuals with both alleles of Iberian origin had lower rates of maturation. On the contrary, when vague priors were used, the procedure was not able to detect QTL.

  16. Use of the EM algorithm to detect QTL affecting multiple-traits in an across half-sib family analysis

    Directory of Open Access Journals (Sweden)

    McLachlan GM

    2005-01-01

    Full Text Available Abstract QTL detection experiments in livestock species commonly use the half-sib design. Each male is mated to a number of females, each female producing a limited number of progeny. Analysis consists of attempting to detect associations between phenotype and genotype measured on the progeny. When family sizes are limiting experimenters may wish to incorporate as much information as possible into a single analysis. However, combining information across sires is problematic because of incomplete linkage disequilibrium between the markers and the QTL in the population. This study describes formulæ for obtaining MLEs via the expectation maximization (EM algorithm for use in a multiple-trait, multiple-family analysis. A model specifying a QTL with only two alleles, and a common within sire error variance is assumed. Compared to single-family analyses, power can be improved up to fourfold with multi-family analyses. The accuracy and precision of QTL location estimates are also substantially improved. With small family sizes, the multi-family, multi-trait analyses reduce substantially, but not totally remove, biases in QTL effect estimates. In situations where multiple QTL alleles are segregating the multi-family analysis will average out the effects of the different QTL alleles.

  17. Quantitative Trait Loci (QTL Analysis for Production Traits of Birth Weight and Weight 360 days in Backcross Sheep

    Directory of Open Access Journals (Sweden)

    ENDANG TRI MARGAWATI

    2006-03-01

    Full Text Available Four half-sib families (n = 382 consisting predominantly of ITT x Merino x Merino backcross progeny, including some F2 progeny were used to analyze QTL for two production traits (Birth weight = BW1 and Body weight at 360 days = BW360. The study exploited differences in weight performance between the Merino and ITT sheep. A total of 141 informative microsatellite markers were used in a genome-wide scan covering the 26 autosomal sheep chromosomes. QTL analysis was conducted online using QTL Express. This study reports the effect of QTL for birth weight on Chromosomes 5 (p < 0.05 at 112cM (0cM-128cM. Location of candidate genes for birth weight was predicted at the region of flanking markers MCM527-BMS1247. A QTL for BW360 days existed on Chromosome 18 (p < 0.01 at 104cM (25.0-125cM. Location of candidate genes related to production traits for body weight 360 days was predicted at the segment of flanking markers of CSSM018-TMR1. Only the QTL on Chromosome 18 retained significance (p < 0.01 under experiment-wide significance testing. This QTL region is being examined for candidate genes by investigating to the homologous human chromosomal segments.

  18. Genome scan for parent-of-origin QTL effects on bovine growth and carcass traits

    NARCIS (Netherlands)

    Imumorin, I.G.; Kim, B.; Li, Y.; Koning, de D.J.; Arendonk, van J.A.M.; Donato, S.

    2011-01-01

    Parent-of-origin effects (POE) such as genomic imprinting influence growth and body composition in livestock, rodents, and humans. Here, we report the results of a genome scan to detect quantitative trait loci (QTL) with POE on growth and carcass traits in Angus × Brahman cattle crossbreds. We

  19. Transcriptomic and QTL analysis suggest candidate fruit shape factors in cucumber (Cucumis sativus)

    Science.gov (United States)

    Fruit size and shape are important determinants of market class and value in cucumber; however, underlying mechanisms regulating size and shape have not been identified. To gain insight into possible factors regulating cucumber fruit growth, we used a combined QTL and transcriptome approach to exami...

  20. Regulatory variation at glypican-3 underlies a major growth QTL in mice.

    Directory of Open Access Journals (Sweden)

    Fiona Oliver

    2005-05-01

    Full Text Available The genetic basis of variation in complex traits remains poorly understood, and few genes underlying variation have been identified. Previous work identified a quantitative trait locus (QTL responsible for much of the response to selection on growth in mice, effecting a change in body mass of approximately 20%. By fine-mapping, we have resolved the location of this QTL to a 660-kb region containing only two genes of known function, Gpc3 and Gpc4, and two other putative genes of unknown function. There are no non-synonymous polymorphisms in any of these genes, indicating that the QTL affects gene regulation. Mice carrying the high-growth QTL allele have approximately 15% lower Gpc3 mRNA expression in kidney and liver, whereas expression differences at Gpc4 are non-significant. Expression profiles of the two other genes within the region are inconsistent with a factor responsible for a general effect on growth. Polymorphisms in the 3' untranslated region of Gpc3 are strong candidates for the causal sequence variation. Gpc3 loss-of-function mutations in humans and mice cause overgrowth and developmental abnormalities. However, no deleterious side-effects were detected in our mice, indicating that genes involved in Mendelian diseases also contribute to complex trait variation. Furthermore, these findings show that small changes in gene expression can have substantial phenotypic effects.

  1. QTL linkage analysis of connected populations using ancestral marker and pedigree information

    NARCIS (Netherlands)

    Bink, M.C.A.M.; Radu Totir, L.; Braak, ter C.J.F.; Winkler, C.R.; Boer, M.P.; Smith, O.S.

    2012-01-01

    The common assumption in quantitative trait locus (QTL) linkage mapping studies that parents of multiple connected populations are unrelated is unrealistic for many plant breeding programs. We remove this assumption and propose a Bayesian approach that clusters the alleles of the parents of the

  2. QTL for body weight, morphometric traits and stress response in European sea bass Dicentrarchus labrax.

    NARCIS (Netherlands)

    Massault, C.; Hellemans, J.; Louro, B.; Batargias, C.; Houdt, van I.S.; Canario, A.; Volckaert, F.A.M.; Bovenhuis, H.; Haley, C.S.; Koning, de D.J.

    2010-01-01

    Natural mating and mass spawning in the European sea bass (Dicentrarchus labrax L., Moronidae, Teleostei) complicate genetic studies and the implementation of selective breeding schemes. We utilized a two-step experimental design for detecting QTL in mass-spawning species: 2122 offspring from natura

  3. A new method to infer causal phenotype networks using QTL and phenotypic information.

    Directory of Open Access Journals (Sweden)

    Huange Wang

    Full Text Available In the context of genetics and breeding research on multiple phenotypic traits, reconstructing the directional or causal structure between phenotypic traits is a prerequisite for quantifying the effects of genetic interventions on the traits. Current approaches mainly exploit the genetic effects at quantitative trait loci (QTLs to learn about causal relationships among phenotypic traits. A requirement for using these approaches is that at least one unique QTL has been identified for each trait studied. However, in practice, especially for molecular phenotypes such as metabolites, this prerequisite is often not met due to limited sample sizes, high noise levels and small QTL effects. Here, we present a novel heuristic search algorithm called the QTL+phenotype supervised orientation (QPSO algorithm to infer causal directions for edges in undirected phenotype networks. The two main advantages of this algorithm are: first, it does not require QTLs for each and every trait; second, it takes into account associated phenotypic interactions in addition to detected QTLs when orienting undirected edges between traits. We evaluate and compare the performance of QPSO with another state-of-the-art approach, the QTL-directed dependency graph (QDG algorithm. Simulation results show that our method has broader applicability and leads to more accurate overall orientations. We also illustrate our method with a real-life example involving 24 metabolites and a few major QTLs measured on an association panel of 93 tomato cultivars. Matlab source code implementing the proposed algorithm is freely available upon request.

  4. QTL analysis of the genetic architecture determining resistance to fire blight in an apple progeny

    NARCIS (Netherlands)

    Calenge, F.; Drouet, D.; Weg, van de W.E.; Brisset, M.N.; Paulin, J.P.; Durel, C.E.

    2004-01-01

    Fire blight, caused by the bacterial pathogen Erwinia amylovora, is one of the most destructive diseases of apple (Malus x domestica). In order to analyse the genetic determinism of resistance to fire blight in apple, a quantitative trait analysis (QTL) approach was used. A F1 progeny of 164

  5. Identification of QTL associated with flower and runner production in octoploid strawberry (Fragaria × ananassa)

    Science.gov (United States)

    Seasonal flowering of strawberry is described as remontant and non-remontant. The genetic basis of this trait is important for breeding. This study was conducted to validate the existence of a major QTL for remontancy and weeks of flowering in F. × ananassa on LG IV, to determine if the level of flo...

  6. Gene divergence of homeologous regions associated with a major seed protein content QTL in soybean

    Directory of Open Access Journals (Sweden)

    Puji eLestari

    2013-06-01

    Full Text Available Understanding several modes of duplication contributing on the present genome structure is getting an attention because it could be related to numerous agronomically important traits. Since soybean serves as a rich protein source for animal feeds and human consumption, breeding efforts in soybean have been directed toward enhancing seed protein content. The publicly available soybean sequences and its genomically featured elements facilitate comprehending of quantitative trait loci (QTL for seed protein content in concordance with homeologous regions in soybean genome. Although parts of chromosome (Chr 20 and Chr 10 showed synteny, QTLs for seed protein content present only on Chr 20. Using comparative analysis of gene contents in recently duplicated genomic regions harboring QTL for protein/oil content on Chrs 20 and 10, a total of 27 genes are present in duplicated regions of both chromosomes. Notably, 4 tandem duplicates of the putative homeobox protein 22 (HB22 are present only on Chr 20 and this Medicago truncatula homolog expressed in endosperm at seed filling stage. These tandem duplicates could contribute on the protein/oil QTL of Chr 20. Our study suggests that non-shared gene contents within the duplicated genomic regions might lead to absence/presence of QTL related to protein/oil content.

  7. Identification of QTL for maize grain yield and kernel-related traits

    Indian Academy of Sciences (India)

    CONG YANG; LEI ZHANG; AIMIN JIA; TINGZHAO RONG

    2016-06-01

    Grain yield (GY) is one of the most important and complex quantitative traits in maize (Zea maysL.) breeding practice.Quantitative trait loci (QTLs) for GY and three kernel-related traits were detected in a set of recombinant inbred lines (RILs).One hundred and seven simple sequence repeats (SSRs) and 168 insertion/deletion polymorphism markers (Indels) were usedto genotype RILs. Eight QTLs were found to be associated with four yield-related traits: GY, 100-kernel weight (HKW),10-kernel length (KL), and 10-kernel length width (KW). Each QTL explained between 5.96 (qKL2-1) and 13.05 (qKL1-1)per cent of the phenotypic variance. Notably, one common QTL, located at the marker interval betweenbnlg1893andchr2-236477(chromosomal bin 2.09) simultaneously controlled GY and HKW; another common QTL, at bin 2.03 was simulta-neously responsible for HKW and KW. Of the QTLs identified, only one pair of significant epistatic interaction involved inchromosomal region at bin 2.03 was detected for HKW; no significant QTL ×environment interactions were observed. Theseresults provide the common QTLs and for marker-assisted breeding

  8. QTL analysis of kernel soluble sugar content in super- sweet corn

    African Journals Online (AJOL)

    STORAGESEVER

    2009-12-15

    Dec 15, 2009 ... 2Key Laboratory of Molecular Epigenetic of MOE, Northeast Normal University, ... QTLs associated with kernel soluble sugar content, 2 (18.2%) .... variance explained by the given QTL; c model of gene action was determined from the ratio d/a. .... inheritance, chromosomal location and population dynamics.

  9. QTL detection power of multi-parental RIL populations in Arabidopsis thaliana

    Science.gov (United States)

    Klasen, J R; Piepho, H-P; Stich, B

    2012-01-01

    A major goal of today's biology is to understand the genetic basis of quantitative traits. This can be achieved by statistical methods that evaluate the association between molecular marker variation and phenotypic variation in different types of mapping populations. The objective of this work was to evaluate the statistical power of quantitative trait loci (QTL) detection of various multi-parental mating designs, as well as to assess the reasons for the observed differences. Our study was based on an empirical data of 20 Arabidopsis thaliana accessions, which have been selected to capture the maximum genetic diversity. The examined mating designs differed strongly with respect to the statistical power to detect QTL. We observed the highest power to detect QTL for the diallel cross with random mating design. The results of our study suggested that performing sibling mating within subpopulations of joint-linkage mapping populations has the potential to considerably increase the power for QTL detection. Our results, however, revealed that using designs in which more than two parental alleles segregate in each subpopulation increases the power even more. PMID:22334115

  10. Multiple QTL Determine Dorsal Abdominal Scale Patterns in the Mosquito Aedes aegypti.

    Science.gov (United States)

    Mori, Akio; Tsuda, Yoshio; Takagi, Masahiro; Higa, Yukiko; Severson, David W

    2016-09-01

    The mosquito, Aedes aegypti (L.) originated in Sub-Saharan Africa as a dark form sylvan species (A. aegypti formosus). Evolution of A. aegypti aegypti type form as a human commensal facilitated its colonization of most semitropical and tropical areas. We investigated the genetic basis for abdominal white scale presence that represents the diagnostic for sylvan A. aegypti formosus (scales absent), from type form (scales present) and A. aegypti queenslandensis form (dense scaling). We performed quantitative trait locus (QTL) mapping using 3 criteria for scale patterns among 192 F1 intercross progeny from matings between a queenslandensis type and an aegypti type form. Results identified 3 QTL determining scale patterns and indicated that classification criteria impact robustness of QTL LOD support. Dark- and light-colored forms exist in sympatry, but vary in multiple phenotypic characteristics, including preferences for vertebrate host, oviposition container, house-entering behavior, and dengue vector competence. Markers associated with 2 QTL regions reflected major reductions in recombination frequencies compared with the standard type form linkage map, suggestive of inversion polymorphisms associated with observed linkage disequilibrium between type-specific characteristics. Understanding the genic basis for differences in A. aegypti forms could inform efforts to develop new mosquito and arboviral disease control strategies. © The American Genetic Association 2016. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.

  11. Conditional QTL mapping of three yield components in common wheat(Triticum aestivum L.)

    Institute of Scientific and Technical Information of China (English)

    Han Zhang; Jiansheng Chen; Ruyu Li; Zhiying Deng; Kunpu Zhang; Bin Liu; Jichun Tian

    2016-01-01

    Spike number per m~2(SN),kernel number per spike(KNPS) and thousand-kernel weight(TKW)are the three main components determining wheat(Triticum aestivum L.) yield.To evaluate the relationships among them a doubled haploid(DH) population consisting of 168 lines grown at three locations for three years was analyzed by unconditional and conditional QTL mapping.Thirty-three unconditional QTL and fifty-nine conditional QTL were detected.Among them,two QTL(QSN-DH-2B and QSN-DH-3A-1.1) improved SN,with no effect on KNPS.QKNPS-DH-2B-2.1 improved KNPS,with no effect on SN.QKNPS-DH-1A-1.1,QKNPS-DH-2D-1.1and QKNPS-DH-6A improved KNPS,with no effect on SN or TKW.QKNPS-DH-6B was associated with increased SN and TKW.In addition,QTKW-DH-4B,QTKW-DH-5B and QTKW-DH-7B increased TKW without decreasing KNPS.These results provide useful information for marker assisted selection(MAS) and improvement in wheat yield.

  12. Mapping of QTL for resistance to powdery mildew and resistance gene analogues in perennial ryegrass

    DEFF Research Database (Denmark)

    Schejbel, B; Jensen, L B; Asp, T;

    2008-01-01

    The objective of this study was to map resistance gene analogues (RGA) and quantitative trait loci (QTL) for powdery mildew resistance in perennial ryegrass (Lolium perenne L.). The mapping population consisted of 184 F2 genotypes produced from a cross between one genotype of a synthetic perennial...

  13. Detection of QTL for immune response to Sheep Red Blood Cells in laying hens

    NARCIS (Netherlands)

    Siwek-Gapinska, M.Z.; Cornelissen, S.J.B.; Nieuwland, M.G.B.; Buitenhuis, A.J.; Bovenhuis, H.; Crooijmans, R.P.M.A.; Groenen, M.A.M.; Vries Reilingh, de G.; Parmentier, H.K.; Poel, van der J.J.

    2003-01-01

    The aim of this study is to detect quantitative trait loci (QTL) involved in the regulation of the primary and the secondary immune response to sheep red blood cells (SRBC) in a resource population using microsatellite DNA markers. The F2 resource population originates from a cross of two divergentl

  14. WormQTL-public archive and analysis web portal for natural variation data in Caenorhabditis spp

    NARCIS (Netherlands)

    Snoek, L. Basten; Van der Velde, K. Joeri; Arends, Danny; Li, Yang; Beyer, Antje; Elvin, Mark; Fisher, Jasmin; Hajnal, Alex; Hengartner, Michael O.; Poulin, Gino B.; Rodriguez, Miriam; Schmid, Tobias; Schrimpf, Sabine; Xue, Feng; Jansen, Ritsert C.; Kammenga, Jan E.; Swertz, Morris A.

    2013-01-01

    Here, we present WormQTL (http://www.wormqtl.org), an easily accessible database enabling search, comparative analysis and meta-analysis of all data on variation in Caenorhabditis spp. Over the past decade, Caenorhabditis elegans has become instrumental for molecular quantitative genetics and the sy

  15. QTL linkage analysis of connected populations using ancestral marker and pedigree information

    NARCIS (Netherlands)

    Bink, M.C.A.M.; Radu Totir, L.; Braak, ter C.J.F.; Winkler, C.R.; Boer, M.P.; Smith, O.S.

    2012-01-01

    The common assumption in quantitative trait locus (QTL) linkage mapping studies that parents of multiple connected populations are unrelated is unrealistic for many plant breeding programs. We remove this assumption and propose a Bayesian approach that clusters the alleles of the parents of the curr

  16. QTL mapping of genome regions controlling temephos resistance in larvae of the mosquito Aedes aegypti.

    Science.gov (United States)

    Reyes-Solis, Guadalupe Del Carmen; Saavedra-Rodriguez, Karla; Suarez, Adriana Flores; Black, William C

    2014-10-01

    The mosquito Aedes aegypti is the principal vector of dengue and yellow fever flaviviruses. Temephos is an organophosphate insecticide used globally to suppress Ae. aegypti larval populations but resistance has evolved in many locations. Quantitative Trait Loci (QTL) controlling temephos survival in Ae. aegypti larvae were mapped in a pair of F3 advanced intercross lines arising from temephos resistant parents from Solidaridad, México and temephos susceptible parents from Iquitos, Peru. Two sets of 200 F3 larvae were exposed to a discriminating dose of temephos and then dead larvae were collected and preserved for DNA isolation every two hours up to 16 hours. Larvae surviving longer than 16 hours were considered resistant. For QTL mapping, single nucleotide polymorphisms (SNPs) were identified at 23 single copy genes and 26 microsatellite loci of known physical positions in the Ae. aegypti genome. In both reciprocal crosses, Multiple Interval Mapping identified eleven QTL associated with time until death. In the Solidaridad×Iquitos (SLD×Iq) cross twelve were associated with survival but in the reciprocal IqxSLD cross, only six QTL were survival associated. Polymorphisms at acetylcholine esterase (AchE) loci 1 and 2 were not associated with either resistance phenotype suggesting that target site insensitivity is not an organophosphate resistance mechanism in this region of México. Temephos resistance is under the control of many metabolic genes of small effect and dispersed throughout the Ae. aegypti genome.

  17. Fine Mapping and Evolution of a QTL Region on Cattle Chromosome 3

    Science.gov (United States)

    Donthu, Ravikiran

    2009-01-01

    The goal of my dissertation was to fine map the milk yield and composition quantitative trait loci (QTL) mapped to cattle chromosome 3 (BTA3) by Heyen et al. (1999) and to identify candidate genes affecting these traits. To accomplish this, the region between "BL41" and "TGLA263" was mapped to the cattle genome sequence assembly Btau 3.1 and a…

  18. Identification of nutrient and physical seed trait QTL in the model legume Lotus japonicus.

    Science.gov (United States)

    Klein, Melinda A; Grusak, Michael A

    2009-08-01

    Legume seeds have the potential to provide a significant portion of essential micronutrients to the human diet. To identify the genetic basis for seed nutrient density, quantitative trait locus (QTL) analysis was conducted with the Miyakojima MG-20 x Gifu B-129 recombinant inbred population from the model legume Lotus japonicus. This population was grown to seed under greenhouse conditions in 2006 and 2007. Phenotypic data were collected for seed calcium (Ca), copper (Cu), iron (Fe), potassium (K), magnesium (Mg), manganese (Mn), phosphorus (P), sulfur (S), and zinc (Zn) concentrations and content. Data for physical seed traits (average seed mass and seed-pod allocation values) were also collected. Based on these phenotypic data, QTL analyses identified 103 QTL linked to 55 different molecular markers. Transgressive segregation, identified within this recombinant inbred population for both seed nutrient and physical traits, suggests new allelic combinations are available for agronomic trait improvement. QTL co-localization was also seen, suggesting that common transport processes might contribute to seed nutrient loading. Identification of loci involved in seed mineral density can be an important first step in identifying the genetic factors and, consequently, the physiological processes involved in mineral distribution to developing seeds. Longer term research efforts will focus on facilitating agronomic breeding efforts through ortholog identification in related crop legumes.

  19. Mapping carcass and meat quality QTL on Sus Scrofa chromosome 2 in commercial finishing pigs

    NARCIS (Netherlands)

    Heuven, H.C.M.; van Wijk, R.H.J.; Dibbits, B.; van Kampen, T.A.; Knol, E.F.

    2009-01-01

    Genet Sel Evol. 2009 Jan 5;41:4. Mapping carcass and meat quality QTL on Sus Scrofa chromosome 2 in commercial finishing pigs. Heuven HC, van Wijk RH, Dibbits B, van Kampen TA, Knol EF, Bovenhuis H. Animal Breeding and Genomics Centre, Wageningen University, Wageningen, The Netherlands. h.c.m.heuven

  20. QTL analysis of the genetic architecture determining resistance to fire blight in an apple progeny

    NARCIS (Netherlands)

    Calenge, F.; Drouet, D.; Weg, van de W.E.; Brisset, M.N.; Paulin, J.P.; Durel, C.E.

    2004-01-01

    Fire blight, caused by the bacterial pathogen Erwinia amylovora, is one of the most destructive diseases of apple (Malus x domestica). In order to analyse the genetic determinism of resistance to fire blight in apple, a quantitative trait analysis (QTL) approach was used. A F1 progeny of 164 individ

  1. Probability genotype imputation method and integrated weighted lasso for QTL identification

    NARCIS (Netherlands)

    Demetrashvili, Nino; Van den Heuvel, Edwin R; Wit, Ernst C

    2013-01-01

    Background: Many QTL studies have two common features: (1) often there is missing marker information, (2) among many markers involved in the biological process only a few are causal. In statistics, the second issue falls under the headings "sparsity" and "causal inference". The goal of this work is

  2. Factors influencing QTL mapping accuracy under complicated genetic models by computer simulation.

    Science.gov (United States)

    Su, C F; Wang, W; Gong, S L; Zuo, J H; Li, S J

    2016-12-19

    The accuracy of quantitative trait loci (QTLs) identified using different sample sizes and marker densities was evaluated in different genetic models. Model I assumed one additive QTL; Model II assumed three additive QTLs plus one pair of epistatic QTLs; and Model III assumed two additive QTLs with opposite genetic effects plus two pairs of epistatic QTLs. Recombinant inbred lines (RILs) (50-1500 samples) were simulated according to the Models to study the influence of different sample sizes under different genetic models on QTL mapping accuracy. RILs with 10-100 target chromosome markers were simulated according to Models I and II to evaluate the influence of marker density on QTL mapping accuracy. Different marker densities did not significantly influence accurate estimation of genetic effects with simple additive models, but influenced QTL mapping accuracy in the additive and epistatic models. The optimum marker density was approximately 20 markers when the recombination fraction between two adjacent markers was 0.056 in the additive and epistatic models. A sample size of 150 was sufficient for detecting simple additive QTLs. Thus, a sample size of approximately 450 is needed to detect QTLs with additive and epistatic models. Sample size must be approximately 750 to detect QTLs with additive, epistatic, and combined effects between QTLs. The sample size should be increased to >750 if the genetic models of the data set become more complicated than Model III. Our results provide a theoretical basis for marker-assisted selection breeding and molecular design breeding.

  3. QTL detection by multi-parent linkage mapping in oil palm (Elaeis guineensis Jacq.).

    Science.gov (United States)

    Billotte, N; Jourjon, M F; Marseillac, N; Berger, A; Flori, A; Asmady, H; Adon, B; Singh, R; Nouy, B; Potier, F; Cheah, S C; Rohde, W; Ritter, E; Courtois, B; Charrier, A; Mangin, B

    2010-05-01

    A quantitative trait locus (QTL) analysis designed for a multi-parent population was carried out and tested in oil palm (Elaeis guineensis Jacq.), which is a diploid cross-fertilising perennial species. A new extension of the MCQTL package was especially designed for crosses between heterozygous parents. The algorithm, which is now available for any allogamous species, was used to perform and compare two types of QTL search for small size families, within-family analysis and across-family analysis, using data from a 2 x 2 complete factorial mating experiment involving four parents from three selected gene pools. A consensus genetic map of the factorial design was produced using 251 microsatellite loci, the locus of the Sh major gene controlling fruit shell presence, and an AFLP marker of that gene. A set of 76 QTLs involved in 24 quantitative phenotypic traits was identified. A comparison of the QTL detection results showed that the across-family analysis proved to be efficient due to the interconnected families, but the family size issue is just partially solved. The identification of QTL markers for small progeny numbers and for marker-assisted selection strategies is discussed.

  4. Genome scan for parent-of-origin QTL effects on bovine growth and carcass traits

    NARCIS (Netherlands)

    Imumorin, I.G.; Kim, B.; Li, Y.; Koning, de D.J.; Arendonk, van J.A.M.; Donato, S.

    2011-01-01

    Parent-of-origin effects (POE) such as genomic imprinting influence growth and body composition in livestock, rodents, and humans. Here, we report the results of a genome scan to detect quantitative trait loci (QTL) with POE on growth and carcass traits in Angus × Brahman cattle crossbreds. We ident

  5. Epistatic QTL pairs associated with meat quality and carcass composition traits in a porcine Duroc × Pietrain population

    Directory of Open Access Journals (Sweden)

    Jüngst Heinz

    2010-10-01

    Full Text Available Abstract Background Quantitative trait loci (QTL analyses in pig have revealed numerous individual QTL affecting growth, carcass composition, reproduction and meat quality, indicating a complex genetic architecture. In general, statistical QTL models consider only additive and dominance effects and identification of epistatic effects in livestock is not yet widespread. The aim of this study was to identify and characterize epistatic effects between common and novel QTL regions for carcass composition and meat quality traits in pig. Methods Five hundred and eighty five F2 pigs from a Duroc × Pietrain resource population were genotyped using 131 genetic markers (microsatellites and SNP spread over the 18 pig autosomes. Phenotypic information for 26 carcass composition and meat quality traits was available for all F2 animals. Linkage analysis was performed in a two-step procedure using a maximum likelihood approach implemented in the QxPak program. Results A number of interacting QTL was observed for different traits, leading to the identification of a variety of networks among chromosomal regions throughout the porcine genome. We distinguished 17 epistatic QTL pairs for carcass composition and 39 for meat quality traits. These interacting QTL pairs explained up to 8% of the phenotypic variance. Conclusions Our findings demonstrate the significance of epistasis in pigs. We have revealed evidence for epistatic relationships between different chromosomal regions, confirmed known QTL loci and connected regions reported in other studies. Considering interactions between loci allowed us to identify several novel QTL and trait-specific relationships of loci within and across chromosomes.

  6. QTL analysis of Kernel-related traits in maize using an immortalized F2 population.

    Science.gov (United States)

    Zhang, Zhanhui; Liu, Zonghua; Hu, Yanmin; Li, Weihua; Fu, Zhiyuan; Ding, Dong; Li, Haochuan; Qiao, Mengmeng; Tang, Jihua

    2014-01-01

    Kernel size and weight are important determinants of grain yield in maize. In this study, multivariate conditional and unconditional quantitative trait loci (QTL), and digenic epistatic analyses were utilized in order to elucidate the genetic basis for these kernel-related traits. Five kernel-related traits, including kernel weight (KW), volume (KV), length (KL), thickness (KT), and width (KWI), were collected from an immortalized F2 (IF2) maize population comprising of 243 crosses performed at two separate locations over a span of two years. A total of 54 unconditional main QTL for these five kernel-related traits were identified, many of which were clustered in chromosomal bins 6.04-6.06, 7.02-7.03, and 10.06-10.07. In addition, qKL3, qKWI6, qKV10a, qKV10b, qKW10a, and qKW7a were detected across multiple environments. Sixteen main QTL were identified for KW conditioned on the other four kernel traits (KL, KWI, KT, and KV). Thirteen main QTL were identified for KV conditioned on three kernel-shape traits. Conditional mapping analysis revealed that KWI and KV had the strongest influence on KW at the individual QTL level, followed by KT, and then KL; KV was mostly strongly influenced by KT, followed by KWI, and was least impacted by KL. Digenic epistatic analysis identified 18 digenic interactions involving 34 loci over the entire genome. However, only a small proportion of them were identical to the main QTL we detected. Additionally, conditional digenic epistatic analysis revealed that the digenic epistasis for KW and KV were entirely determined by their constituent traits. The main QTL identified in this study for determining kernel-related traits with high broad-sense heritability may play important roles during kernel development. Furthermore, digenic interactions were shown to exert relatively large effects on KL (the highest AA and DD effects were 4.6% and 6.7%, respectively) and KT (the highest AA effects were 4.3%).

  7. Mapping of angular leaf spot resistance QTL in common bean (Phaseolus vulgaris L. under different environments

    Directory of Open Access Journals (Sweden)

    Oblessuc Paula

    2012-06-01

    Full Text Available Abstract Background Common bean (Phaseolus vulgaris L. is the most important grain legume for human diet worldwide and the angular leaf spot (ALS is one of the most devastating diseases of this crop, leading to yield losses as high as 80%. In an attempt to breed resistant cultivars, it is important to first understand the inheritance mode of resistance and to develop tools that could be used in assisted breeding. Therefore, the aim of this study was to identify quantitative trait loci (QTL controlling resistance to ALS under natural infection conditions in the field and under inoculated conditions in the greenhouse. Results QTL analyses were made using phenotypic data from 346 recombinant inbreed lines from the IAC-UNA x CAL 143 cross, gathered in three experiments, two of which were conducted in the field in different seasons and one in the greenhouse. Joint composite interval mapping analysis of QTL x environment interaction was performed. In all, seven QTLs were mapped on five linkage groups. Most of them, with the exception of two, were significant in all experiments. Among these, ALS10.1DG,UC presented major effects (R2 between 16% - 22%. This QTL was found linked to the GATS11b marker of linkage group B10, which was consistently amplified across a set of common bean lines and was associated with the resistance. Four new QTLs were identified. Between them the ALS5.2 showed an important effect (9.4% under inoculated conditions in the greenhouse. ALS4.2 was another major QTL, under natural infection in the field, explaining 10.8% of the variability for resistance reaction. The other QTLs showed minor effects on resistance. Conclusions The results indicated a quantitative inheritance pattern of ALS resistance in the common bean line CAL 143. QTL x environment interactions were observed. Moreover, the major QTL identified on linkage group B10 could be important for bean breeding, as it was stable in all the environments. Thereby, the GATS11b

  8. Phenotypic plasticity, QTL mapping and genomic characterization of bud set in black poplar

    Directory of Open Access Journals (Sweden)

    Fabbrini Francesco

    2012-04-01

    Full Text Available Abstract Background The genetic control of important adaptive traits, such as bud set, is still poorly understood in most forest trees species. Poplar is an ideal model tree to study bud set because of its indeterminate shoot growth. Thus, a full-sib family derived from an intraspecific cross of P. nigra with 162 clonally replicated progeny was used to assess the phenotypic plasticity and genetic variation of bud set in two sites of contrasting environmental conditions. Results Six crucial phenological stages of bud set were scored. Night length appeared to be the most important signal triggering the onset of growth cessation. Nevertheless, the effect of other environmental factors, such as temperature, increased during the process. Moreover, a considerable role of genotype × environment (G × E interaction was found in all phenological stages with the lowest temperature appearing to influence the sensitivity of the most plastic genotypes. Descriptors of growth cessation and bud onset explained the largest part of phenotypic variation of the entire process. Quantitative trait loci (QTL for these traits were detected. For the four selected traits (the onset of growth cessation (date2.5, the transition from shoot to bud (date1.5, the duration of bud formation (subproc1 and bud maturation (subproc2 eight and sixteen QTL were mapped on the maternal and paternal map, respectively. The identified QTL, each one characterized by small or modest effect, highlighted the complex nature of traits involved in bud set process. Comparison between map location of QTL and P. trichocarpa genome sequence allowed the identification of 13 gene models, 67 bud set-related expressional and six functional candidate genes (CGs. These CGs are functionally related to relevant biological processes, environmental sensing, signaling, and cell growth and development. Some strong QTL had no obvious CGs, and hold great promise to identify unknown genes that affect bud set

  9. New Insights on Eggplant/Tomato/Pepper Synteny and Identification of Eggplant and Pepper Orthologous QTL

    Directory of Open Access Journals (Sweden)

    Riccardo Rinaldi

    2016-07-01

    Full Text Available Eggplant, pepper and tomato are the most exploited berry-producing vegetables within the Solanaceae family. Their genomes differ in size, but each has 12 chromosomes which have undergone rearrangements causing a redistribution of loci. The genome sequences of all three species are available but differ in coverage, assembly quality and percentage of anchorage.Determining their syntenic relationship and QTL orthology will contribute to exploit genomic resources and genetic data for key agronomic traits.The syntenic analysis between tomato and pepper based on the alignment of 34,727 tomato CDS to the pepper genome sequence, identified 19,734 unique hits. The resulting synteny map confirmed the 14 inversions and 10 translocations previously documented, but also highlighted 3 new translocations and 4 major new inversions. Furthermore, each of the 12 chromosomes exhibited a number of rearrangements involving small regions of 0.5-0.7 Mbp.Due to high fragmentation of the publicly available eggplant genome sequence, physical localization of most eggplant QTL was not possible, thus, we compared the organization of the eggplant genetic map with the genome sequence of both tomato and pepper. The eggplant/tomato syntenic map confirmed all the 10 translocations but only 9 of the 14 known inversions; on the other hand, a newly detected inversion was recognized while another one was not confirmed. The eggplant/pepper syntenic map confirmed 10 translocations and 8 inversions already detected and suggested a putative new translocation.In order to perform the assessment of eggplant and pepper QTL orthology, the eggplant and pepper sequence-based markers located in their respective genetic map were aligned onto the pepper genome. GBrowse in pepper was used as reference platform for QTL positioning. A set of 151 pepper QTL were located as well as 212 eggplant QTL, including 76 major QTL (PVE ≥ 10% affecting key agronomic traits. Most were confirmed to cluster in

  10. 茶树炭疽病抗性的 QTL 分析%QTL Analysis for Anthracnose Resistance in Tea Plant (Camellia sinensis)

    Institute of Scientific and Technical Information of China (English)

    徐礼羿; 谭礼强; 王丽鸳; 齐桂年; 成浩; 韦康

    2016-01-01

    In order to provide a basis for breeding tea plants with anthracnose resistance, 170 F1 plants, derived from LJ43♀×BHZ♂, were used to constructed a linkage map by SSR markers. Field observation and indoor test were carried out in 2014. The data of phenotypic characters were used for QTL mapping and analysis by the method of MQM mapping. A pathogen was isolated from a diseased leaf of the F1 plants, and its gene sequence of ITS had 99%similarity with Colletotrichum sp. based on NCBI BLAST. The plants grown in open field were more easy to be infected by the pathogen than those grown in rooms. Eight QTLs were detected in six different linkage groups by QTL analysis. The LOD and PVE of individual QTLs ranged from 2.53 to 6.80 and 5.6% to 13.8%, respectively. A main QTL with LOD 6.80 and PVE 13.8% was detected in LG10.%以茶树 SSR 遗传连锁图谱为基础,选取龙井43为母本,白毫早为父本的170株 F1遗传群体为试验材料,于2014年对该群体分别进行了茶树炭疽病抗性性状的田间观测和室内侵染试验,并采用复合区间作图法对该性状进行 QTL 定位与分析。结果显示:从 F1群体病叶上分离纯化出一种茶树炭疽病病菌 HZ-1,经NCBI BLAST 比对,其 ITS 基因序列与炭疽菌(Colletotrichum sp.)的亲缘关系最近,序列相似度为99%。对F1群体的炭疽病抗性表型分析发现,田间环境下的感病单株的占比(41%)高于室内环境(24%)。QTL 分析显示,在6个不同的遗传连锁群(Linkage group,LG)上共检测到8个 QTLs,单个 QTL 的 LOD 阈值变幅为2.53~6.80,单个 QTL 的表型变异贡献率的变幅为5.6%~13.8%。LG10存在1个控制茶树炭疽病抗性性状的主效 QTL,LOD 值6.80,表型变异贡献率13.8%。

  11. Dynamic analysis of QTL for plant height at different developmental stages in maize (Zea mays L.)

    Institute of Scientific and Technical Information of China (English)

    YAN Jianbing; TANG Hua; HUANG Yiqin; SHI Yonggang; LI Jiansheng; ZHENG Yonglian

    2003-01-01

    Plant height in maize is not only one of important agronomic traits, but also one of model traits suitablefor study of developmental biology. Using data from fieldtests in two locations (Wuhan and Xiangfan) within the sameyear and a molecular linkage map covering all of 10 chro-mosomes, QTLs affecting plant height at five different de-velopmental stages were mapped and analyzed by the com-bination of composite interval mapping and the conditionalanalysis method. Eight QTLs for plant height at differentstages were located at different regions of five chromosomes(LOD≥2.5). The results showed that there were differenteffect values of QTL on plant height at different develop-mental stages. Three QTLs were detected at all of five stages.With different stages, contributory percentage of single QTL to plant height varied between 3.8% and 17.1%. It suggestedthat the expression of each QTL controlling plant height wasdifferent at different stages. With net growth, seven condi-tional QTLs for plant height were detected. Conditional QTLs were nearly detected at each stage, and QTLs of Ph1-1, Ph1-2, Ph3, Ph5-2 and Ph9 were detected at both locations (Wuhan and Xiangfan). The contributory percentage of single conditional QTL to plant height varied between 3.8% and 12.3%, indicating that QTLs for plant height are expressed in different time-space. Therefore, QTL expressed at different stages should be considered when marker assistant selection is conducted for quantitative traits.

  12. A genome scan for QTL affecting resistance to Haemonchus contortus in sheep.

    Science.gov (United States)

    Sallé, G; Jacquiet, P; Gruner, L; Cortet, J; Sauvé, C; Prévot, F; Grisez, C; Bergeaud, J P; Schibler, L; Tircazes, A; François, D; Pery, C; Bouvier, F; Thouly, J C; Brunel, J C; Legarra, A; Elsen, J M; Bouix, J; Rupp, R; Moreno, C R

    2012-12-01

    Gastrointestinal nematodes are one of the main health issues in sheep breeding. To identify loci affecting the resistance to Haemonchus contortus, a genome scan was carried out using 1,275 Romane × Martinik Black Belly backcross lambs. The entire population was challenged with Haemonchus contortus in 2 consecutive experimental infections, and fecal egg counts (FEC) and packed cell volumes were measured. A subgroup of 332 lambs with extreme FEC was necropsied to determine the total worm burden, length of female worms, sex ratio in the worm population, abomasal pH, and serum and mucosal G immunoglobulins (IgG) responses. Pepsinogen concentration was measured in another subset of 229 lambs. For QTL detection, 160 microsatellite markers were used as well as the Illumina OvineSNP50 BeadChip that provided 42,469 SNP markers after quality control. Linkage, association, and joint linkage and association analyses were performed with the QTLMAP software. Linkage disequilibrium (LD) was estimated within each pure breed, and association analyses were carried out either considering or not the breed origin of the haplotypes. Four QTL regions on sheep chromosomes (OAR)5, 12, 13, and 21 were identified as key players among many other QTL with small to moderate effects. A QTL on OAR21 affecting pepsinogen concentration exactly matched the pepsinogen (PGA5) locus. A 10-Mbp region affecting FEC after the 1st and 2nd infections was found on OAR12. The SNP markers outperformed microsatellites in the linkage analysis. Taking advantage of the LD helped to refine the locations of the QTL mapped on OAR5 and 13.

  13. Mapping of QTL affecting incidence of blood and meat inclusions in egg layers

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    Vennerström Pia

    2011-06-01

    Full Text Available Abstract Background Occurrence of blood and meat inclusions is an internal egg quality defect. Mass candling reveals most of the spots, but because brown eggshell hampers selection in brown chicken lines it has not been possible to eliminate the defect by selection. Estimated frequency of blood and meat inclusions in brown layers is about 18% whereas it is 0.5% in white egg layers. Several factors are known to increase the incidence of this fault: genetic background, low level of vitamin A and/or D, stress or infections, for instance. To study the genetic background of the defect, a mapping population of 1599 F2 hens from a cross of White Rock and Rhode Island Red lines was set up. Results Our histopathological analyses show that blood spots consist of mainly erythrocytes and that meat spots are accumulations of necrotic material. Linkage analysis of 27 chromosomes with 162 microsatellite markers revealed one significant quantitative trait locus (QTL affecting blood spot and meat spot frequency. We sequenced a fragment of a candidate gene within the region, ZO-2, coding for a tight junction protein. Nine polymorphisms were detected and two of them were included in fine-mapping and association analysis. Fine-mapping defined the QTL result. To further verify the QTL, association analyses were carried out in two independent commercial breeding lines with the marker MCW241 and surrounding SNPs. Association was found mainly in a 0.8 Mb-wide chromosomal area on GGAZ. Conclusions There was good agreement between the location of the QTL region on chromosome Z and the association results in the commercial breeds analyzed. Variations found in tight junction protein ZO-2 and microRNA gga-mir-1556 may predispose egg layers to blood and meat spot defects. This paper describes the first results of detailed QTL analyses of the blood and meat spots trait(s in chickens.

  14. Mapeamento de locos de características quantitativas nos cromossomos 5, 7 e 8 de suínos Mapping of quantitative trait loci mapping in chromosomes 5, 7 and 8 of swines

    Directory of Open Access Journals (Sweden)

    Katiene Régia Silva Sousa

    2011-01-01

    Full Text Available Objetivou-se mapear QTL nos cromossomos 5, 7 e 8 e associá-los a características de carcaça, cortes de carcaça, qualidade de carne, desempenho e órgãos internos de suínos. Uma progênie F2 de 614 animais foi produzida do cruzamento de dois varrões da raça naturalizada brasileira Piau e 18 fêmeas comerciais (Landrace x Large White x Pietrain. A população foi genotipada para 14 marcadores microssatélites cobrindo os cromossomos 5, 7 e 8. Em seguida, foi construído o mapa de ligação para cada cromossomo. As análises de associação foram feitas usando o mapeamento de intervalo por regressão para detecção de QTL. Para características de carcaça e cortes de carcaça, foram mapeados 20 QTL nos três cromossomos, enquanto, para características de qualidade de carne, foram encontrados apenas três QTL nos cromossomos 7 e 8. Entre eles, QTL significativos a 5% no genoma foram encontrados para menor espessura de toucinho na região acima da última vértebra lombar, na linha dorsolombar no cromossomo 5; e para comprimento total do intestino delgado, peso da banha-rama e luminosidade no cromossomo 8. Para comprimento de carcaça pelo método brasileiro e comprimento de carcaça pelo método americano, QTL significativos a 1% no genoma foram encontrados no cromossomo 7. Os resultados encontrados facilitarão estudos futuros, como o mapeamento fino e a identificação de genes que controlam a composição corporal e a qualidade de carne e que poderão ser incorporados em programas de seleção assistida por marcadores para acelerar o melhoramento genético de populações de suínos, além de ajudar no melhor entendimento da fisiologia das características de produção de suínos.The aim of this experiment was to map QTL in chromosomes 5, 7 and 8 and to associate them to carcass traits, carcass cuts, meat quality, performance and internal organs of swines. An F2 offspring with 614 animals was produced from the matting of two Brazilian

  15. Acidentes de trabalho afetando a coluna vertebral: um estudo realizado com trabalhadores de enfermagem de um hospital universitário Los accidentes de trabajo que afectan la columna vertebral: un estudio realizado con trabajadores de enfermeria de un hospital universitario Occupational accidents affecting the spinal vertebrae: a study among nursing workers of a university hospital

    Directory of Open Access Journals (Sweden)

    Neusa Maria Costa Alexandre

    1998-04-01

    Full Text Available Com o objetivo de avaliar determinadas características da ocorrência de acidentes do trabalho afetando a coluna vertebral em trabalhadores de enfermagem de um hospital universitário, entrevistou-se todos os funcionários que sofreram esse tipo de acidente em um período de seis meses. Esses trabalhadores eram basicamente do sexo feminino e tinham uma idade média de 43,2 anos. Não houve uma diferença estatística significante que demonstrasse um predomínio de acidentes entre os turnos de trabalho e entre as diferentes categorias de enfermagem envolvidas. A maioria dos acidentes ocorreu na própria unidade de trabalho, quando esses trabalhadores estavam movimentando ou transportando pacientes e equipamentos e por quedas devido ao piso escorregadio. As regiões mais atingidas da coluna vertebral foram a lombar e a cervical e a maior parte dos entrevistados afirmou que já tinha tido algum tipo de problema na região dorsal.Con el objetivo de evaluar determinadas características sobre casos de accidentes de trabajo que afectan la columna vertebral en trabajadores de Enfermería, estrevistamos todos los funcionarios que sufrieron este tipo de accidente en un período de 6 meses. Estos trabajadores eran básicamente del sexo femenino y tenían una edad média de 43,2 ãnos. No hubo diferencia estatística significante que muestre un predomínio de accidentes entre los turnos de trabajo y entre las diferentes categorías de Enfermería. La mayoría de los accidentes ocurrieron en la propia unidad de trabajo cuando esos trabajadores estaban moviendo o transportando pacientes y equipos, y por caídas debido al piso resbaladizo. Las regiones más frecuentemente afectadas fueron la región lumbar y la cervical. La mayor parte de los entrevistados afirmó que ya había tenido algún tipo de problema en la columna.In order to evaluate certain characteristics of the occurrence of occupational back injury among nursing staff, all workers affected

  16. Rapid identification of fruit length loci in cucumber (Cucumis sativus L.) using next-generation sequencing (NGS)-based QTL analysis.

    Science.gov (United States)

    Wei, Qing-Zhen; Fu, Wen-Yuan; Wang, Yun-Zhu; Qin, Xiao-Dong; Wang, Jing; Li, Ji; Lou, Qun-Feng; Chen, Jin-Feng

    2016-06-07

    The cucumber (Cucumis sativus L.) exhibits extensive variations in fruit size and shape. Fruit length is an important agronomic and domesticated trait controlled by quantitative trait loci (QTLs). Nonetheless, the underlying molecular and genetic mechanisms that determine cucumber fruit length remain unclear. QTL-seq is an efficient strategy for QTL identification that takes advantage of bulked-segregant analysis (BSA) and next-generation sequencing (NGS). In the present study, we conducted QTL mapping and QTL-seq of cucumber fruit length. QTL mapping identified 8 QTLs for immature and mature fruit length. A major-effect QTL fl3.2, which explained a maximum of 38.87% of the phenotypic variation, was detected. A genome-wide comparison of SNP profiles between two DNA bulks identified 6 QTLs for ovary length. QTLs ovl3.1 and ovl3.2 both had major effects on ovary length with a △ (SNP-index) of 0.80 (P < 0.01) and 0.74 (P < 0.01), respectively. Quantitative RT-PCR of fruit size-related homologous genes localized in the consensus QTL FL3.2 was conducted. Four candidate genes exhibited increased expression levels in long fruit genotypes. Our results demonstrated the power of the QTL-seq method in rapid QTL detection and provided reliable QTL regions for fine mapping of fruit length-related loci and for identifying candidate genes.

  17. ANATI QUANTI: software de análises quantitativas para estudos em anatomia vegetal ANATI QUANTI: quantitative analysis software for plant anatomy studies

    Directory of Open Access Journals (Sweden)

    T.V. Aguiar

    2007-12-01

    Full Text Available Em diversos estudos interdisciplinares em que a Anatomia Vegetal é utilizada, análises quantitativas complementares são necessárias. Geralmente, a avaliação micromorfométrica é feita manualmente e/ou utilizando programas computacionais de análise de imagens não específicos. Este trabalho teve como objetivo desenvolver um programa específico para Anatomia Vegetal quantitativa e testar sua eficiência e aceitação por usuários. A solução foi elaborada na linguagem Java, visando maior mobilidade em relação ao sistema operacional a ser usado. O software desenvolvido foi denominado ANATI QUANTI e testado pelos alunos, pesquisadores e professores do Laboratório de Anatomia Vegetal da Universidade Federal de Viçosa (UFV. Todos os entrevistados receberam fotos para efetuarem medições no ANATI QUANTI e comparar com os resultados obtidos utilizando o software disponível. Os voluntários, através de questionários previamente formulados, destacaram as principais vantagens e desvantagens do programa desenvolvido em relação ao software disponível. Além de ser mais específico, simples e ágil do que o software disponível, o ANATI QUANTI é confiável, atendendo à expectativa dos entrevistados. Entretanto, há necessidade de acrescentar recursos adicionais, como a inserção de novas escalas, o que aumentaria a gama de usuários. O ANATI QUANTI já está em uso nas pesquisas desenvolvidas por usuários na UFV. Por ser um software livre e de código aberto, será disponibilizado na internet gratuitamente.Complementary quantitative analyses are necessary for several interdisciplinary studies using Plant Anatomy. Generally, micromorphometric evaluation is performed manually and/or using non-specific software for image analyses. This work aimed to develop specific quantitative analysis software for Plant Anatomy and test its efficiency and acceptance by users. The solution was elaborated in the JAVA language, which has a greater

  18. Considerações sobre a determinação quantitativa de alendronato de sódio: titulometria x cromatografia

    Directory of Open Access Journals (Sweden)

    ANA FERREIRA RIBEIRO

    2010-06-01

    Full Text Available O alendronato de sódio é um composto aminodifosfonado capaz de se fixar à matriz óssea e inibir a reabsorção mediada por osteoclastos. A escassez de metodologias oficiais para a determinação quantitativa deste fármaco levou ao desenvolvimento de diversos métodos, os quais empregam, em sua maioria, a cromatografia líquida de alta eficiência (CLAE, com a derivatização do fármaco para poder empregar detectores de ultravioleta. Também há relatos sobre metodologias mais simples para a análise do alendronato, utilizando titulometria ou análise espectrofotométrica. Neste trabalho foi avaliado o emprego da titulometria de neutralização na determinação quantitativa do alendronato de sódio em três lotes de matéria-prima, utilizando NaOH 0,1 M como titulante. Os resultados obtidos na titulometria foram comparados aos encontrados em método cromatográfico de referência (CLAE com derivatização por 9-fluorenilmetilcloroformato ou FMOC, descrito na Farmacopéia Americana (United States Pharmacopeia, os quais apresentaram valores estatisticamente diferentes. Ensaios para a caracterização das amostras também foram realizados e foi observado comportamento distinto das 3 matérias-primas em relação à substância de referência (padrão secundário. O método titulométrico apresentou adequada precisão, mas não mostrou especificidade para a determinação das matérias-primas, embora possa ser validado para determinação do fármaco em produto acabado. Palavras-chave: Alendronato. Titulação ácido-base. Cromatografia. Derivatização. ABSTRACT Observations on the quantitative determination of alendronate sodium: titrimetry vs. chromatography Alendronate sodium is an aminobisphosphonate compound that can bind to the bone matrix and inhibit its osteoclast-mediated resorption. The lack of official monographs on the quantitative analysis of this drug has led to the proposal of a number of different methods for its

  19. The comparative analysis based on maize integrated QTL map and meta-analysis of plant height QTLs

    Institute of Scientific and Technical Information of China (English)

    WANG Yi; YAO Ji; ZHANG Zhengfeng; ZHENG Yonglian

    2006-01-01

    1201 published maize QTLs conferring for 68 traits were collected and imported into local CMap software to construct an integrated QTL map, which can be used for marker-mining, QTL localization, gene cloning and marker-assisted selection. The maize integrated QTL map showed that maize QTLs for various traits usually clustered in all chromosomes. 22 plant height QTLs of maize were co-linear with 64 plant height QTLs of rice, 43 grain yield QTLs of maize were co-liner with 7 grain yield QTLs of rice. 127 plant height QTLs of maize were refined by means of "overview" analysis. At last, 40 "real" QTLs were identifed. A substantial number of candidate quantitative trait genes for plant height of maize were found. These results established an important bioinformatics platform for extracting most of maize QTL information.

  20. Abordagens semiquantitativa e quantitativa na avaliação da textura do solo por espectroscopia de reflectância bidirecional no VIS-NIR-SWIR

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    Marston Héracles Domingues Franceschini

    2013-12-01

    Full Text Available O objetivo deste trabalho foi avaliar o potencial da espectroscopia de reflectância no VIS-NIR-SWIR, para a caracterização granulométrica de amostras de solos de diferentes classes texturais, e obter modelos de predição dos teores de argila, silte e areia no solo. Utilizou-se um conjunto de amostras representativas de Latossolos e Argissolo de cinco locais do Estado do Mato Grosso do Sul. Os espectros do visível e do infravermelho próximo ao infravermelho de ondas curtas (de 350 a 2.500 nm das amostras foram obtidos e analisados. Empregaram-se a análise de componentes principais (ACP, agrupamento por "fuzzy c-means", regressão logística multinomial (RLM e regressão por mínimos quadrados parciais. Espectros característicos para as diferentes classes texturais e a segregação de amostras de classes texturais e de locais de coleta com características distintas, por meio da ACP, "fuzzy c-means" e RLM, mostram o potencial semiquantitativo dos dados de reflectância no VIS-NIR-SWIR. Obteve-se quantificação satisfatória quanto à argila (R²=0,92, RPD=3,59, ao silte (R²=0,80, RPD=2,15 e à areia (R²=0,87, RPD=2,62. As técnicas de espectroscopia de reflectância podem auxiliar na determinação da textura e da variabilidade espacial do solo com metodologias semiquantitativas ou quantitativas.

  1. Molecular mapping of Verticillium wilt resistance QTL clustered on chromosomes D7 and D9 in upland cotton

    Institute of Scientific and Technical Information of China (English)

    JIANG Feng; ZHAO Jun; ZHOU Lei; GUO WangZhen; ZHANG TianZhen

    2009-01-01

    Verticillium wilt is s destructive disease with international consequences for cotton production. Breeding broad-spectrum resistant cultivars is considered to be one of the most effective means for reducing crop losses. A resistant cotton cultivar, 60182, was crossed with a susceptible cultivar, Junmian 1, to identify markers for Verticillium resistance genes and validate the mode of its inheritance. Genetic segregation analysis for Verticillium wilt resistance was evaluated based upon infected leaf percentage in the seedling stage using major gene-polygene mixed inheritance models and joint analysis of P_1, P_2, F_1, B_1, B_2 and F_2 populations obtained from the cultivar cross. We found that resistance of upland cotton cultivar 60182 to isolates BP2, VD8 and T9, and their isoconcentration mixture was controlled by two major genes with additive-dominance-epistatic effects, and the inheritance of the major gene was dominant. Furthermore, a genetic linkage map was constructed using F_2 segregating population and resistance phenotypic data were obtained using F_(2:3) families inoculated with different isolates and detected in different developmental stages. The genetic linkage map with 139 loci was comprised of 31 linkage groups covering 1165 cM, with an average distance of 8.38 cM between two markers, or 25.89% of the cotton genome length. From 60182, we found 4 QTL on chromosome D7 and 4 QTL on D9 for BP2, 5 QTL on D7 and 9 QTL on D9 for VD8, 4 QTL on D7 and 5 QTL on D9 for T9 and 3 QTL on D7 and 7 QTL on D7 for mixed pathogens. The QTL mapping results revealed that QTL clusters with high contribution rates were screened simultaneously on chromosomes D9 and D7 by multiple interval mapping (CIM), whether from resistance phenotypic data from different developmental stages or for different isolates. The result is consistent with the genetic model of two major genes in 60182 and suggests broad-spectrum resistance to both defoliating isolates of V. dahliae and

  2. Microsatellite mapping of QTL affecting growth, feed consumption, egg production, tonic immobility and body temperature of Japanese quail

    Directory of Open Access Journals (Sweden)

    Gourichon David

    2005-06-01

    Full Text Available Abstract Background The Japanese quail (Coturnix japonica is both an animal model in biology and a commercial bird for egg and meat production. Modern research developments with this bird, however, have been slowed down by the limited information that is available on the genetics of the Japanese quail. Recently, quail genetic maps with microsatellites and AFLP have been produced which open the way to comparative works with the chicken (Gallus gallus, and to QTL detection for a variety of traits. The purpose of this work was to detect for the first time QTL for commercial traits and for more basic characters in an F2 experiment with 434 female quail, and to compare the nature and the position of the detected QTL with those from the first chicken genome scans carried out during the last few years. Results Genome-wide significant or suggestive QTL were found for clutch length, body weight and feed intake on CJA01, age at first egg and egg number on CJA06, and eggshell weight and residual feed intake on CJA20, with possible pleiotropy for the QTL affecting body weight and feed intake, and egg number and age at first egg. A suggestive QTL was found for tonic immobility on CJA01, and chromosome-wide significant QTL for body temperature were detected on CJA01 and CJA03. Other chromosome-wide significant QTL were found on CJA02, CJA05, CJA09 and CJA14. Parent-of-origin effects were found for QTL for body weight and feed intake on CJA01. Conclusion Despite its limited length, the first quail microsatellite map was useful to detect new QTL for rarely reported traits, like residual feed intake, and to help establish some correspondence between the QTL for feed intake, body weight and tonic immobility detected in the present work and those reported on GGA01 in the chicken. Further comparative work is now possible in order to better estimate and understand the genetic similarities and differences of these two Phasianidae species.

  3. A Multiple QTL-Seq Strategy Delineates Potential Genomic Loci Governing Flowering Time in Chickpea

    Science.gov (United States)

    Srivastava, Rishi; Upadhyaya, Hari D.; Kumar, Rajendra; Daware, Anurag; Basu, Udita; Shimray, Philanim W.; Tripathi, Shailesh; Bharadwaj, Chellapilla; Tyagi, Akhilesh K.; Parida, Swarup K.

    2017-01-01

    Identification of functionally relevant potential genomic loci using an economical, simpler and user-friendly genomics-assisted breeding strategy is vital for rapid genetic dissection of complex flowering time quantitative trait in chickpea. A high-throughput multiple QTL-seq strategy was employed in two inter (Cicer arietinum desi accession ICC 4958 × C reticulatum wild accession ICC 17160)- and intra (ICC 4958 × C. arietinum kabuli accession ICC 8261)-specific RIL mapping populations to identify the major QTL genomic regions governing flowering time in chickpea. The whole genome resequencing discovered 1635117 and 592486 SNPs exhibiting differentiation between early- and late-flowering mapping parents and bulks, constituted by pooling the homozygous individuals of extreme flowering time phenotypic trait from each of two aforesaid RIL populations. The multiple QTL-seq analysis using these mined SNPs in two RIL mapping populations narrowed-down two longer (907.1 kb and 1.99 Mb) major flowering time QTL genomic regions into the high-resolution shorter (757.7 kb and 1.39 Mb) QTL intervals on chickpea chromosome 4. This essentially identified regulatory as well as coding (non-synonymous/synonymous) novel SNP allelic variants from two efl1 (early flowering 1) and GI (GIGANTEA) genes regulating flowering time in chickpea. Interestingly, strong natural allelic diversity reduction (88–91%) of two known flowering genes especially mapped at major QTL intervals as compared to that of background genomic regions (where no flowering time QTLs were mapped; 61.8%) in cultivated vis-à-vis wild Cicer gene pools was evident inferring the significant impact of evolutionary bottlenecks on these loci during chickpea domestication. Higher association potential of coding non-synonymous and regulatory SNP alleles mined from efl1 (36–49%) and GI (33–42%) flowering genes for early and late flowering time differentiation among chickpea accessions was evident. The robustness and

  4. Mapping QTL for Sex and Growth Traits in Salt-Tolerant Tilapia (Oreochromis spp. X O. mossambicus)

    Science.gov (United States)

    Lin, Grace; Chua, Elaine; Orban, Laszlo; Yue, Gen Hua

    2016-01-01

    In aquaculture, growth and sex are economically important traits. To accelerate genetic improvement in increasing growth in salt-tolerant tilapia, we conducted QTL mapping for growth traits and sex with an F2 family, including 522 offspring and two parents. We used 144 polymorphic microsatellites evenly covering the genome of tilapia to genotype the family. QTL analyses were carried out using interval mapping for all individuals, males and females in the family, respectively. Using all individuals, three suggestive QTL for body weight, body length and body thickness respectively were detected in LG20, LG22 and LG12 and explained 2.4% to 3.1% of phenotypic variance (PV). When considering only males, five QTL for body weight were detected on five LGs, and explained 4.1 to 6.3% of PV. Using only females from the F2 family, three QTL for body weight were detected on LG1, LG6 and LG8, and explained 7.9–14.3% of PV. The QTL for body weight in males and females were located in different LGs, suggesting that in salt-tolerant tilapia, different set of genes ‘switches’ control the growth in males and females. QTL for sex were mapped on LG1 and LG22, indicating multigene sex determination in the salt-tolerant tilapia. This study provides new insights on the locations and effects of QTL for growth traits and sex, and sets the foundation for fine mapping for future marker-assisted selection for growth and sex in salt-tolerant tilapia aquaculture. PMID:27870905

  5. Fine-mapping of a major QTL controlling angular leaf spot resistance in common bean (Phaseolus vulgaris L.).

    Science.gov (United States)

    Keller, Beat; Manzanares, Chloe; Jara, Carlos; Lobaton, Juan David; Studer, Bruno; Raatz, Bodo

    2015-05-01

    A major QTL for angular leaf spot resistance in the common bean accession G5686 was fine-mapped to a region containing 36 candidate genes. Markers have been developed for marker-assisted selection. Common bean (Phaseolus vulgaris L.) is an important grain legume and an essential protein source for human nutrition in developing countries. Angular leaf spot (ALS) caused by the pathogen Pseudocercospora griseola (Sacc.) Crous and U. Braun is responsible for severe yield losses of up to 80%. Breeding for resistant cultivars is the most ecological and economical means to control ALS and is particularly important for yield stability in low-input agriculture. Here, we report on a fine-mapping approach of a major quantitative trait locus (QTL) ALS4.1(GS, UC) for ALS resistance in a mapping population derived from the resistant genotype G5686 and the susceptible cultivar Sprite. 180 F3 individuals of the mapping population were evaluated for ALS resistance and genotyped with 22 markers distributed over 11 genome regions colocating with previously reported QTL for ALS resistance. Multiple QTL analysis identified three QTL regions, including one major QTL on chromosome Pv04 at 43.7 Mbp explaining over 75% of the observed variation for ALS resistance. Additional evaluation of 153 F4, 89 BC1F2 and 139 F4/F5/BC1F3 descendants with markers in the region of the major QTL delimited the region to 418 kbp harboring 36 candidate genes. Among these, 11 serine/threonine protein kinases arranged in a repetitive array constitute promising candidate genes for controlling ALS resistance. Single nucleotide polymorphism markers cosegregating with the major QTL for ALS resistance have been developed and constitute the basis for marker-assisted introgression of ALS resistance into advanced breeding germplasm of common bean.

  6. Mapping QTL for drought stress-induced premature senescence and maturity in cowpea [Vigna unguiculata (L.) Walp.].

    Science.gov (United States)

    Muchero, Wellington; Ehlers, Jeffrey D; Close, Timothy J; Roberts, Philip A

    2009-03-01

    Cowpea is an important crop for subsistence farmers in arid regions of Africa, Asia, and South America. Efforts to develop cultivars with improved productivity under drought conditions are constrained by lack of molecular markers associated with drought tolerance. Here, we report the mapping of 12 quantitative trait loci (QTL) associated with seedling drought tolerance and maturity in a cowpea recombinant inbred (RIL) population. One hundred and twenty-seven F(8) RILs developed from a cross between IT93K503-1 and CB46 were screened with 62 EcoR1 and Mse1 primer combinations to generate 306 amplified fragment length polymorphisms for use in genetic linkage mapping. The same population was phenotyped for maintenance of stem greenness (stg) and recovery dry weight (rdw) after drought stress in six greenhouse experiments. In field experiments conducted over 3 years, visual ratings and dry weights were used to phenotype drought stress-induced premature senescence in the RIL population. Kruskall-Wallis and multiple-QTL model mapping analysis were used to identify QTL associated with drought response phenotypes. Observed QTL were highly reproducible between stg and rdw under greenhouse conditions. Field studies confirmed all ten drought-response QTL observed under greenhouse conditions. Regions harboring drought-related QTL were observed on linkage groups 1, 2, 3, 5, 6, 7, 9, and 10 accounting for between 4.7 and 24.2% of the phenotypic variance (R(2)). Further, two QTL for maturity (R(2) = 14.4-28.9% and R(2) = 11.7-25.2%) mapped on linkage groups 7 and 8 separately from drought-related QTL. These results provide a platform for identification of genetic determinants of seedling drought tolerance in cowpea.

  7. Dynamic QTL analysis for fruit lycopene content and total soluble solid content in a Solanum lycopersicum x S. pimpinellifolium cross.

    Science.gov (United States)

    Sun, Y D; Liang, Y; Wu, J M; Li, Y Z; Cui, X; Qin, L

    2012-10-11

    Fruit lycopene content and total soluble solid content are important factors determining fruit quality of tomatoes; however, the dynamic quantitative trait loci (QTL) controlling lycopene and soluble solid content have not been well studied. We mapped the chromosomal regions controlling these traits in different periods in F(2:3) families derived from a cross between the domestic and wild tomato species Solanum lycopersicum and S. pimpinellifolium. Fifteen QTLs for lycopene and soluble solid content and other related traits analyzed at three different fruit ripening stages were detected with a composite interval mapping method. These QTLs explained 7-33% of the individual phenotypic variation. QTLs detected in the color-changing period were different from those detected in the other two periods. On chromosome 1, the soluble solid content QTL was located in the same region during the color-changing and full-ripe periods. On chromosome 4, the same QTL for lycopene content was found during the color-changing and full-ripe periods. The QTL for lycopene content on chromosome 4 co-located with the QTL for soluble solid content during the full-ripe period. Co-location of lycopene content QTL and soluble solid content QTLs may be due to pleiotropic effects of a single gene or a cluster of genes via physiological relationships among traits. On chromosome 9, the same two QTLs for lycopene content at two different fruit ripening periods may reflect genes controlling lycopene content that are always expressed in tomato fruit development.

  8. Comparative QTL analysis of maize seed artificial aging between an immortalized F2 population and its corresponding RILs

    Institute of Scientific and Technical Information of China (English)

    Bin Wang; Zhanhui Zhang; Zhiyuan Fu; Zonghua Liu; Yanmin Hu; Jihua Tang

    2016-01-01

    Seed aging decreases the quality and vigor of crop seeds,thereby causing substantial agricultural and economic losses in crops.To identify genetic differences in seed aging between homozygotes and heterozygotes in maize,the seeds of a set of recombinant inbred lines(RILs) and an immortalized F2(IF2) population were subjected to artificial aging treatments for 0,2,3,and 4 days under 45℃ and 85%relative humidity and seed vigor was then evaluated in a field experiment.Seed vigor of all entries tested decreased sharply with longer aging treatment and seed vigor decreased more slowly in heterozygotes than in homozygotes.Forty-nine QTL were detected for four measured seed vigor traits in the RIL(28QTL) and IF2(21 QTL) populations.Only one QTL,qGP5,was detected in both populations,indicating that the genes involved in anti-aging mechanisms differed between inbred lines and hybrids.Several QTL were identified to be responsible for multiple seed vigor traits simultaneously in the RIL and IF2 populations under artificial aging conditions.These QTL may include major genes for seed vigor or seed aging.QTL qVI4 b and qGE3 a detected in the RIL population coincided with genes ZmLOX1 and ZmPLD1 in the same respective chromosomal regions.These QTL would be useful for screening for anti-aging genes in maize breeding.

  9. Mapping QTL associated with Verticillium dahliae resistance in the cultivated strawberry (Fragaria × ananassa).

    Science.gov (United States)

    Antanaviciute, L; Šurbanovski, N; Harrison, N; McLeary, K J; Simpson, D W; Wilson, F; Sargent, D J; Harrison, R J

    2015-01-01

    A biparental cross of octoploid strawberry segregating for resistance to Verticillium dahliae, the causative agent of Verticillium wilt, was screened under field conditions for three seasons. Average wilt scores were significantly associated with multiple QTL, which were mostly significant across all years. Markers significantly associated with the traits were used to screen material with known wilt resistance and susceptibility phenotypes. A clear and statistically significant relationship was observed between resistant, tolerant and susceptible material and the total number of markers present in the different resistance classes. In field situations resistance QTL appear to behave in an additive manner. These markers are abundant in the cultivated strawberry germplasm indicating that, despite the large number of markers, clear genetic gain is possible through marker-assisted breeding.

  10. QTL analysis of crown rust resistance in perennial ryegrass under conditions of natural and artificial infection

    DEFF Research Database (Denmark)

    Schejbel, Britt; Jensen, Louise Friis Bach; Xing, Yongzhong;

    2007-01-01

    as well as by artificial pathogen inoculations using a detached leaf assessment. The broad sense heritability values for the field, detached leaf and combined assays were 0.42, 0.56, and 0.64, respectively, indicating a good potential for selection for crown rust resistance. A total of six QTLs were......Crown rust is an economically devastating disease of perennial ryegrass. Both artificial crown rust inoculations, with the possibility of several selection cycles in one year, as well as marker-assisted selection can be used for more efficient breeding of new resistant cultivars. The objective...... of this study was to map quantitative trait loci (QTL) for response to crown rust infection in perennial ryegrass. In order to identify relevant markers for response to crown rust infection, QTL mapping was performed on a ryegrass mapping population which was evaluated for resistance in the field for two years...

  11. Linkage relationships among multiple QTL for horticultural traits and late blight (P. infestans) resistance on chromosome 5 introgressed from wild tomato Solanum habrochaites.

    Science.gov (United States)

    Haggard, J Erron; Johnson, Emily B; St Clair, Dina A

    2013-12-09

    When the allele of a wild species at a quantitative trait locus (QTL) conferring a desirable trait is introduced into cultivated species, undesirable effects on other traits may occur. These negative phenotypic effects may result from the presence of wild alleles at other closely linked loci that are transferred along with the desired QTL allele (i.e., linkage drag) and/or from pleiotropic effects of the desired allele. Previously, a QTL for resistance to Phytophthora infestans on chromosome 5 of Solanum habrochaites was mapped and introgressed into cultivated tomato (S. lycopersicum). Near-isogenic lines (NILs) were generated and used for fine-mapping of this resistance QTL, which revealed coincident or linked QTL with undesirable effects on yield, maturity, fruit size, and plant architecture traits. Subsequent higher-resolution mapping with chromosome 5 sub-NILs revealed the presence of multiple P. infestans resistance QTL within this 12.3 cM region. In our present study, these sub-NILs were also evaluated for 17 horticultural traits, including yield, maturity, fruit size and shape, fruit quality, and plant architecture traits in replicated field experiments over the course of two years. Each previously detected single horticultural trait QTL fractionated into two or more QTL. A total of 41 QTL were detected across all traits, with ∼30% exhibiting significant QTL × environment interactions. Colocation of QTL for multiple traits suggests either pleiotropy or tightly linked genes control these traits. The complex genetic architecture of horticultural and P. infestans resistance trait QTL within this S. habrochaites region of chromosome 5 presents challenges and opportunities for breeding efforts in cultivated tomato.

  12. Resolving candidate genes of mouse skeletal muscle QTL via RNA-Seq and expression network analyses

    Directory of Open Access Journals (Sweden)

    Lionikas Arimantas

    2012-11-01

    Full Text Available Abstract Background We have recently identified a number of Quantitative Trait Loci (QTL contributing to the 2-fold muscle weight difference between the LG/J and SM/J mouse strains and refined their confidence intervals. To facilitate nomination of the candidate genes responsible for these differences we examined the transcriptome of the tibialis anterior (TA muscle of each strain by RNA-Seq. Results 13,726 genes were expressed in mouse skeletal muscle. Intersection of a set of 1061 differentially expressed transcripts with a mouse muscle Bayesian Network identified a coherent set of differentially expressed genes that we term the LG/J and SM/J Regulatory Network (LSRN. The integration of the QTL, transcriptome and the network analyses identified eight key drivers of the LSRN (Kdr, Plbd1, Mgp, Fah, Prss23, 2310014F06Rik, Grtp1, Stk10 residing within five QTL regions, which were either polymorphic or differentially expressed between the two strains and are strong candidates for quantitative trait genes (QTGs underlying muscle mass. The insight gained from network analysis including the ability to make testable predictions is illustrated by annotating the LSRN with knowledge-based signatures and showing that the SM/J state of the network corresponds to a more oxidative state. We validated this prediction by NADH tetrazolium reductase staining in the TA muscle revealing higher oxidative potential of the SM/J compared to the LG/J strain (p Conclusion Thus, integration of fine resolution QTL mapping, RNA-Seq transcriptome information and mouse muscle Bayesian Network analysis provides a novel and unbiased strategy for nomination of muscle QTGs.

  13. Network-based group variable selection for detecting expression quantitative trait loci (eQTL

    Directory of Open Access Journals (Sweden)

    Zhang Xuegong

    2011-06-01

    Full Text Available Abstract Background Analysis of expression quantitative trait loci (eQTL aims to identify the genetic loci associated with the expression level of genes. Penalized regression with a proper penalty is suitable for the high-dimensional biological data. Its performance should be enhanced when we incorporate biological knowledge of gene expression network and linkage disequilibrium (LD structure between loci in high-noise background. Results We propose a network-based group variable selection (NGVS method for QTL detection. Our method simultaneously maps highly correlated expression traits sharing the same biological function to marker sets formed by LD. By grouping markers, complex joint activity of multiple SNPs can be considered and the dimensionality of eQTL problem is reduced dramatically. In order to demonstrate the power and flexibility of our method, we used it to analyze two simulations and a mouse obesity and diabetes dataset. We considered the gene co-expression network, grouped markers into marker sets and treated the additive and dominant effect of each locus as a group: as a consequence, we were able to replicate results previously obtained on the mouse linkage dataset. Furthermore, we observed several possible sex-dependent loci and interactions of multiple SNPs. Conclusions The proposed NGVS method is appropriate for problems with high-dimensional data and high-noise background. On eQTL problem it outperforms the classical Lasso method, which does not consider biological knowledge. Introduction of proper gene expression and loci correlation information makes detecting causal markers more accurate. With reasonable model settings, NGVS can lead to novel biological findings.

  14. QTL Mapping of Leafy Heads by Genome Resequencing in the RIL Population of Brassica rapa

    OpenAIRE

    Xiang Yu; Han Wang; Weili Zhong; Jinjuan Bai; Pinglin Liu; Yuke He

    2013-01-01

    Leaf heads of cabbage (Brassica oleracea), Chinese cabbage (B. rapa), and lettuce (Lactuca sativa) are important vegetables that supply mineral nutrients, crude fiber and vitamins in the human diet. Head size, head shape, head weight, and heading time contribute to yield and quality. In an attempt to investigate genetic basis of leafy head in Chinese cabbage (B. rapa), we took advantage of recent technical advances of genome resequencing to perform quantitative trait locus (QTL) mapping using...

  15. QTL and candidate gene mapping for polyphenolic composition in apple fruit

    Directory of Open Access Journals (Sweden)

    Chagné David

    2012-01-01

    Full Text Available Abstract Background The polyphenolic products of the phenylpropanoid pathway, including proanthocyanidins, anthocyanins and flavonols, possess antioxidant properties that may provide health benefits. To investigate the genetic architecture of control of their biosynthesis in apple fruit, various polyphenolic compounds were quantified in progeny from a 'Royal Gala' × 'Braeburn' apple population segregating for antioxidant content, using ultra high performance liquid chromatography of extracts derived from fruit cortex and skin. Results Construction of genetic maps for 'Royal Gala' and 'Braeburn' enabled detection of 79 quantitative trait loci (QTL for content of 17 fruit polyphenolic compounds. Seven QTL clusters were stable across two years of harvest and included QTLs for content of flavanols, flavonols, anthocyanins and hydroxycinnamic acids. Alignment of the parental genetic maps with the apple whole genome sequence in silico enabled screening for co-segregation with the QTLs of a range of candidate genes coding for enzymes in the polyphenolic biosynthetic pathway. This co-location was confirmed by genetic mapping of markers derived from the gene sequences. Leucoanthocyanidin reductase (LAR1 co-located with a QTL cluster for the fruit flavanols catechin, epicatechin, procyanidin dimer and five unknown procyanidin oligomers identified near the top of linkage group (LG 16, while hydroxy cinnamate/quinate transferase (HCT/HQT co-located with a QTL for chlorogenic acid concentration mapping near the bottom of LG 17. Conclusion We conclude that LAR1 and HCT/HQT are likely to influence the concentration of these compounds in apple fruit and provide useful allele-specific markers for marker assisted selection of trees bearing fruit with healthy attributes.

  16. Genetic and QTL analysis of resistance to Xiphinema index in a grapevine cross.

    Science.gov (United States)

    Xu, K; Riaz, S; Roncoroni, N C; Jin, Y; Hu, R; Zhou, R; Walker, M A

    2008-01-01

    Resistance to the dagger nematode Xiphinema index has been an important objective in grape rootstock breeding programs. This nematode not only causes severe feeding damage to the root system, but it also vectors grapevine fanleaf virus (GFLV), the causal agent of fanleaf degeneration and one of the most severe viral diseases of grape. The established screening procedures for dagger nematode resistance are time consuming and can produce inconsistent results. A fast and reliable greenhouse-based system for screening resistance to X. index that is suitable for genetic studies and capable of evaluating breeding populations is needed. In this report, the dynamics of nematode numbers, gall formation, and root weight loss were investigated using a variety of soil mixes and pot sizes over a 52-week period. Results indicated that the number of galls formed was correlated with the size of the nematode population and with the degree of root weight loss. After inoculation with 100 nematodes, gall formation could be reliably evaluated in 4-8 weeks in most plant growth conditions and results were obtained 6 months more rapidly than past evaluation methods. This modified X. index resistance screening method was successfully applied to 185 of the 188 F(1) progeny from a cross of D8909-15 x F8909-17 (the 9621 population), which segregates for a form of X. index resistance originally derived from Vitis arizonica. Quantitative trait loci (QTL) analysis was carried out on both parental genetic maps of 255 markers using MapQTL 4.0. Results revealed that X. index resistance is controlled by a major QTL, designated Xiphinema index Resistance 1 (XiR1), near marker VMC5a10 on chromosome 19. The XiR1 QTL was supported by a LOD score of 36.9 and explained 59.9% of the resistance variance in the mapping population.

  17. Common QTL Affect the Rate of Tomato Seed Germination under Different Stress and Nonstress Conditions

    OpenAIRE

    Foolad, Majid R.; Subbiah, Prakash; Zhang, Liping

    2007-01-01

    The purpose of this study was to determine whether the rates of tomato seed germination under different stress and nonstress conditions were under common genetic controls by examining quantitative trait loci (QTL) affecting such traits. Seeds of BC1 progeny of a cross between a slow-germinating tomato breeding line and a rapid-germinating tomato wild accession were evaluated for germination under nonstress as well as cold, salt, and drought stress conditions. In each treatment, the most rapid...

  18. Development of a QTL-environment-based predictive model for node addition rate in common bean.

    Science.gov (United States)

    Zhang, Li; Gezan, Salvador A; Eduardo Vallejos, C; Jones, James W; Boote, Kenneth J; Clavijo-Michelangeli, Jose A; Bhakta, Mehul; Osorno, Juan M; Rao, Idupulapati; Beebe, Stephen; Roman-Paoli, Elvin; Gonzalez, Abiezer; Beaver, James; Ricaurte, Jaumer; Colbert, Raphael; Correll, Melanie J

    2017-05-01

    This work reports the effects of the genetic makeup, the environment and the genotype by environment interactions for node addition rate in an RIL population of common bean. This information was used to build a predictive model for node addition rate. To select a plant genotype that will thrive in targeted environments it is critical to understand the genotype by environment interaction (GEI). In this study, multi-environment QTL analysis was used to characterize node addition rate (NAR, node day(- 1)) on the main stem of the common bean (Phaseolus vulgaris L). This analysis was carried out with field data of 171 recombinant inbred lines that were grown at five sites (Florida, Puerto Rico, 2 sites in Colombia, and North Dakota). Four QTLs (Nar1, Nar2, Nar3 and Nar4) were identified, one of which had significant QTL by environment interactions (QEI), that is, Nar2 with temperature. Temperature was identified as the main environmental factor affecting NAR while day length and solar radiation played a minor role. Integration of sites as covariates into a QTL mixed site-effect model, and further replacing the site component with explanatory environmental covariates (i.e., temperature, day length and solar radiation) yielded a model that explained 73% of the phenotypic variation for NAR with root mean square error of 16.25% of the mean. The QTL consistency and stability was examined through a tenfold cross validation with different sets of genotypes and these four QTLs were always detected with 50-90% probability. The final model was evaluated using leave-one-site-out method to assess the influence of site on node addition rate. These analyses provided a quantitative measure of the effects on NAR of common beans exerted by the genetic makeup, the environment and their interactions.

  19. A Bayesian partition method for detecting pleiotropic and epistatic eQTL modules.

    Directory of Open Access Journals (Sweden)

    Wei Zhang

    2010-01-01

    Full Text Available Studies of the relationship between DNA variation and gene expression variation, often referred to as "expression quantitative trait loci (eQTL mapping", have been conducted in many species and resulted in many significant findings. Because of the large number of genes and genetic markers in such analyses, it is extremely challenging to discover how a small number of eQTLs interact with each other to affect mRNA expression levels for a set of co-regulated genes. We present a Bayesian method to facilitate the task, in which co-expressed genes mapped to a common set of markers are treated as a module characterized by latent indicator variables. A Markov chain Monte Carlo algorithm is designed to search simultaneously for the module genes and their linked markers. We show by simulations that this method is more powerful for detecting true eQTLs and their target genes than traditional QTL mapping methods. We applied the procedure to a data set consisting of gene expression and genotypes for 112 segregants of S. cerevisiae. Our method identified modules containing genes mapped to previously reported eQTL hot spots, and dissected these large eQTL hot spots into several modules corresponding to possibly different biological functions or primary and secondary responses to regulatory perturbations. In addition, we identified nine modules associated with pairs of eQTLs, of which two have been previously reported. We demonstrated that one of the novel modules containing many daughter-cell expressed genes is regulated by AMN1 and BPH1. In conclusion, the Bayesian partition method which simultaneously considers all traits and all markers is more powerful for detecting both pleiotropic and epistatic effects based on both simulated and empirical data.

  20. Quantitative genomics of voluntary exercise in mice: transcriptional analysis and mapping of expression QTL in muscle

    OpenAIRE

    Kelly, Scott A; Nehrenberg, Derrick L.; Hua, Kunjie; Garland, Theodore; Pomp, Daniel

    2014-01-01

    Motivation and ability both underlie voluntary exercise, each with a potentially unique genetic architecture. Muscle structure and function are one of many morphological and physiological systems acting to simultaneously determine exercise ability. We generated a large (n = 815) advanced intercross line of mice (G4) derived from a line selectively bred for increased wheel running (high runner) and the C57BL/6J inbred strain. We previously mapped quantitative trait loci (QTL) contributing to v...

  1. Genome-wide expression quantitative trait loci (eQTL) analysis in maize

    OpenAIRE

    Beatty Mary; Luck Stanley; Holloway Beth; Rafalski J-Antoni; Li Bailin

    2011-01-01

    Abstract Background Expression QTL analyses have shed light on transcriptional regulation in numerous species of plants, animals, and yeasts. These microarray-based analyses identify regulators of gene expression as either cis-acting factors that regulate proximal genes, or trans-acting factors that function through a variety of mechanisms to affect transcript abundance of unlinked genes. Results A hydroponics-based genetical genomics study in roots of a Zea mays IBM2 Syn10 double haploid pop...

  2. Genome-wide expression quantitative trait loci (eQTL) analysis in maize

    OpenAIRE

    Holloway, Beth; Luck, Stanley; Beatty, Mary; Rafalski, J-Antoni; Li, Bailin

    2011-01-01

    Background Expression QTL analyses have shed light on transcriptional regulation in numerous species of plants, animals, and yeasts. These microarray-based analyses identify regulators of gene expression as either cis-acting factors that regulate proximal genes, or trans-acting factors that function through a variety of mechanisms to affect transcript abundance of unlinked genes. Results A hydroponics-based genetical genomics study in roots of a Zea mays IBM2 Syn10 double haploid population i...

  3. A major QTL introgressed from wild Lycopersicon hirsutum confers chilling tolerance to cultivated tomato (Lycopersicon esculentum).

    Science.gov (United States)

    John Goodstal, F; Kohler, Glenn R; Randall, Leslie B; Bloom, Arnold J; St Clair, Dina A

    2005-09-01

    Many plants of tropical or subtropical origin, such as tomato, suffer damage under chilling temperatures (under 10 degrees C but above 0 degrees C). An earlier study identified several quantitative trait loci (QTLs) for shoot turgor maintenance (stm) under root chilling in an interspecific backcross population derived from crossing chilling-susceptible cultivated tomato (Lycopersicon esculentum) and chilling-tolerant wild L. hirsutum. The QTL with the greatest phenotypic effect on stm was located in a 28 cM region on chromosome 9 (designated stm 9), and enhanced chilling-tolerance was conferred by the presence of the Lycopersicon hirsutum allele at this QTL. Here, near-isogenic lines (NILs) were used to verify the effect of stm 9, and recombinant sub-NILs were used to fine map its position. Replicated experiments were performed with NILs and sub-NILs in a refrigerated hydroponic tank in the greenhouse. Sub-NIL data was analyzed using least square means separations, marker-genotype mean t-tests, and composite interval mapping. A dominant QTL controlling shoot turgor maintenance under root chilling was confirmed on chromosome 9 using both NILs and sub-NILs. Furthermore, sub-NILs permitted localization of stm 9 to a 2.7 cM interval within the original 28 cM QTL region. If the presence of the L. hirsutum allele at stm 9 also confers chilling-tolerance in L. esculentum plants grown under field conditions, it has the potential to expand the geographic areas in which cultivated tomato can be grown for commercial production.

  4. Identification of QTL affecting resistance/susceptibility to acute Actinobacillus pleuropneumoniae infection in swine.

    Science.gov (United States)

    Reiner, Gerald; Bertsch, Natalie; Hoeltig, Doris; Selke, Martin; Willems, Hermann; Gerlach, Gerald Friedrich; Tuemmler, Burkhard; Probst, Inga; Herwig, Ralf; Drungowski, Mario; Waldmann, Karl Heinz

    2014-04-01

    Actinobacillus pleuropneumoniae is among the most important pathogens worldwide in pig production. The agent can cause severe economic losses due to decreased performance, acute or chronic pleuropneumonia and an increased incidence of death. Therapeutics cannot be used in a sustainable manner, and vaccination is not always available, but discovering more about host defence and disease mechanisms might lead to new methods of prophylaxis. The aim of the present study was to detect quantitative trait loci (QTL) associated with resistance/susceptibility to A. pleuropneumoniae. Under controlled conditions, 170 F2 animals of a Hampshire/Landrace family, with known differences in founder populations regarding A. pleuropneumoniae resistance, were challenged with an A. pleuropneumoniae serotype 7 aerosol followed by a detailed clinical, radiographic, ultrasonographic, pathological and bacteriological examination. F2 pigs were genotyped with 159 microsatellite markers. Significant QTL were identified on Sus scrofa chromosomes (SSC) 2, 6, 12, 13, 16, 17 and 18. They explained 6-22% of phenotypic variance. One QTL on SSC2 reached significance on a genome-wide level for five associated phenotypic traits. A multiple regression analysis revealed a combinatory effect of markers SWR345 (SSC2) and S0143 (SSC12) on Respiratory Health Score, Clinical Score and the occurrence of death. The results indicate the genetic background of A. pleuropneumoniae resistance in swine and provide new insights into the genetic architecture of resistance/susceptibility to porcine pleuropneumonia. The results will be helpful in identifying the underlying genes and mechanisms.

  5. The application of the entropy-based statistic for genomic association study of QTL

    Institute of Scientific and Technical Information of China (English)

    Yang Xiang; Yumei Li; Zaiming Liu; Zhenqiu Sun

    2008-01-01

    An entropy-based statistic TPE has been proposed for genomic association study for disease-susceptibility locus.The statistic TPE may be directly adopted and/or extended to quantitative-trait locus (QTL)mapping for quantitative traits.In this article,the statistic TPE was extended and applied to quantitative trait for association analysis of QTL by means of selective genotyping.The statistical properties (the type I error rate and the power) were examined under a range of parameters and population-sampling strategies (e.g.,various genetic models,various heritabilities,and various sample-selection threshold values) by simulation studies.The results indicated that the statistic Tee is robust and powerful for genomic association study of QTL.A simulation study based on the haplotype frequencies of 10 single nucleotide polymorphisms (SNPs) of angiotensin-I converting enzyme genes was conducted to evaluate the performance of the statistic TPE for genetic association study.

  6. The application of the entropy-based statistic for genomic association study of QTL.

    Science.gov (United States)

    Xiang, Yang; Li, Yumei; Liu, Zaiming; Sun, Zhenqiu

    2008-03-01

    An entropy-based statistic T(PE) has been proposed for genomic association study for disease-susceptibility locus. The statistic T(PE) may be directly adopted and/or extended to quantitative-trait locus (QTL) mapping for quantitative traits. In this article, the statistic T(PE) was extended and applied to quantitative trait for association analysis of QTL by means of selective genotyping. The statistical properties (the type I error rate and the power) were examined under a range of parameters and population-sampling strategies (e.g., various genetic models, various heritabilities, and various sample-selection threshold values) by simulation studies. The results indicated that the statistic T(PE) is robust and powerful for genomic association study of QTL. A simulation study based on the haplotype frequencies of 10 single nucleotide polymorphisms (SNPs) of angiotensin-I converting enzyme genes was conducted to evaluate the performance of the statistic T(PE) for genetic association study.

  7. A major QTL controls susceptibility to spinal curvature in the curveback guppy

    Directory of Open Access Journals (Sweden)

    Dreyer Christine

    2011-01-01

    Full Text Available Abstract Background Understanding the genetic basis of heritable spinal curvature would benefit medicine and aquaculture. Heritable spinal curvature among otherwise healthy children (i.e. Idiopathic Scoliosis and Scheuermann kyphosis accounts for more than 80% of all spinal curvatures and imposes a substantial healthcare cost through bracing, hospitalizations, surgery, and chronic back pain. In aquaculture, the prevalence of heritable spinal curvature can reach as high as 80% of a stock, and thus imposes a substantial cost through production losses. The genetic basis of heritable spinal curvature is unknown and so the objective of this work is to identify quantitative trait loci (QTL affecting heritable spinal curvature in the curveback guppy. Prior work with curveback has demonstrated phenotypic parallels to human idiopathic-type scoliosis, suggesting shared biological pathways for the deformity. Results A major effect QTL that acts in a recessive manner and accounts for curve susceptibility was detected in an initial mapping cross on LG 14. In a second cross, we confirmed this susceptibility locus and fine mapped it to a 5 cM region that explains 82.6% of the total phenotypic variance. Conclusions We identify a major QTL that controls susceptibility to curvature. This locus contains over 100 genes, including MTNR1B, a candidate gene for human idiopathic scoliosis. The identification of genes associated with heritable spinal curvature in the curveback guppy has the potential to elucidate the biological basis of spinal curvature among humans and economically important teleosts.

  8. QTL affecting fitness of hybrids between wild and cultivated soybeans in experimental fields.

    Science.gov (United States)

    Kuroda, Yosuke; Kaga, Akito; Tomooka, Norihiko; Yano, Hiroshi; Takada, Yoshitake; Kato, Shin; Vaughan, Duncan

    2013-07-01

    The objective of this study was to identify quantitative trait loci (QTL) affecting fitness of hybrids between wild soybean (Glycine soja) and cultivated soybean (Glycine max). Seed dormancy and seed number, both of which are important for fitness, were evaluated by testing artificial hybrids of G. soja × G. max in a multiple-site field trial. Generally, the fitness of the F1 hybrids and hybrid derivatives from self-pollination was lower than that of G. soja due to loss of seed dormancy, whereas the fitness of hybrid derivatives with higher proportions of G. soja genetic background was comparable with that of G. soja. These differences were genetically dissected into QTL for each population. Three QTLs for seed dormancy and one QTL for total seed number were detected in the F2 progenies of two diverse cross combinations. At those four QTLs, the G. max alleles reduced seed number and severely reduced seed survival during the winter, suggesting that major genes acquired during soybean adaptation to cultivation have a selective disadvantage in natural habitats. In progenies with a higher proportion of G. soja genetic background, the genetic effects of the G. max alleles were not expressed as phenotypes because the G. soja alleles were dominant over the G. max alleles. Considering the highly inbreeding nature of these species, most hybrid derivatives would disappear quickly in early self-pollinating generations in natural habitats because of the low fitness of plants carrying G. max alleles.

  9. An Integrated Resource for Barley Linkage Map and Malting Quality QTL Alignment

    Directory of Open Access Journals (Sweden)

    Péter Szűcs

    2009-07-01

    Full Text Available Barley ( L. is an economically important model plant for genetics research. Barley is currently served by an increasingly comprehensive set of tools for genetic analysis that have recently been augmented by high-density genetic linkage maps built with gene-based single nucleotide polymorphisms (SNPs. These SNP-based maps need to be aligned with earlier generation maps, which were used for quantitative trait locus (QTL detection, by integrating multiple types of markers into a single map. A 2383 locus linkage map was developed using the Oregon Wolfe Barley (OWB Mapping Population to allow such alignments. The map is based on 1472 SNP, 722 DArT, and 189 prior markers which include morphological, simple sequence repeat (SSR, Restriction Fragment Length Polymorphism (RFLP, and sequence tagged site (STS loci. This new OWB map forms, therefore, a useful bridge between high-density SNP-only maps and prior QTL reports. The application of this bridge concept is shown using malting-quality QTLs from multiple mapping populations, as reported in the literature. This is the first step toward developing a Barley QTL Community Curation workbook for all types of QTLs and maps, on the GrainGenes website. The OWB-related resources are available at OWB Data and GrainGenes Tools (OWB-DGGT (.

  10. Advanced technologies for genomic analysis in farm animals and its application for QTL mapping.

    Science.gov (United States)

    Hu, Xiaoxiang; Gao, Yu; Feng, Chungang; Liu, Qiuyue; Wang, Xiaobo; Du, Zhuo; Wang, Qingsong; Li, Ning

    2009-06-01

    Rapid progress in farm animal breeding has been made in the last few decades. Advanced technologies for genomic analysis in molecular genetics have led to the identification of genes or markers associated with genes that affect economic traits. Molecular markers, large-insert libraries and RH panels have been used to build the genetic linkage maps, physical maps and comparative maps in different farm animals. Moreover, EST sequencing, genome sequencing and SNPs maps are helping us to understand how genomes function in various organisms and further areas will be studied by DNA microarray technologies and proteomics methods. Because most economically important traits in farm animals are controlled by multiple genes and the environment, the main goal of genome research in farm animals is to map and characterize genes determining QTL. There are two main strategies to identify trait loci, candidate gene association tests and genome scan approaches. In recent years, some new concepts, such as RNAi, miRNA and eQTL, have been introduced into farm animal research, especially for QTL mapping and finding QTN. Several genes that influence important traits have already been identified or are close to being identified, and some of them have been applied in farm animal breeding programs by marker-assisted selection.

  11. Mapping QTL influencing gastrointestinal nematode burden in Dutch Holstein-Friesian dairy cattle

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    Georges Michel

    2009-03-01

    Full Text Available Abstract Background Parasitic gastroenteritis caused by nematodes is only second to mastitis in terms of health costs to dairy farmers in developed countries. Sustainable control strategies complementing anthelmintics are desired, including selective breeding for enhanced resistance. Results and Conclusion To quantify and characterize the genetic contribution to variation in resistance to gastro-intestinal parasites, we measured the heritability of faecal egg and larval counts in the Dutch Holstein-Friesian dairy cattle population. The heritability of faecal egg counts ranged from 7 to 21% and was generally higher than for larval counts. We performed a whole genome scan in 12 paternal half-daughter groups for a total of 768 cows, corresponding to the ~10% most and least infected daughters within each family (selective genotyping. Two genome-wide significant QTL were identified in an across-family analysis, respectively on chromosomes 9 and 19, coinciding with previous findings in orthologous chromosomal regions in sheep. We identified six more suggestive QTL by within-family analysis. An additional 73 informative SNPs were genotyped on chromosome 19 and the ensuing high density map used in a variance component approach to simultaneously exploit linkage and linkage disequilibrium in an initial inconclusive attempt to refine the QTL map position.

  12. Genetic architecture of zinc hyperaccumulation in Arabidopsis halleri: the essential role of QTL x environment interactions.

    Science.gov (United States)

    Frérot, Hélène; Faucon, Michel-Pierre; Willems, Glenda; Godé, Cécile; Courseaux, Adeline; Darracq, Aude; Verbruggen, Nathalie; Saumitou-Laprade, Pierre

    2010-07-01

    This study sought to determine the main genomic regions that control zinc (Zn) hyperaccumulation in Arabidopsis halleri and to examine genotype x environment effects on phenotypic variance. To do so, quantitative trait loci (QTLs) were mapped using an interspecific A. halleri x Arabidopsis lyrata petraea F(2) population. *The F(2) progeny as well as representatives of the parental populations were cultivated on soils at two different Zn concentrations. A linkage map was constructed using 70 markers. *In both low and high pollution treatments, zinc hyperaccumulation showed high broad-sense heritability (81.9 and 74.7%, respectively). Five significant QTLs were detected: two QTLs specific to the low pollution treatment (chromosomes 1 and 4), and three QTLs identified at both treatments (chromosomes 3, 6 and 7). These QTLs explained 50.1 and 36.5% of the phenotypic variance in low and high pollution treatments, respectively. Two QTLs identified at both treatments (chromosomes 3 and 6) showed significant QTL x environment interactions. *The QTL on chromosome 3 largely colocalized with a major QTL previously identified for Zn and cadmium (Cd) tolerance. This suggests that Zn tolerance and hyperaccumulation share, at least partially, a common genetic basis and may have simultaneously evolved on heavy metal-contaminated soils.

  13. Joint QTL mapping and gene expression analysis identify positional candidate genes influencing pork quality traits

    Science.gov (United States)

    González-Prendes, Rayner; Quintanilla, Raquel; Cánovas, Angela; Manunza, Arianna; Figueiredo Cardoso, Tainã; Jordana, Jordi; Noguera, José Luis; Pena, Ramona N.; Amills, Marcel

    2017-01-01

    Meat quality traits have an increasing importance in the pig industry because of their strong impact on consumer acceptance. Herewith, we have combined phenotypic and microarray expression data to map loci with potential effects on five meat quality traits recorded in the longissimus dorsi (LD) and gluteus medius (GM) muscles of 350 Duroc pigs, i.e. pH at 24 hours post-mortem (pH24), electric conductivity (CE) and muscle redness (a*), lightness (L*) and yellowness (b*). We have found significant genome-wide associations for CE of LD on SSC4 (~104 Mb), SSC5 (~15 Mb) and SSC13 (~137 Mb), while several additional regions were significantly associated with meat quality traits at the chromosome-wide level. There was a low positional concordance between the associations found for LD and GM traits, a feature that reflects the existence of differences in the genetic determinism of meat quality phenotypes in these two muscles. The performance of an eQTL search for SNPs mapping to the regions associated with meat quality traits demonstrated that the GM a* SSC3 and pH24 SSC17 QTL display positional concordance with cis-eQTL regulating the expression of several genes with a potential role on muscle metabolism. PMID:28054563

  14. Mapping of QTL for resistance to the Mediterranean corn borer attack using the intermated B73 x Mo17 (IBM) population of maize.

    Science.gov (United States)

    Ordas, Bernardo; Malvar, Rosa A; Santiago, Rogelio; Sandoya, German; Romay, Maria C; Butron, Ana

    2009-11-01

    The Mediterranean corn borer or pink stem borer (MCB, Sesamia nonagrioides Lefebvre) causes important yield losses as a consequence of stalk tunneling and direct kernel damage. B73 and Mo17 are the source of the most commercial valuable maize inbred lines in temperate zones, while the intermated B73 x Mo17 (IBM) population is an invaluable source for QTL identification. However, no or few experiments have been carried out to detect QTL for corn borer resistance in the B73 x Mo17 population. The objective of this work was to locate QTL for resistance to stem tunneling and kernel damage by MCB in the IBM population. We detected a QTL for kernel damage at bin 8.05, although the effect was small and two QTL for stalk tunneling at bins 1.06 and 9.04 in which the additive effects were 4 cm, approximately. The two QTL detected for MCB resistance were close to other QTL consistently found for European corn borer (ECB, Ostrinia nubilalis Hübner) resistance, indicating mechanisms of resistance common to both pests or gene clusters controlling resistance to different plagues. The precise mapping achieved with the IBM population will facilitate the QTL pyramiding and the positional cloning of the detected QTL.

  15. Caracterização de linhagens endogâmicas recombinantes e mapeamento de locos de características quantitativas associados a ciclo e produtividade do feijoeiro-comum

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    Faleiro Fábio Gelape

    2003-01-01

    Full Text Available O objetivo deste trabalho foi caracterizar 154 linhagens endogâmicas recombinantes por meio da avaliação de características quantitativas, morfológicas, moleculares e de resistência a doenças e mapear locos de características quantitativas associados a ciclo e produtividade do feijoeiro-comum. Adotando o valor do limite de detecção (LOD de 4,0 e uma freqüência máxima de recombinação de 0,40, foram mapeados 43 marcadores em nove grupos de ligação cobrindo uma distância de recombinação total de 247,8 cM. A distância entre marcadores adjacentes variou entre 0 e 28 cM, com média de 7,3 cM. Os grupos de ligação variaram em tamanho de 2,3 a 61,2 cM. Os genes de resistência à ferrugem e à antracnose ficaram localizados no mesmo grupo de ligação. Foram mapeados locos associados às oito características quantitativas estudadas, e a explicação da variância fenotípica pelos marcadores variou de 14,03% a 40,14%. Os resultados encontrados lançam bases para o desenvolvimento de mapas específicos saturados e de utilidade em programas de melhoramento do feijoeiro-comum.

  16. Comportamento do Consumidor Soteropolitano: Uma Abordagem Quantitativa para Análise dos Grupos de Referência e Atributos Decisivos na Compra de Refrigerantes

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    Erica Ferreira Marques

    2012-12-01

    Full Text Available Em levantamento realizado pelo IBGE (2010, a região Nordeste configurou como o menor consumo per capita de refrigerante se comparado as demais regiões do país; e o estado da Bahia ficou em 6º lugar dentre os estados nordestinos. Assim, Salvador (BA está no ranking das capitais que menos consome esse tipo de bebida. Segundo Souki; Christino e Pereira (2005, apesar da importância econômica da indústria de refrigerantes no Brasil, a revisão da literatura mostra que são raras as incursões científicas sobre o comportamento dos consumidores de tais produtos, fazendo com que tal tema ainda permaneça pouco conhecido. A partir disso, o presente estudo desenvolveu-se com o objetivo de conhecer e caracterizar o comportamento de compra do consumidor soteropolitano de refrigerantes, identificando seus hábitos de consumo e decisões que são tomadas no momento da compra do produto, os grupos de referência, e os atributos considerados importantes para a sua decisão de compra. Para tanto, foi realizado um levantamento do tipo survey, de natureza descritiva, com variáveis quantitativas, totalizando 429 entrevistas pessoais em diferentes bairros de Salvador, em locais com grande fluxo de pessoas, como instituições de ensino e espaços públicos. Verificou-se que a maior parte dos entrevistados escolhe qual refrigerante comprar com base em suas experiências. No entanto, observou-se a influência de alguns grupos de referência no processo de compra do produto ao relacionar com algumas variáveis de segmentação. Em relação aos atributos do refrigerante, constatou-se que o sabor, a marca e o preço são os atributos considerados mais decisivos pelos entrevistados em sua decisão de compra. DOI: 10.5585/remark.v11i3.2383

  17. Características quantitativas da carcaça de bovinos Charolês, Caracu e cruzamentos recíprocos terminados em confinamento

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    Perotto Daniel

    2000-01-01

    Full Text Available RESUMO - Foram analisadas doze características quantitativas das carcaças de 162 machos bovinos inteiros pertencentes aos grupos Caracu (Ca, Charolês (Ch, 3/4Ca+1/4Ch, 3/4Ch+1/4Ca, 5/8Ca+3/8Ch e 5/8Ch+3/8Ca, nascidos no período de 1988 a 1993. As médias para idade e peso ao início do período de confinamento, duração do confinamento, idade e peso ao abate foram, respectivamente, 712 dias, 362 kg, 99 dias, 811 dias e 489 kg. Durante o confinamento, os animais receberam silagem de milho à vontade e uma ração concentrada (79% NDT, 17,8% PB fornecida à base de 1% PV/animal/dia. Os resultados mostraram que os grupos Ch e Ca não diferiram quanto ao peso de carcaça quente, ao rendimento de carcaça quente, às porcentagens de costilhar e gordura e ao peso da porção comestível da carcaça (PCC. O Ch superou o Ca para a área da seção transversal do músculo Longissimus dorsi (AML, o escore de conformação da carcaça (CONF e as porcentagens de serrote e músculos. Animais Ca apresentaram maior espessura de gordura de cobertura e maiores porcentagens de dianteiro (PED e ossos que os do grupo Ch. Houve resposta heterótica para PCQ, AML, CONF, PCC e PED. As duas gerações avançadas de cruzamentos alternados Ch x Ca foram superiores à média das raças paternas para PCQ, AML, CONF, PCC e PED. O cruzamento alternado Ch x Ca produz animais com características de carcaça superiores às dos Charolês e Caracu puros.

  18. ANÁLISE QUANTITATIVA DE AMOSTRAS GEOLÓGICAS UTILIZANDO A TÉCNICA DE FLUORESCÊNCIA DE RAIOS X POR DISPERSÃO DE ENERGIA

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    A. E. V CARNEIRO

    1996-01-01

    Full Text Available Este trabalho propõe uma metodologia para análise quantitativa de amostras geológicas, que apresentam uma considerável fração de elementos leves (número atômico Z ³ 13 e na radiação de excitação espalhada coerente e incoerentemente para a quantificação da fração leve da matriz (Z A quantitative analytical methodology is proposed for geological samples presenting a high fraction of light elements (atomic number less than 13, using the energy dispersive X-ray fluorescence technique with radioisotopic excitation. The proposed procedure is based on the method of the Fundamental Parameters for analytical element (Z ³ 13 evaluation, and coherent and incoherent scattered radiation for the quantitation of the light fraction of the matrix. In this method, standard samples made of pure elements and simple compounds of previously known composition and superficial density were used to estimate the relationship between the fluorescence intensity and the element concentration through elemental sensitivity and geometry factor for fluorescence. The relationship between scattered intensities and matrix light fraction was based on geometry and scattering factors as well as deferential cross sections. In order to obtain the characteristic X-rays of the elements in the Mn to Zr range a Cd-109 annular radioactive source (1.70 GBq was used, and for Al to Cr, Fe-55 (0.74 GBq. For the X-ray detection a Si(Li detector coupled to a multichanel emulation card was employed. The characteristic X-ray net intensity as well as the coherent and incoherent scattered intensities were obtained by using the AXIL software for spectra analysis. To test the proposed procedure, six certified samples (Soil-5/AIEA, SL-2/AIEA, SARM-2/SABS, SARM-3/SABS, SARM-4/SABS and SARM-6/SABS were analyzed. The samples were diluted with boric acid in a 1:4 proportion to make pellets with superficial density of approximately 100 mg. cm-2.

  19. Relação entre a proliferação neointimal e a lesão inicial, em pacientes portadores de stent coronario, pela angiografia quantitativa

    OpenAIRE

    Jose Roberto Maiello

    2004-01-01

    Processo de reestenose, a proliferação neointimal parece estar associada à carga de placa inicial de acordo com estudos utilizando o ultrassom intravascular (IVUS). O objetivo deste estudo foi avaliar a relação entre a placa inicial e a proliferação neointimal após implante de stent coronário, não recoberto, pela angiografiacoronária quantitativa (ACQ). Métodos: De junho de 1997 a junho de 2000, 26 pacientes consecutivos, 61% do sexo masculino, 35% diabéticos foram submetidos a cinecoronar...

  20. Search for QTL affecting the shape of the egg laying curve of the Japanese quail

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    Gourichon David

    2006-05-01

    Full Text Available Abstract Background Egg production is of critical importance in birds not only for their reproduction but also for human consumption as the egg is a highly nutritive and balanced food. Consequently, laying in poultry has been improved through selection to increase the total number of eggs laid per hen. This number is the cumulative result of the oviposition, a cyclic and repeated process which leads to a pattern over time (the egg laying curve which can be modelled and described individually. Unlike the total egg number which compounds all variations, the shape of the curve gives information on the different phases of egg laying, and its genetic analysis using molecular markers might contribute to understand better the underlying mechanisms. The purpose of this study was to perform the first QTL search for traits involved in shaping the egg laying curve, in an F2 experiment with 359 female Japanese quail. Results Eight QTL were found on five autosomes, and six of them could be directly associated with egg production traits, although none was significant at the genome-wide level. One of them (on CJA13 had an effect on the first part of the laying curve, before the production peak. Another one (on CJA06 was related to the central part of the curve when laying is maintained at a high level, and the four others (on CJA05, CJA10 and CJA14 acted on the last part of the curve where persistency is determinant. The QTL for the central part of the curve was mapped at the same position on CJA06 than a genome-wide significant QTL for total egg number detected previously in the same F2. Conclusion Despite its limited scope (number of microsatellites, size of the phenotypic data set, this work has shown that it was possible to use the individual egg laying data collected daily to find new QTL which affect the shape of the egg laying curve. Beyond the present results, this new approach could also be applied to longitudinal traits in other species, like growth

  1. Investigation of QTL regions on Chromosome 17 for genes associated with meat color in the pig.

    Science.gov (United States)

    Fan, B; Glenn, K L; Geiger, B; Mileham, A; Rothschild, M F

    2008-08-01

    Previous studies have uncovered several significant quantitative trait loci (QTL) relevant to meat colour traits mapped at the end of SSC17 in the pig. Furthermore, results released from the porcine genome sequencing project have identified genes underlying the entire QTL regions and can further contribute to mining the region for likely causative genes. Ten protein coding genes or novel transcripts located within the QTL regions were screened for single nucleotide polymorphisms (SNPs). Linkage mapping and association studies were carried out in the ISU Berkshire x Yorkshire (B x Y) pig resource family. The total length of the new SSC17 linkage map was 126.6 cM and additional markers including endothelin 3 (EDN3) and phosphatase and actin regulator 3 (PHACTR3) genes were assigned at positions 119.4 cM and 122.9 cM, respectively. A new QTL peak was noted at approximately 120 cM, close to the EDN3 gene, and for some colour traits QTL exceeded the 5% chromosome-wise significance threshold. The association analyses in the B x Y family showed that the EDN3 BslI and PHACTR3 PstI polymorphisms were strongly associated with the subjective colour score and objective colour reflectance measures in the loin, as well as average drip loss percentage and pH value. The RNPC1 DpnII and CTCFL HpyCH4III polymorphisms were associated with some meat colour traits. No significant association between CBLN4, TFAP2C, and four novel transcripts and meat colour traits were detected. The association analyses conducted in one commercial pig line found that both EDN3 BslI and PHACTR3 PstI polymorphisms were associated with meat colour reflectance traits such as centre loin hue angle and Minolta Lightness score. The present findings suggested that the EDN3 and PHACTR3 genes might have potential effects on meat colour in pigs, and molecular mechanisms of their functions are worth exploring.

  2. Effects of Phaseolus vulgaris QTL in controlling host-bacteria interactions under two levels of nitrogen fertilization

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    Souza Alessandra A.

    2000-01-01

    Full Text Available Molecular markers were used to estimate the effect of mineral nitrogen on the phenotypic expression of quantitative trait loci (QTL controlling the number of Rhizobium nodules (NN and resistance to Xanthomonas axonopodis pv. phaseoli in the common bean. Recombinant inbred lines derived from a BAT-93 x Jalo EEP558 cross were grown in a greenhouse in the absence or presence (5 mM NH4NO3 of nitrogen. Resistance to Xanthomonas was assessed as diseased leaf area (DLA and the number of nodules was obtained by direct counting. Analyses of variance were used to detect significant associations between 85 marker loci from 12 linkage groups (LG and quantitative traits. In the absence of nitrogen, 15 and 11 markers, distributed over 7 and 5 LG, showed a significant association with NN and DLA, respectively. The combined percentage of phenotypic variance explained by the marker-loci and QTL associations was 34% for NN and 42% for DLA. In the presence of nitrogen, there were only five significant associations for NN and eight for DLA, which explained 28 and 26% of the total phenotypic variance, respectively. The effects of some QTL were detected only at a certain level of nitrogen. The contribution of parental alleles at two NN QTL was dependent on the level of nitrogen. Four QTL were associated with both the number of Rhizobium nodules and resistance to Xanthomonas, suggesting a common genetic control of responses to bacterial infections in the common bean. Despite the dramatic environmental interactions noted with some QTL, in other cases the phenotypic effects were not affected by the amount of nitrogen. The stability of the latter QTL may be relevant when breeding cultivars adapted to variable soil fertility.

  3. Insight into the genetic components of community genetics: QTL mapping of insect association in a fast-growing forest tree.

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    Jennifer DeWoody

    Full Text Available Identifying genetic sequences underlying insect associations on forest trees will improve the understanding of community genetics on a broad scale. We tested for genomic regions associated with insects in hybrid poplar using quantitative trait loci (QTL analyses conducted on data from a common garden experiment. The F2 offspring of a hybrid poplar (Populus trichocarpa x P. deltoides cross were assessed for seven categories of insect leaf damage at two time points, June and August. Positive and negative correlations were detected among damage categories and between sampling times. For example, sap suckers on leaves in June were positively correlated with sap suckers on leaves (P<0.001 but negatively correlated with skeletonizer damage (P<0.01 in August. The seven forms of leaf damage were used as a proxy for seven functional groups of insect species. Significant variation in insect association occurred among the hybrid offspring, including transgressive segregation of susceptibility to damage. NMDS analyses revealed significant variation and modest broad-sense heritability in insect community structure among genets. QTL analyses identified 14 genomic regions across 9 linkage groups that correlated with insect association. We used three genomics tools to test for putative mechanisms underlying the QTL. First, shikimate-phenylpropanoid pathway genes co-located to 9 of the 13 QTL tested, consistent with the role of phenolic glycosides as defensive compounds. Second, two insect association QTL corresponded to genomic hotspots for leaf trait QTL as identified in previous studies, indicating that, in addition to biochemical attributes, leaf morphology may influence insect preference. Third, network analyses identified categories of gene models over-represented in QTL for certain damage types, providing direction for future functional studies. These results provide insight into the genetic components involved in insect community structure in a fast

  4. A mixed-model quantitative trait loci (QTL) analysis for multiple-environment trial data using environmental covariables for QTL-by-environment interactions, with an example in maize.

    Science.gov (United States)

    Boer, Martin P; Wright, Deanne; Feng, Lizhi; Podlich, Dean W; Luo, Lang; Cooper, Mark; van Eeuwijk, Fred A

    2007-11-01

    Complex quantitative traits of plants as measured on collections of genotypes across multiple environments are the outcome of processes that depend in intricate ways on genotype and environment simultaneously. For a better understanding of the genetic architecture of such traits as observed across environments, genotype-by-environment interaction should be modeled with statistical models that use explicit information on genotypes and environments. The modeling approach we propose explains genotype-by-environment interaction by differential quantitative trait locus (QTL) expression in relation to environmental variables. We analyzed grain yield and grain moisture for an experimental data set composed of 976 F(5) maize testcross progenies evaluated across 12 environments in the U.S. corn belt during 1994 and 1995. The strategy we used was based on mixed models and started with a phenotypic analysis of multi-environment data, modeling genotype-by-environment interactions and associated genetic correlations between environments, while taking into account intraenvironmental error structures. The phenotypic mixed models were then extended to QTL models via the incorporation of marker information as genotypic covariables. A majority of the detected QTL showed significant QTL-by-environment interactions (QEI). The QEI were further analyzed by including environmental covariates into the mixed model. Most QEI could be understood as differential QTL expression conditional on longitude or year, both consequences of temperature differences during critical stages of the growth.

  5. Genetic, physiological, and gene expression analyses reveal that multiple QTL enhance yield of rice mega-variety IR64 under drought.

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    B P Mallikarjuna Swamy

    Full Text Available BACKGROUND: Rice (Oryza sativa L. is a highly drought sensitive crop, and most semi dwarf rice varieties suffer severe yield losses from reproductive stage drought stress. The genetic complexity of drought tolerance has deterred the identification of agronomically relevant quantitative trait loci (QTL that can be deployed to improve rice yield under drought in rice. Convergent evidence from physiological characterization, genetic mapping, and multi-location field evaluation was used to address this challenge. METHODOLOGY/PRINCIPAL FINDINGS: Two pairs of backcross inbred lines (BILs from a cross between drought-tolerant donor Aday Sel and high-yielding but drought-susceptible rice variety IR64 were produced. From six BC4F3 mapping populations produced by crossing the +QTL BILs with the -QTL BILs and IR64, four major-effect QTL--one each on chromosomes 2, 4, 9, and 10--were identified. Meta-analysis of transcriptome data from the +QTL/-QTL BILs identified differentially expressed genes (DEGs significantly associated with QTL on chromosomes 2, 4, 9, and 10. Physiological characterization of BILs showed increased water uptake ability under drought. The enrichment of DEGs associated with root traits points to differential regulation of root development and function as contributing to drought tolerance in these BILs. BC4F3-derived lines with the QTL conferred yield advantages of 528 to 1875 kg ha⁻¹ over IR64 under reproductive-stage drought stress in the targeted ecosystems of South Asia. CONCLUSIONS/SIGNIFICANCE: Given the importance of rice in daily food consumption and the popularity of IR64, the BC4F3 lines with multiple QTL could provide higher livelihood security to farmers in drought-prone environments. Candidate genes were shortlisted for further characterization to confirm their role in drought tolerance. Differential yield advantages of different combinations of the four QTL reported here indicate that future research should include

  6. Linkage mapping and identification of QTL affecting deoxynivalenol (DON) content (Fusarium resistance) in oats (Avena sativa L.).

    Science.gov (United States)

    He, Xinyao; Skinnes, Helge; Oliver, Rebekah E; Jackson, Eric W; Bjørnstad, Asmund

    2013-10-01

    Mycotoxins caused by Fusarium spp. is a major concern on food and feed safety in oats, although Fusarium head blight (FHB) is often less apparent than in other small grain cereals. Breeding resistant cultivars is an economic and environment-friendly way to reduce toxin content, either by the identification of resistance QTL or phenotypic evaluation. Both are little explored in oats. A recombinant-inbred line population, Hurdal × Z595-7 (HZ595, with 184 lines), was used for QTL mapping and was phenotyped for 3 years. Spawn inoculation was applied and deoxynivalenol (DON) content, FHB severity, days to heading and maturity (DH and DM), and plant height (PH) were measured. The population was genotyped with DArTs, AFLPs, SSRs and selected SNPs, and a linkage map of 1,132 cM was constructed, covering all 21 oat chromosomes. A QTL for DON on chromosome 17A/7C, tentatively designated as Qdon.umb-17A/7C, was detected in all experiments using composite interval mapping, with phenotypic effects of 12.2–26.6 %. In addition, QTL for DON were also found on chromosomes 5C, 9D, 13A, 14D and unknown_3, while a QTL for FHB was found on 11A. Several of the DON/FHB QTL coincided with those for DH, DM and/or PH. A half-sib population of HZ595, Hurdal × Z615-4 (HZ615, with 91 lines), was phenotyped in 2011 for validation of QTL found in HZ595, and Qdon.umb-17A/7C was again localized with a phenotypic effect of 12.4 %. Three SNPs closely linked to Qdon.umb-17A/7C were identified in both populations, and one each for QTL on 5C, 11A and 13A were identified in HZ595. These SNPs, together with those yet to be identified, could be useful in marker-assisted selection to pyramiding resistance QTL.

  7. Sequence-based Association Analysis Reveals an MGST1 eQTL with Pleiotropic Effects on Bovine Milk Composition

    Science.gov (United States)

    Littlejohn, Mathew D.; Tiplady, Kathryn; Fink, Tania A.; Lehnert, Klaus; Lopdell, Thomas; Johnson, Thomas; Couldrey, Christine; Keehan, Mike; Sherlock, Richard G.; Harland, Chad; Scott, Andrew; Snell, Russell G.; Davis, Stephen R.; Spelman, Richard J.

    2016-01-01

    The mammary gland is a prolific lipogenic organ, synthesising copious amounts of triglycerides for secretion into milk. The fat content of milk varies widely both between and within species, and recent independent genome-wide association studies have highlighted a milk fat percentage quantitative trait locus (QTL) of large effect on bovine chromosome 5. Although both EPS8 and MGST1 have been proposed to underlie these signals, the causative status of these genes has not been functionally confirmed. To investigate this QTL in detail, we report genome sequence-based imputation and association mapping in a population of 64,244 taurine cattle. This analysis reveals a cluster of 17 non-coding variants spanning MGST1 that are highly associated with milk fat percentage, and a range of other milk composition traits. Further, we exploit a high-depth mammary RNA sequence dataset to conduct expression QTL (eQTL) mapping in 375 lactating cows, revealing a strong MGST1 eQTL underpinning these effects. These data demonstrate the utility of DNA and RNA sequence-based association mapping, and implicate MGST1, a gene with no obvious mechanistic relationship to milk composition regulation, as causally involved in these processes. PMID:27146958

  8. Detecting parent of origin and dominant QTL in a two-generation commercial poultry pedigree using variance component methodology

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    Haley Christopher S

    2009-01-01

    Full Text Available Abstract Introduction Variance component QTL methodology was used to analyse three candidate regions on chicken chromosomes 1, 4 and 5 for dominant and parent-of-origin QTL effects. Data were available for bodyweight and conformation score measured at 40 days from a two-generation commercial broiler dam line. One hundred dams were nested in 46 sires with phenotypes and genotypes on 2708 offspring. Linear models were constructed to simultaneously estimate fixed, polygenic and QTL effects. Different genetic models were compared using likelihood ratio test statistics derived from the comparison of full with reduced or null models. Empirical thresholds were derived by permutation analysis. Results Dominant QTL were found for bodyweight on chicken chromosome 4 and for bodyweight and conformation score on chicken chromosome 5. Suggestive evidence for a maternally expressed QTL for bodyweight and conformation score was found on chromosome 1 in a region corresponding to orthologous imprinted regions in the human and mouse. Conclusion Initial results suggest that variance component analysis can be applied within commercial populations for the direct detection of segregating dominant and parent of origin effects.

  9. Integrating QTL mapping and transcriptomics identifies candidate genes underlying QTLs associated with soybean tolerance to low-phosphorus stress.

    Science.gov (United States)

    Zhang, Dan; Zhang, Hengyou; Chu, Shanshan; Li, Hongyan; Chi, Yingjun; Triebwasser-Freese, Daniella; Lv, Haiyan; Yu, Deyue

    2017-01-01

    Soybean is a high phosphorus (P) demand species that is sensitive to low-P stress. Although many quantitative trait loci (QTL) for P efficiency have been identified in soybean, but few of these have been cloned and agriculturally applied mainly due to various limitations on identifying suitable P efficiency candidate genes. Here, we combined QTL mapping, transcriptome profiling, and plant transformation to identify candidate genes underlying QTLs associated with low-P tolerance and response mechanisms to low-P stress in soybean. By performing QTL linkage mapping using 152 recombinant inbred lines (RILs) that were derived from a cross between a P-efficient variety, Nannong 94-156, and P-sensitive Bogao, we identified four major QTLs underlying P efficiency. Within these four QTL regions, 34/81 candidate genes in roots/leaves were identified using comparative transcriptome analysis between two transgressive RILs, low-P tolerant genotype B20 and sensitive B18. A total of 22 phosphatase family genes were up-regulated significantly under low-P condition in B20. Overexpression of an acid phosphatase candidate gene, GmACP2, in soybean hairy roots increased P efficiency by 15.43-24.54 % compared with that in controls. Our results suggest that integrating QTL mapping and transcriptome profiling could be useful for rapidly identifying candidate genes underlying complex traits, and phosphatase-encoding genes, such as GmACP2, play important roles involving in low-P stress tolerance in soybean.

  10. Resistance to a rhabdovirus (VHSV in rainbow trout: identification of a major QTL related to innate mechanisms.

    Directory of Open Access Journals (Sweden)

    Eloi R Verrier

    Full Text Available Health control is a major issue in animal breeding and a better knowledge of the genetic bases of resistance to diseases is needed in farm animals including fish. The detection of quantitative trait loci (QTL will help uncovering the genetic architecture of important traits and understanding the mechanisms involved in resistance to pathogens. We report here the detection of QTL for resistance to Viral Haemorrhagic Septicaemia Virus (VHSV, a major threat for European aquaculture industry. Two induced mitogynogenetic doubled haploid F2 rainbow trout (Oncorhynchus mykiss families were used. These families combined the genome of susceptible and resistant F0 breeders and contained only fully homozygous individuals. For phenotyping, fish survival after an immersion challenge with the virus was recorded, as well as in vitro virus replication on fin explants. A bidirectional selective genotyping strategy identified seven QTL associated to survival. One of those QTL was significant at the genome-wide level and largely explained both survival and viral replication in fin explants in the different families of the design (up to 65% and 49% of phenotypic variance explained respectively. These results evidence the key role of innate defence in resistance to the virus and pave the way for the identification of the gene(s responsible for resistance. The identification of a major QTL also opens appealing perspectives for selective breeding of fish with improved resistance.

  11. Resistance to a rhabdovirus (VHSV) in rainbow trout: identification of a major QTL related to innate mechanisms.

    Science.gov (United States)

    Verrier, Eloi R; Dorson, Michel; Mauger, Stéphane; Torhy, Corinne; Ciobotaru, Céline; Hervet, Caroline; Dechamp, Nicolas; Genet, Carine; Boudinot, Pierre; Quillet, Edwige

    2013-01-01

    Health control is a major issue in animal breeding and a better knowledge of the genetic bases of resistance to diseases is needed in farm animals including fish. The detection of quantitative trait loci (QTL) will help uncovering the genetic architecture of important traits and understanding the mechanisms involved in resistance to pathogens. We report here the detection of QTL for resistance to Viral Haemorrhagic Septicaemia Virus (VHSV), a major threat for European aquaculture industry. Two induced mitogynogenetic doubled haploid F2 rainbow trout (Oncorhynchus mykiss) families were used. These families combined the genome of susceptible and resistant F0 breeders and contained only fully homozygous individuals. For phenotyping, fish survival after an immersion challenge with the virus was recorded, as well as in vitro virus replication on fin explants. A bidirectional selective genotyping strategy identified seven QTL associated to survival. One of those QTL was significant at the genome-wide level and largely explained both survival and viral replication in fin explants in the different families of the design (up to 65% and 49% of phenotypic variance explained respectively). These results evidence the key role of innate defence in resistance to the virus and pave the way for the identification of the gene(s) responsible for resistance. The identification of a major QTL also opens appealing perspectives for selective breeding of fish with improved resistance.

  12. Confirmation and fine-mapping of clinical mastitis and somatic cell score QTL in Nordic Holstein cattle.

    Science.gov (United States)

    Sahana, G; Guldbrandtsen, B; Thomsen, B; Lund, M S

    2013-12-01

    A genome-wide association study of 2098 progeny-tested Nordic Holstein bulls genotyped for 36 387 SNPs on 29 autosomes was conducted to confirm and fine-map quantitative trait loci (QTL) for mastitis traits identified earlier using linkage analysis with sparse microsatellite markers in the same population. We used linear mixed model analysis where a polygenic genetic effect was fitted as a random effect and single SNPs were successively included as fixed effects in the model. We detected 143 SNP-by-trait significant associations (P mastitis-related traits. Among them, 21 SNP-by-trait combinations exceeded the genome-wide significant threshold. For 12 chromosomes, both the present association study and the previous linkage study detected QTL, and of these, six were in the same chromosomal locations. Strong associations of SNPs with mastitis traits were observed on bovine autosomes 6, 13, 14 and 20. Possible candidate genes for these QTL were identified. Identification of SNPs in linkage disequilibrium with QTL will enable marker-based selection for mastitis resistance. The candidate genes identified should be further studied to detect candidate polymorphisms underlying these QTL.

  13. Quantitative Trait Locus Analysis of Seed Germination and Seedling Vigor in Brassica rapa Reveals QTL Hotspots and Epistatic Interactions.

    Science.gov (United States)

    Basnet, Ram K; Duwal, Anita; Tiwari, Dev N; Xiao, Dong; Monakhos, Sokrat; Bucher, Johan; Visser, Richard G F; Groot, Steven P C; Bonnema, Guusje; Maliepaard, Chris

    2015-01-01

    The genetic basis of seed germination and seedling vigor is largely unknown in Brassica species. We performed a study to evaluate the genetic basis of these important traits in a B. rapa doubled haploid population from a cross of a yellow-seeded oil-type yellow sarson and a black-seeded vegetable-type pak choi. We identified 26 QTL regions across all 10 linkage groups for traits related to seed weight, seed germination and seedling vigor under non-stress and salt stress conditions illustrating the polygenic nature of these traits. QTLs for multiple traits co-localized and we identified eight hotspots for quantitative trait loci (QTL) of seed weight, seed germination, and root and shoot lengths. A QTL hotspot for seed germination on A02 mapped at the B. rapa Flowering Locus C (BrFLC2). Another hotspot on A05 with salt stress specific QTLs co-located with the B. rapa Fatty acid desaturase 2 (BrFAD2) locus. Epistatic interactions were observed between QTL hotspots for seed germination on A02 and A10 and with a salt tolerance QTL on A05. These results contribute to the understanding of the genetics of seed quality and seeding vigor in B. rapa and can offer tools for Brassica breeding.

  14. Identifying QTL and genetic correlations between fur quality traits in mink (Neovison vison)

    DEFF Research Database (Denmark)

    Thirstrup, Janne Pia; Anistoroaei, Razvan Marian; Guldbrandtsen, Bernt;

    2014-01-01

    Mapping of QTL affecting fur quality traits (guard hair length, guard hair thickness, density of wool, surface of the fur and quality) and skin length was performed in a three-generation mink population (F design). In the parental generation, Nordic Brown mink were crossed reciprocally with Ameri......Mapping of QTL affecting fur quality traits (guard hair length, guard hair thickness, density of wool, surface of the fur and quality) and skin length was performed in a three-generation mink population (F design). In the parental generation, Nordic Brown mink were crossed reciprocally...... correlations and heritabilities were estimated using the average information-restricted maximum-likelihood method. Evidence was found for QTL affecting fur quality traits on nine autosomes. QTL were detected for guard hair thickness on chromosomes 1, 2, 3, 6 and 13; for guard hair length on chromosomes 2, 3...... and 6; for wool density on chromosomes 6 and 13; for surface on chromosomes 7, 12 and 13; for quality on chromosomes 6, 7, 11 and 13; and for skin length on chromosomes 7 and 9. Proximity of locations of QTL for guard hair length, guard hair thickness and for wool density and quality suggests that some...

  15. A genome scan revealed significant associations of growth traits with a major QTL and GHR2 in tilapia.

    Science.gov (United States)

    Liu, Feng; Sun, Fei; Xia, Jun Hong; Li, Jian; Fu, Gui Hong; Lin, Grace; Tu, Rong Jian; Wan, Zi Yi; Quek, Delia; Yue, Gen Hua

    2014-12-01

    Growth is an important trait in animal breeding. However, the genetic effects underpinning fish growth variability are still poorly understood. QTL mapping and analysis of candidate genes are effective methods to address this issue. We conducted a genome-wide QTL analysis for growth in tilapia. A total of 10, 7 and 8 significant QTLs were identified for body weight, total length and standard length at 140 dph, respectively. The majority of these QTLs were sex-specific. One major QTL for growth traits was identified in the sex-determining locus in LG1, explaining 71.7%, 67.2% and 64.9% of the phenotypic variation (PV) of body weight, total length and standard length, respectively. In addition, a candidate gene GHR2 in a QTL was significantly associated with body weight, explaining 13.1% of PV. Real-time qPCR revealed that different genotypes at the GHR2 locus influenced the IGF-1 expression level. The markers located in the major QTL for growth traits could be used in marker-assisted selection of tilapia. The associations between GHR2 variants and growth traits suggest that the GHR2 gene should be an important gene that explains the difference in growth among tilapia species.

  16. SNP Discovery and QTL Mapping of Sclerotinia Basal Stalk Rot Resistance in Sunflower using Genotyping-by-Sequencing.

    Science.gov (United States)

    Talukder, Zahirul I; Seiler, Gerald J; Song, Qijian; Ma, Guojia; Qi, Lili

    2016-11-01

    Basal stalk rot (BSR), caused by the ascomycete fungus (Lib.) de Bary, is a serious disease of sunflower ( L.) in the cool and humid production areas of the world. Quantitative trait loci (QTL) for BSR resistance were identified in a sunflower recombinant inbred line (RIL) population derived from the cross HA 441 × RHA 439. A genotyping-by-sequencing (GBS) approach was adapted to discover single nucleotide polymorphism (SNP) markers. A genetic linkage map was developed comprised of 1053 SNP markers on 17 linkage groups (LGs) spanning 1401.36 cM. The RILs were tested in five environments (locations and years) for resistance to BSR. Quantitative trait loci were identified in each environment separately and also with integrated data across environments. A total of six QTL were identified in all five environments: one of each on LGs 4, 9, 10, 11, 16, and 17. The most significant QTL, and , were identified at multiple environments on LGs 10 and 17, explaining 31.6 and 20.2% of the observed phenotypic variance, respectively. The remaining four QTL, , , , and , were detected in only one environment on LGs 4, 9, 11, and 16, respectively. Each of these QTL explains between 6.4 and 10.5% of the observed phenotypic variation in the RIL population. Alleles conferring increased resistance were contributed by both parents. The potential of the and in marker-assisted selection (MAS) breeding are discussed. Copyright © 2016 Crop Science Society of America.

  17. SNP Discovery and QTL Mapping of Sclerotinia Basal Stalk Rot Resistance in Sunflower using Genotyping-by-Sequencing

    Directory of Open Access Journals (Sweden)

    Zahirul I. Talukder

    2016-11-01

    Full Text Available Basal stalk rot (BSR, caused by the ascomycete fungus (Lib. de Bary, is a serious disease of sunflower ( L. in the cool and humid production areas of the world. Quantitative trait loci (QTL for BSR resistance were identified in a sunflower recombinant inbred line (RIL population derived from the cross HA 441 × RHA 439. A genotyping-by-sequencing (GBS approach was adapted to discover single nucleotide polymorphism (SNP markers. A genetic linkage map was developed comprised of 1053 SNP markers on 17 linkage groups (LGs spanning 1401.36 cM. The RILs were tested in five environments (locations and years for resistance to BSR. Quantitative trait loci were identified in each environment separately and also with integrated data across environments. A total of six QTL were identified in all five environments: one of each on LGs 4, 9, 10, 11, 16, and 17. The most significant QTL, and , were identified at multiple environments on LGs 10 and 17, explaining 31.6 and 20.2% of the observed phenotypic variance, respectively. The remaining four QTL, , , , and , were detected in only one environment on LGs 4, 9, 11, and 16, respectively. Each of these QTL explains between 6.4 and 10.5% of the observed phenotypic variation in the RIL population. Alleles conferring increased resistance were contributed by both parents. The potential of the and in marker-assisted selection (MAS breeding are discussed.

  18. Effects of the number of markers per haplotype and clustering of haplotypes on the accuracy of QTL mapping and prediction of genomic breeding values

    NARCIS (Netherlands)

    Calus, M.P.L.; Meuwissen, T.H.E.; Windig, J.J.; Knol, E.F.; Schrooten, C.; Vereijken, A.L.J.; Veerkamp, R.F.

    2009-01-01

    The aim of this paper was to compare the effect of haplotype definition on the precision of QTL-mapping and on the accuracy of predicted genomic breeding values. In a multiple QTL model using identity-by-descent (IBD) probabilities between haplotypes, various haplotype definitions were tested i.e. i

  19. Avaliação quantitativa de serviços de pré-natal Quantitative evaluation of the activities of prenatal services

    Directory of Open Access Journals (Sweden)

    Cyro Ciari Jr.

    1972-12-01

    Full Text Available São propostos 6 itens de avaliação quantitativa de atividades de serviços de Pré-Natal. São referidos, como indicadores de atividades dos médicos e grau de proteção oferecida às gestantes: 1 a média de consultas por hora/ano por médico; 2 o número de consultas possíveis; 3 a média de consultas por gestante; 4 a proporção entre matrículas e consultas em continuação por mês; 5 média de idade da gestação na matrícula. Procurou-se relacionar estes dados com a qualificação apresentada pelos serviços, ou seja, presença de médico, enfermeira, facilidades para internação, laboratório, medicamentos, cursos e assistência social. Estes indicadores parecem revelar, quando associados, não só a quantidade de serviços prestados, como também indiretamente a sua qualificação. Foram observados 10 serviços de Pré-Natal durante 4 anos de atividades, estas avaliadas pelos indicadores propostos. Revelou-se a predominância de baixa produtividade na maioria deles, com excessivo número de horas ociosas, bem como, número pequeno de consultas para as matrículas. A relação presumida entre qualificação de serviços e maior freqüência ao pré-natal, não se revelou clara a não ser quando oferecida intensamente.Six items are proposed in order to obtain a quantitative evaluation of the activities in the prenatal services. Indexes of phyhidans' activities and degree of protection atainned by patients are: 1 the number of consults by doctor-hour/year; 2 the number of possible consults; 3 the mean number of consults by pregnants; 4 the ratio between registrations and consults (other than the first by month; 5 mean age of pregnancy at the time of registration. These data are examined in relation to the quality of the services, i. e., doctor's presence, nurses, internation facilities, laboratory, prescriptions, courses and social care. It seems that those indexes exhibit not only the quantity of services offered but as well

  20. Identifying QTL and genetic correlations between fur quality traits in mink (Neovison vison)

    DEFF Research Database (Denmark)

    Thirstrup, Janne Pia; Anistoroaei, Razvan Marian; Guldbrandtsen, Bernt

    2014-01-01

    Mapping of QTL affecting fur quality traits (guard hair length, guard hair thickness, density of wool, surface of the fur and quality) and skin length was performed in a three-generation mink population (F2 design). In the parental generation, Nordic Brown mink were crossed reciprocally with Amer......Mapping of QTL affecting fur quality traits (guard hair length, guard hair thickness, density of wool, surface of the fur and quality) and skin length was performed in a three-generation mink population (F2 design). In the parental generation, Nordic Brown mink were crossed reciprocally...... of the traits are in part under the influence of the same genes. Traits under the influence of QTL at close or identical positions also were traits that were strongly genotypically correlated. Based on the results of correlation analyses, the most important single traits influencing the quality were found...

  1. Integration of QTL detection and marker assisted selection for improving resistance to Fusarium head blight and important agronomic traits in wheat

    Institute of Scientific and Technical Information of China (English)

    Chao; Lv; Yanxia; Song; Lifeng; Gao; Qin; Yao; Ronghua; Zhou; Rugen; Xu; Jizeng; Jia

    2014-01-01

    Fusarium head blight(FHB), caused by Fusarium graminearum, is one of the most destructive wheat(Triticum aestivum L.) diseases worldwide. Identification of quantitative trait loci(QTL) conferring FHB resistance followed by marker assisted selection(MAS) is an efficient approach to breed FHB-resistant varieties. In this study, 38 additive QTL and 18 pairs of epistatic QTL for FHB resistance were detected in four environments using a population of recombinant inbred lines(RILs) derived from varieties Neixiang 188 and Yanzhan 1. Six QTL clusters were located on chromosomes 2D, 4B, 4D, 5A, 5D and 7B, suggesting possible polytrophic functions. Six elite lines with good FHB resistance and agronomic traits were selected from the same population using the associated markers. Our results suggest that MAS of multiple QTL will be effective and efficient in wheat breeding.

  2. Integration of QTL detection and marker assisted selection for improving resistance to Fusarium head blight and important agronomic traits in wheat

    Directory of Open Access Journals (Sweden)

    Chao Lv

    2014-02-01

    Full Text Available Fusarium head blight (FHB, caused by Fusarium graminearum, is one of the most destructive wheat (Triticum aestivum L. diseases worldwide. Identification of quantitative trait loci (QTL conferring FHB resistance followed by marker assisted selection (MAS is an efficient approach to breed FHB-resistant varieties. In this study, 38 additive QTL and 18 pairs of epistatic QTL for FHB resistance were detected in four environments using a population of recombinant inbred lines (RILs derived from varieties Neixiang 188 and Yanzhan 1. Six QTL clusters were located on chromosomes 2D, 4B, 4D, 5A, 5D and 7B, suggesting possible polytrophic functions. Six elite lines with good FHB resistance and agronomic traits were selected from the same population using the associated markers. Our results suggest that MAS of multiple QTL will be effective and efficient in wheat breeding.

  3. Sherlock: detecting gene-disease associations by matching patterns of expression QTL and GWAS.

    Science.gov (United States)

    He, Xin; Fuller, Chris K; Song, Yi; Meng, Qingying; Zhang, Bin; Yang, Xia; Li, Hao

    2013-05-01

    Genetic mapping of complex diseases to date depends on variations inside or close to the genes that perturb their activities. A strong body of evidence suggests that changes in gene expression play a key role in complex diseases and that numerous loci perturb gene expression in trans. The information in trans variants, however, has largely been ignored in the current analysis paradigm. Here we present a statistical framework for genetic mapping by utilizing collective information in both cis and trans variants. We reason that for a disease-associated gene, any genetic variation that perturbs its expression is also likely to influence the disease risk. Thus, the expression quantitative trait loci (eQTL) of the gene, which constitute a unique "genetic signature," should overlap significantly with the set of loci associated with the disease. We translate this idea into a computational algorithm (named Sherlock) to search for gene-disease associations from GWASs, taking advantage of independent eQTL data. Application of this strategy to Crohn disease and type 2 diabetes predicts a number of genes with possible disease roles, including several predictions supported by solid experimental evidence. Importantly, predicted genes are often implicated by multiple trans eQTL with moderate associations. These genes are far from any GWAS association signals and thus cannot be identified from the GWAS alone. Our approach allows analysis of association data from a new perspective and is applicable to any complex phenotype. It is readily generalizable to molecular traits other than gene expression, such as metabolites, noncoding RNAs, and epigenetic modifications.

  4. Fine-mapping of muscle weight QTL in LG/J and SM/J intercrosses.

    Science.gov (United States)

    Lionikas, A; Cheng, R; Lim, J E; Palmer, A A; Blizard, D A

    2010-09-01

    Genetic variation plays a substantial role in variation in strength, but the underlying mechanisms remain poorly understood. The objective of the present study was to examine the mechanisms underlying variation in muscle mass, a predictor of strength, between LG/J and SM/J strains, which are the inbred progeny of mice selected, respectively, for high and low body weight. We measured weight of five hindlimb muscles in LG/J and SM/J males and females, in F(1) and F(2) intercrosses, and in an advanced intercross (AI), F(34), between the two. F(2) mice were genotyped using 162 SNPs throughout the genome; F(34) mice were genotyped at 3,015 SNPs. A twofold difference in muscle mass between the LG/J and SM/J mouse strains was observed. Integrated genome-wide association analysis in the combined population of F(2) and AI identified 22 quantitative trait loci (QTL; genome-wide P LG/J allele conferred greater muscle weight in all cases. The 1.5-LOD QTL support intervals ranged between 0.3 and 13.4 Mb (median 3.7 Mb) restricting the list of candidates to between 5 and 97 genes. Selection for body weight segregated the alleles affecting skeletal muscle, the most abundant tissue in the body. Combination of analyses in an F(2) and AI was an effective strategy to detect and refine the QTL in a genome-wide manner. The achieved resolution facilitates further elucidation of the underlying genetic mechanisms affecting muscle mass.

  5. QTL Mapping for Hull Thickness and Related Traits in Hybrid Rice Xieyou 9308

    Institute of Scientific and Technical Information of China (English)

    LUO Li-li; ZHANG Ying-xin; CHEN Dai-bo; ZHAN Xiao-deng; SHEN Xi-hong; CHENG Shi-hua; CAO Li-yong

    2014-01-01

    We conducted a quantitative trait locus (QTL) analysis of 165 rice recombinant inbred lines derived from a cross between Zhonghui 9308 (Z9308) and Xieqingzao B (XB) in Hainan and Hangzhou, China. Grain thickness (GT), brown rice thickness (BRT), hull thickness (HT) and milling quality were used for QTL mapping. HT was significantly and positively correlated with GT and BRT. Twenty-nine QTLs were detected with phenotypic effects ranging from 2.80% to 21.27%. Six QTLs, qGT3, qBRT3, qBRT4, qHT6.1, qHT8 and qHT11, were detected repeatedly across two environments. Inherited from XB, qHT6.1, qHT8 and qHT11 showed stable expression, explaining 9.92%, 21.27% and 10.83% of the phenotypic variances in Hainan and 9.61%, 6.40%and 6.71%in Hangzhou, respectively. Additionally, the QTL cluster between RM5944 and RM5626 on chromosome 3 was probably responsible for GT and milling quality. The cluster between RM6992 and RM6473 on chromosome 4 played an important role in grain filling. Three near isogenic lines (NILs), X345, X338 and X389, were selected because they contained homozygous fragments from Zhonghui 9308, corresponding to qHT6.1, qHT8 and qHT11, respectively. The hull of XB was thicker than those of X345, X338 and X389. In all the lines, qHT6.1, qHT8 and qHT11 that regulated rice HT were stably inherited with obvious genetic effects.

  6. QTL consistency for agronomic traits across three generations and potential applications in popcorn

    Institute of Scientific and Technical Information of China (English)

    DONG Yong-bin; ZHANG Zhong-wei; SHI Qing-ling; WANG Qi-lei; ZHOU Qiang; DENG Fei; MA Zhi-yan; QIAO Da-he; LI Yu-ling

    2015-01-01

    Favorable agronomic traits are important to improve productivity of popcorn. In this study, a recombinant inbred line (RIL) population consisting of 258 lines was evaluated to identify quantitative trait loci (QTLs) for nine agronomic traits (plant height, ear height, top height (plant height subtracted ear height), top height/plant height, number of leaves above the top ear, leaf area, stalk diameter, number of tassel branches and the length of tassel) under three environments. Meta-anal-ysis was conducted then to integrate QTLs identiifed across three generations (RIL, F2:3 and BC2F2) developed from the same crosses. In total, 179 QTLs and 36 meta-QTLs (mQTL) were identiifed. The percentage of phenotypic variation (R2) explained by any single QTL varied from 3.86 to 28.4%, and 24 QTLs with contributions over 15%. Nine common QTLs located in the same or similar chromosome regions were detected across three generations. Five meta-QTLs were identiifed including QTLs in three independent studies. Seven important mQTLs were composed of 11–26 QTLs for 4–7 traits, respectively. Only 11 mQTLs were commonly identiifed in the same or similar chromosome regions across agronomic traits, popping characteristics (popping fold, popping volume and popping rate) and grain yield components (ear weight per plant, grain weight per plant, 100-grain weight, ear length, kernel number per row, ear diameter, row number per ear and kernel ratio) by meta-QTL analysis. In conclusion, we identiifed a list of QTLs, some of which with much higher contributions to agronomic traits should be valuable for further study in improving both popping characteristics and grain yield components in popcorn.

  7. Identification of Quantitative Trait Loci (QTL) and Candidate Genes for Cadmium Tolerance in Populus

    Energy Technology Data Exchange (ETDEWEB)

    Induri, Brahma R [West Virginia University; Ellis, Danielle R [West Virginia University; Slavov, Gancho [West Virginia University; Yin, Tongming [ORNL; Muchero, Wellington [ORNL; Tuskan, Gerald A [ORNL; DiFazio, Stephen P [West Virginia University

    2012-01-01

    Knowledge of genetic variation in response of Populus to heavy metals like cadmium (Cd) is an important step in understanding the underlying mechanisms of tolerance. In this study, a pseudo-backcross pedigree of Populus trichocarpa and Populus deltoides was characterized for Cd exposure. The pedigree showed significant variation for Cd tolerance thus enabling the identification of relatively tolerant and susceptible genotypes for intensive characterization. A total of 16 QTLs at logarithm of odds (LOD) ratio > 2.5, were found to be associated with total dry weight, its components, and root volume. Four major QTLs for total dry weight were mapped to different linkage groups in control (LG III) and Cd conditions (LG XVI) and had opposite allelic effects on Cd tolerance, suggesting that these genomic regions were differentially controlled. The phenotypic variation explained by Cd QTL for all traits under study varied from 5.9% to 11.6% and averaged 8.2% across all QTL. Leaf Cd contents also showed significant variation suggesting the phytoextraction potential of Populus genotypes, though heritability of this trait was low (0.22). A whole-genome microarray study was conducted by using two genotypes with extreme responses for Cd tolerance in the above study and differentially expressed genes were identified. Candidate genes including CAD2 (CADMIUM SENSITIVE 2), HMA5 (HEAVY METAL ATPase5), ATGTST1 (Arabidopsis thaliana Glutathione S-Transferase1), ATGPX6 (Glutathione peroxidase 6), and ATMRP 14 (Arabidopsis thaliana Multidrug Resistance associated Protein 14) were identified from QTL intervals and microarray study. Functional characterization of these candidate genes could enhance phytoremediation capabilities of Populus.

  8. Genetic mapping of a 7R Al tolerance QTL in triticale (x Triticosecale Wittmack).

    Science.gov (United States)

    Niedziela, A; Bednarek, P T; Labudda, M; Mańkowski, D R; Anioł, A

    2014-02-01

    Triticale (x Triticosecale Wittmack) is a relatively new cereal crop. In Poland, triticale is grown on 12 % of arable land ( http://www.stat.gov.pl ). There is an increasing interest in its cultivation due to lowered production costs and increased adaptation to adverse environmental conditions. However, it has an insufficient tolerance to the presence of aluminum ions (Al(3+)) in the soil. The number of genes controlling aluminum tolerance in triticale and their chromosomal location is not known. Two F2 mapping biparental populations (MP1 and MP15) segregating for aluminum (Al) tolerance were tested with AFLP, SSR, DArT, and specific PCR markers. Genetic mapping enabled the construction of linkage groups representing chromosomes 7R, 5R and 2B. Obtained linkage groups were common for both mapping populations and mostly included the same markers. Composite interval mapping (CIM) allowed identification of a single QTL that mapped to the 7R chromosome and explained 25 % (MP1) and 36 % (MP15) of phenotypic variation. The B1, B26 and Xscm150 markers were 0.04 cM and 0.02 cM from the maximum of the LOD function in the MP1 and MP15, respectively and were highly associated with aluminum tolerance as indicated by Kruskal-Wallis nonparametric test. Moreover, the molecular markers B1, B26, Xrems1162 and Xscm92, previously associated with the Alt4 locus that encoded an aluminum-activated malate transporter (ScALMT1) that was involved in Al tolerance in rye (Secale cereale) also mapped within QTL. Biochemical analysis of plants represented MP1 and MP15 mapping populations confirmed that the QTL located on 7R chromosome in both mapping populations is responsible for Al tolerance.

  9. Construction of chromosome segment substitution lines enables QTL mapping for flowering and morphological traits in Brassica rapa

    Directory of Open Access Journals (Sweden)

    Xiaonan eLi

    2015-06-01

    Full Text Available Chromosome segment substitution lines (CSSLs represent a powerful method for precise quantitative trait loci (QTL detection of complex agronomical traits in plants. In this study, we used a marker-assisted backcrossing strategy to develop a population consisting of 63 CSSLs, derived from backcrossing of the F1 generated from a cross between two Brassica rapa subspecies: ‘Chiifu’ (ssp. pekinensis, the Brassica A genome-represented line used as the donor, and ‘49caixin’ (ssp. parachinensis, a non-heading cultivar used as the recipient. The 63 CSSLs covered 87.95% of the B. rapa genome. Among them, 39 lines carried a single segment; 15 lines, two segments; and nine lines, three or more segments of the donor parent chromosomes. To verify the potential advantage of these CSSL lines, we used them to locate QTL for six morphology-related traits. A total of 58 QTL were located on eight chromosomes for all six traits: 17 for flowering time, 14 each for bolting time and plant height, 6 for plant diameter, 2 for leaf width, and 5 for flowering stalk diameter. Co-localized QTL were mainly distributed on eight genomic regions in A01, A02, A05, A06, A08, A09, and A10, present in the corresponding CSSLs. Moreover, new chromosomal fragments that harbored QTL were identified using the findings of previous studies. The CSSL population constructed in our study paves the way for fine mapping and cloning of candidate genes involved in late bolting, flowering, and plant architecture-related traits in B. rapa. Furthermore, it has great potential for future marker-aided gene/QTL pyramiding of other interesting traits in B. rapa breeding.

  10. Mapping QTL associated with photoperiod sensitivity and assessing the importance of QTL×environment interaction for flowering time in maize.

    Directory of Open Access Journals (Sweden)

    Cuiling Wang

    Full Text Available BACKGROUND: An understanding of the genetic determinism of photoperiod response of flowering is a prerequisite for the successful exchange of germplasm across different latitudes. In order to contribute to resolve the genetic basis of photoperiod sensitivity in maize, a set of 201 recombinant inbred lines (RIL, derived from a temperate and tropical inbred line cross were evaluated in 5 field trials spread in short- and long-day environments. METHODOLOGY/PRINCIPAL FINDINGS: Firstly, QTL analyses for flowering time and photoperiod sensitivity in maize were conducted in individual photoperiod environments separately, and then, the total genetic effect was partitioned into additive effect (A and additive-by-environment interaction effect (AE by using a mixed-model-based composite interval mapping (MCIM method. CONCLUSIONS/SIGNIFICANCE: Seven putative QTL were found associated with DPS thermal time based on the data estimated in individual environments. Nine putative QTL were found associated with DPS thermal time across environments and six of them showed significant QTL×enviroment (QE interactions. Three QTL for photoperiod sensitivity were identified on chromosome 4, 9 and 10, which had the similar position to QTL for DPS thermal time in the two long-day environment. The major photoperiod sensitive loci qDPS10 responded to both short and long-day photoperiod environments and had opposite effects in different photoperiod environment. The QTL qDPS3, which had the greatest additive effect exclusively in the short-day environment, were photoperiod independent and should be classified in autonomous promotion pathway.

  11. QTL and Candidate Genes for Growth Traits in Pinus Taeda L

    Energy Technology Data Exchange (ETDEWEB)

    Claire G. Williams

    2002-10-01

    The reason for the project is to find the genetic factors which control growth at ages closer to commercial harvest (also known as QTL detection). To date, efforts to find genetic factors which control growth have been limited to seedlings. Because tree breeders want to find molecular markers which are linked to traits of direct economic value, finding linkage to factors controlling older-tree growth is more critical than seedling growth. Our current research interest includes both absolute height at ages 10-13 years but also growth trajectory or the rate of growth from seedling to half-rotation.

  12. Fine mapping of a major QTL for grain yield on chromosome 3B of durum wheat

    OpenAIRE

    Graziani, Marta

    2012-01-01

    In durum wheat, two major QTL for grain yield (Qyld.idw-2B and Qyld.idw-3B) and related traits were identified in a recombinant population derived from Kofa and Svevo (Maccaferri et al. 2008). To further investigate the genetic and physiological basis of allelic variation for this important trait, the fine mapping of Qyld.idw-2B e Qyld.idw-3B was done during the PhD. In this regard, new molecular markers were added to increase the map resolution in the target interval. For Qyld.idw-2B ...

  13. QTL mapping in multiple populations and development stages reveals dynamic quantitative trait loci for fruit size in cucumbers of different market classes.

    Science.gov (United States)

    Weng, Yiqun; Colle, Marivi; Wang, Yuhui; Yang, Luming; Rubinstein, Mor; Sherman, Amir; Ophir, Ron; Grumet, Rebecca

    2015-09-01

    QTL analysis in multi-development stages with different QTL models identified 12 consensus QTLs underlying fruit elongation and radial growth presenting a dynamic view of genetic control of cucumber fruit development. Fruit size is an important quality trait in cucumber (Cucumis sativus L.) of different market classes. However, the genetic and molecular basis of fruit size variations in cucumber is not well understood. In this study, we conducted QTL mapping of fruit size in cucumber using F2, F2-derived F3 families and recombinant inbred lines (RILs) from a cross between two inbred lines Gy14 (North American picking cucumber) and 9930 (North China fresh market cucumber). Phenotypic data of fruit length and diameter were collected at three development stages (anthesis, immature and mature fruits) in six environments over 4 years. QTL analysis was performed with three QTL models including composite interval mapping (CIM), Bayesian interval mapping (BIM), and multiple QTL mapping (MQM). Twenty-nine consistent and distinct QTLs were detected for nine traits from multiple mapping populations and QTL models. Synthesis of information from available fruit size QTLs allowed establishment of 12 consensus QTLs underlying fruit elongation and radial growth, which presented a dynamic view of genetic control of cucumber fruit development. Results from this study highlighted the benefits of QTL analysis with multiple QTL models and different mapping populations in improving the power of QTL detection. Discussion was presented in the context of domestication and diversifying selection of fruit length and diameter, marker-assisted selection of fruit size, as well as identification of candidate genes for fruit size QTLs in cucumber.

  14. Genome-wide linkage analysis of QTL for growth and body composition employing the PorcineSNP60 BeadChip

    Directory of Open Access Journals (Sweden)

    Fernández Ana I

    2012-05-01

    Full Text Available Abstract Background The traditional strategy to map QTL is to use linkage analysis employing a limited number of markers. These analyses report wide QTL confidence intervals, making very difficult to identify the gene and polymorphisms underlying the QTL effects. The arrival of genome-wide panels of SNPs makes available thousands of markers increasing the information content and therefore the likelihood of detecting and fine mapping QTL regions. The aims of the current study are to confirm previous QTL regions for growth and body composition traits in different generations of an Iberian x Landrace intercross (IBMAP and especially identify new ones with narrow confidence intervals by employing the PorcineSNP60 BeadChip in linkage analyses. Results Three generations (F3, Backcross 1 and Backcross 2 of the IBMAP and their related animals were genotyped with PorcineSNP60 BeadChip. A total of 8,417 SNPs equidistantly distributed across autosomes were selected after filtering by quality, position and frequency to perform the QTL scan. The joint and separate analyses of the different IBMAP generations allowed confirming QTL regions previously identified in chromosomes 4 and 6 as well as new ones mainly for backfat thickness in chromosomes 4, 5, 11, 14 and 17 and shoulder weight in chromosomes 1, 2, 9 and 13; and many other to the chromosome-wide signification level. In addition, most of the detected QTLs displayed narrow confidence intervals, making easier the selection of positional candidate genes. Conclusions The use of higher density of markers has allowed to confirm results obtained in previous QTL scans carried out with microsatellites. Moreover several new QTL regions have been now identified in regions probably not covered by markers in previous scans, most of these QTLs displayed narrow confidence intervals. Finally, prominent putative biological and positional candidate genes underlying those QTL effects are listed based on recent porcine

  15. Identification of carcass and meat quality QTL in an F2 Duroc x Pietrain pig resource population using different least-squares analysis models

    Directory of Open Access Journals (Sweden)

    Igseo eChoi

    2011-05-01

    Full Text Available A three-generation resource population was constructed by crossing pigs from the Duroc and Pietrain breeds. In this study, 954 F2 animals were used to identify quantitative trait loci (QTL affecting carcass and meat quality traits. Based on results of the first scan analyzed with a line-cross model using 124 microsatellite markers and 510 F2 animals, 9 chromosomes were selected for genotyping of additional markers. Twenty additional markers were genotyped for 954 F2 animals and 20 markers used in the first scan were genotyped for 444 additional F2 animals. Three different Mendelian models using least-squares for QTL analysis were applied for the second scan: a line-cross model, a half-sib model, and a combined line-cross and half-sib model. Significance thresholds were determined by false discovery rate (FDR. In total, 50 QTL using the line-cross model, 38 QTL using the half-sib model and 3 additional QTL using the combined line-cross and half-sib model were identified (q < 0.05. The line-cross and half-sib models revealed strong evidence for QTL regions on SSC6 for carcass traits (e.g., 10th-rib backfat; q < 0.0001 and on SSC15 for meat quality traits (e.g., tenderness, color, pH; q < 0.01, respectively. QTL for pH (SSC3, dressing percent (SSC7, marbling score and moisture percent (SSC12, CIE a* (SSC16 and carcass length and spareribs weight (SSC18 were also significant (q < 0.01. Additional marker and animal genotypes increased the statistical power for QTL detection, and applying different analysis models allowed confirmation of QTL and detection of new QTL.

  16. Genome-wide QTL and bulked transcriptomic analysis reveals new candidate genes for the control of tuber carotenoid content in potato (Solanum tuberosum L.).

    Science.gov (United States)

    Campbell, Raymond; Pont, Simon D A; Morris, Jenny A; McKenzie, Gaynor; Sharma, Sanjeev Kumar; Hedley, Pete E; Ramsay, Gavin; Bryan, Glenn J; Taylor, Mark A

    2014-09-01

    Genome-wide QTL analysis of potato tuber carotenoid content was investigated in populations of Solanum tuberosum Group Phureja that segregate for flesh colour, revealing a novel major QTL on chromosome 9. The carotenoid content of edible plant storage organs is a key nutritional and quality trait. Although the structural genes that encode the biosynthetic enzymes are well characterised, much less is known about the factors that determine overall storage organ content. In this study, genome-wide QTL mapping, in concert with an efficient 'genetical genomics' analysis using bulked samples, has been employed to investigate the genetic architecture of potato tuber carotenoid content. Two diploid populations of Solanum tuberosum Group Phureja were genotyped (AFLP, SSR and DArT markers) and analysed for their tuber carotenoid content over two growing seasons. Common to both populations were QTL that explained relatively small proportions of the variation in constituent carotenoids and a major QTL on chromosome 3 explaining up to 71 % of the variation in carotenoid content. In one of the populations (01H15), a second major carotenoid QTL was identified on chromosome 9, explaining up to 20 % of the phenotypic variation. Whereas the major chromosome 3 QTL was likely to be due to an allele of a gene encoding β-carotene hydroxylase, no known carotenoid biosynthetic genes are located in the vicinity of the chromosome 9 QTL. A unique expression profiling strategy using phenotypically distinct bulks comprised individuals with similar carotenoid content provided further support for the QTL mapping to chromosome 9. This study shows the potential of using the potato genome sequence to link genetic maps to data arising from eQTL approaches to enhance the discovery of candidate genes underlying QTLs.

  17. Revisiting QTL Affecting Clinical Mastitis by High-Density GWAS and Resequencing in the Finnish Ayrshire Dairy Cattle

    DEFF Research Database (Denmark)

    Vilkki, Johanna; Iso-Touru, Terhi; Schulman, Nina F;

    Mastitis is the most common disease of dairy cattle, causing high economic losses each year. Studies to locate QTL affecting clinical mastitis and milk somatic cell counts have been carried out to increase our understanding of the disease. As part of the EU FP7 Quantomics project, we have used most...... recent genomic tools to characterize QTL affecting mastitis incidence in the Finnish Ayrshire cattle. Clinical mastitis diagnoses from -15 to 50 days and 51 to 300 days of first lactation and SCC (geometric mean of SCS observations between 5 to 170 days of first lactation) were included. In total, 1920...

  18. Mapeamento de QTL em famílias de irmãos completos por meio de modelos aleatórios Mapping QTL in full-sib families using random model approach

    Directory of Open Access Journals (Sweden)

    M.V.G.B Silva

    2004-04-01

    Full Text Available Foi realizado um estudo por meio de simulação para avaliar a eficiência e o poder dos modelos aleatórios na estimação da localização e dos componentes de variância relativos a dois QTLs presentes no mesmo cromossomo, posicionados no mesmo intervalo, em intervalos adjacentes ou não. Admitiram-se diferentes tamanhos e números de famílias de irmãos completos e variâncias dos QTLs, em característica com herdabilidade igual a 0,25. A estimação dos parâmetros foi obtida por meio do método da máxima verossimilhança, baseado no quadrado da diferença de pares de irmãos, sob mapeamento por intervalo. As proporções de genes idênticos por descendência (IBD dos QTLs foram estimadas a partir da proporção IBD de dois marcadores flanqueadores. Os fatores que mais influenciaram as estimativas dos parâmetros foram a proporção da variância atribuída aos QTLs e o número e o tamanho das famílias. Com número suficiente de famílias e de indivíduos nas famílias e altas proporções de variância genética, o modelo aleatório pode detectar QTLs com alto poder, apresentando estimativas das posições com boa acurácia.A study was carried out by simulation to evaluate the efficiency and robustness of the random model approach for estimation of the QTL location and variance components in an outbred population with full-sib family structure. Two QTL were positioned in the chromosome in the same interval, in adjacent and at no adjacent intervals. The population was created with different sizes and numbers of families and variances due to QTL in a trait with h² = 0.25. The estimations of QTL parameters (locations and variance components were based on the sib-pair approach. The proportions of genes identical-by-descent (IBD at the two QTL were estimated from the IBD at two flanking markers. The most important factors afeccting the estimates of QTL parameters and power of detection were the proportion of variance due to QTL, and the

  19. Teamwork: improved eQTL mapping using combinations of machine learning methods.

    Directory of Open Access Journals (Sweden)

    Marit Ackermann

    Full Text Available Expression quantitative trait loci (eQTL mapping is a widely used technique to uncover regulatory relationships between genes. A range of methodologies have been developed to map links between expression traits and genotypes. The DREAM (Dialogue on Reverse Engineering Assessments and Methods initiative is a community project to objectively assess the relative performance of different computational approaches for solving specific systems biology problems. The goal of one of the DREAM5 challenges was to reverse-engineer genetic interaction networks from synthetic genetic variation and gene expression data, which simulates the problem of eQTL mapping. In this framework, we proposed an approach whose originality resides in the use of a combination of existing machine learning algorithms (committee. Although it was not the best performer, this method was by far the most precise on average. After the competition, we continued in this direction by evaluating other committees using the DREAM5 data and developed a method that relies on Random Forests and LASSO. It achieved a much higher average precision than the DREAM best performer at the cost of slightly lower average sensitivity.

  20. QTL molecular marker location of powdery mildew resistance in cucumber (Cucumis sativus L.)

    Institute of Scientific and Technical Information of China (English)

    2008-01-01

    The cucumber lines, S94 (Northern China open-field type, powdery mildew (PM) susceptible) and S06 (European greenhouse type, PM resistant), and their F6:7 populations were used to investigate PM re-sistance under seedling spray inoculation in 2005/Autumn and 2006/Spring. QTL analysis was under-taken based on a constructed molecular linkage map of the corresponding F6 population using com-posite interval mapping. A total of four QTLs (pm1.1, pm2.1, pm4.1 and pm6.1) for PM resistance were identified and located on LG 1, 2, 4 and 6, respectively, explaining 5.2%-21.0% of the phenotypic variation. Three consistent QTLs (pm1.1, pm2.1 and pm4.1) were detected under the two test conditions. The QTL pm6.1 was only identified in 2005/Autumn. The total phenotypic variation explained by the QTLs was 52.0% and 42.0% in 2005/Autumn and 2006/Spring, respectively. Anchor markers tightly linked to those loci (<5 cM) could lay a basis for both molecular marker-assisted breeding and map-based gene cloning of the PM-resistance gene in cucumber.

  1. Identification of a major QTL controlling the content of B-type starch granules in Aegilops

    Science.gov (United States)

    Howard, Thomas; Rejab, Nur Ardiyana; Griffiths, Simon; Leigh, Fiona; Leverington-Waite, Michelle; Simmonds, James; Uauy, Cristobal; Trafford, Kay

    2011-01-01

    Starch within the endosperm of most species of the Triticeae has a unique bimodal granule morphology comprising large lenticular A-type granules and smaller near-spherical B-type granules. However, a few wild wheat species (Aegilops) are known to lack B-granules. Ae. peregrina and a synthetic tetraploid Aegilops with the same genome composition (SU) were found to differ in B-granule number. The synthetic tetraploid had normal A- and B-type starch granules whilst Ae. peregrina had only A-granules because the B-granules failed to initiate. A population segregating for B-granule number was generated by crossing these two accessions and was used to study the genetic basis of B-granule initiation. A combination of Bulked Segregant Analysis and QTL mapping identified a major QTL located on the short arm of chromosome 4S that accounted for 44.4% of the phenotypic variation. The lack of B-granules in polyploid Aegilops with diverse genomes suggests that the B-granule locus has been lost several times independently during the evolution of the Triticeae. It is proposed that the B-granule locus is susceptible to silencing during polyploidization and a model is presented to explain the observed data based on the assumption that the initiation of B-granules is controlled by a single major locus per haploid genome. PMID:21227932

  2. The mouse QTL map helps interpret human genome-wide association studies for HDL cholesterol.

    Science.gov (United States)

    Leduc, Magalie S; Lyons, Malcolm; Darvishi, Katayoon; Walsh, Kenneth; Sheehan, Susan; Amend, Sarah; Cox, Allison; Orho-Melander, Marju; Kathiresan, Sekar; Paigen, Beverly; Korstanje, Ron

    2011-06-01

    Genome-wide association (GWA) studies represent a powerful strategy for identifying susceptibility genes for complex diseases in human populations but results must be confirmed and replicated. Because of the close homology between mouse and human genomes, the mouse can be used to add evidence to genes suggested by human studies. We used the mouse quantitative trait loci (QTL) map to interpret results from a GWA study for genes associated with plasma HDL cholesterol levels. We first positioned single nucleotide polymorphisms (SNPs) from a human GWA study on the genomic map for mouse HDL QTL. We then used mouse bioinformatics, sequencing, and expression studies to add evidence for one well-known HDL gene (Abca1) and three newly identified genes (Galnt2, Wwox, and Cdh13), thus supporting the results of the human study. For GWA peaks that occur in human haplotype blocks with multiple genes, we examined the homologous regions in the mouse to prioritize the genes using expression, sequencing, and bioinformatics from the mouse model, showing that some genes were unlikely candidates and adding evidence for candidate genes Mvk and Mmab in one haplotype block and Fads1 and Fads2 in the second haplotype block. Our study highlights the value of mouse genetics for evaluating genes found in human GWA studies.

  3. A New Diagnostic Resource for Ceratitis capitata Strain Identification Based on QTL Mapping.

    Science.gov (United States)

    Sim, Sheina B; Ruiz-Arce, Raul; Barr, Norman B; Geib, Scott M

    2017-09-09

    The Mediterranean fruit fly Ceratitis capitata (Wiedemann) is a destructive agricultural pest and the subject of exclusion efforts in many countries. Suppression and eradication of invasive populations to prevent establishment is facilitated by the release of sterile males using the sterile insect technique (SIT). In active SIT release areas, it is critical to accurately discriminate between released sterile males and wild-caught individuals to be able to detect extremely rare invasive individuals in areas inundated with millions of sterile male flies. Current methods for discrimination exist, but are not always definitive, and a more reliable method is necessary. To address this, we took a novel approach and developed a genotyping assay that is linked to traits that facilitate male-only releases and are maintained in the SIT colonies, white pupae (wp) and temperature sensitive lethal (tsl). The development of this assay was achieved through linkage mapping and QTL mapping of wp in a mapping population derived from SIT colony flies and wild-type colony flies. This new method to discriminate released SIT flies from wild individuals was demonstrated across SIT colonies and wild individuals from across the geographic range of this species. In addition, linkage and QTL mapping of wp in C. capitata has larger impacts as it can serve as a foundational tool to identify the genetic basis of traits that facilitate the separation of male from female flies which can be used to develop SIT programs in related species. Copyright © 2017, G3: Genes, Genomes, Genetics.

  4. Variable selection for large p small n regression models with incomplete data: Mapping QTL with epistases

    Directory of Open Access Journals (Sweden)

    Wells Martin T

    2008-05-01

    Full Text Available Abstract Background Identifying quantitative trait loci (QTL for both additive and epistatic effects raises the statistical issue of selecting variables from a large number of candidates using a small number of observations. Missing trait and/or marker values prevent one from directly applying the classical model selection criteria such as Akaike's information criterion (AIC and Bayesian information criterion (BIC. Results We propose a two-step Bayesian variable selection method which deals with the sparse parameter space and the small sample size issues. The regression coefficient priors are flexible enough to incorporate the characteristic of "large p small n" data. Specifically, sparseness and possible asymmetry of the significant coefficients are dealt with by developing a Gibbs sampling algorithm to stochastically search through low-dimensional subspaces for significant variables. The superior performance of the approach is demonstrated via simulation study. We also applied it to real QTL mapping datasets. Conclusion The two-step procedure coupled with Bayesian classification offers flexibility in modeling "large p small n" data, especially for the sparse and asymmetric parameter space. This approach can be extended to other settings characterized by high dimension and low sample size.

  5. Identification of QTL-s for drought tolerance in maize, II: Yield and yield components

    Directory of Open Access Journals (Sweden)

    Nikolić Ana

    2013-01-01

    Full Text Available Grain yield is the primary trait of interest in maize breeding programs. Worldwide, drought is the most pervasive limitation to the achievement of yield potential in maize. Drought tolerance of maize has been considerably improved through conventional breeding. Traditional breeding methods have numerous limitations, so development of new molecular genetics techniques could help in elucidation of genetic basis of drought tolerance .In order to map QTLs underlying yield and yield components under drought 116 F3 families of DTP79xB73 cross were evaluated in the field trials. Phenotypic correlations calculated using Pearson’s coefficients were high and significant. QTL detection was performed using composite interval mapping option in WinQTL Cartographer v 2.5. Over all nine traits 45 QTLs were detected: five for grain yield per plant and 40 for eight yield components. These QTLs were distributed on all chromosomes except on chromosome 9. Percent of phenotypic variability determined for the identified QTLs for all the traits was in the range from 27.46 to 95.85%. Different types of gene action were found for the QTLs identified for analyzed traits. [Projekat Ministarstva nauke Republike Srbije, br. TR31068

  6. Conditional QTL Mapping of Sedimentation Volume on Seven Quality Traits in Common Wheat

    Institute of Scientific and Technical Information of China (English)

    DENG Zhi-ying; ZHAO Liang; LIU Bin; ZHANG Kun-pu; CHEN Jian-sheng; QU Hou-lan; SUN Cai-ling; ZHANG Yong-xiang; TIAN Ji-chun

    2013-01-01

    To evaluate the possible genetic interrelationships between lfour components and the sedimentation volume (SD), a doubled haploid (DH) population comprising 168 lines were used to identify the conditional quantitative trait loci (QTLs) for SD in three environments. Ten additive QTLs and 15 pairs of epistatic QTLs were detected for SD through unconditional and conditional QTL mapping. Three major additive QTLs were detected for SD conditioned on the seven quality traits. Two additive QTLs were found to be independent of these traits. Three additive QTLs were suppressed by three of the seven traits because of non-detection in unconditional mapping.Three pairs of epistatic QTLs were completely affected by the seven traits because of detection in unconditional mapping but no-detection in conditional mapping. Twelve pairs of epistatic QTLs were detected in conditional mapping. Our results indicated that conditional mapping could contribute to a better understanding of the interdependence of different and closely correlated traits at the QTL molecular level, especially some minor QTLs were found. The conditional mapping approach provides new insights that will make it possible to avoid the disadvantages of different traits by breeding through molecular design.

  7. QTL mapping of soybean oil content for marker-assisted selection in plant breeding program.

    Science.gov (United States)

    Leite, D C; Pinheiro, J B; Campos, J B; Di Mauro, A O; Unêda-Trevisoli, S H

    2016-03-18

    The present study was undertaken to detect and map the quantitative trait loci (QTL) related to soybean oil content. We used 244 progenies derived from a bi-parental cross of the Lineage 69 (from Universidade Estadual Paulista "Júlio de Mesquita Filho"/Faculdade de Ciências Agrárias e Veterinárias - Breeding Program) and Tucunaré cultivar. A total of 358 simple sequence repeat (SSR; microsatellite) markers were used to investigate the polymorphism between the parental lines, and for the polymorphic lines all the F2 individuals were tested. Evaluation of the oil content and phenotype was performed with the aid of a Tango equipment by near infra-red reflectance spectroscopy, using single F2 seeds and F2:3 progenies, in triplicate. The data were analyzed by QTL Cartographer program for 56 SSR polymorphic markers. Two oil-content related QTLs were detected on K and H linkage groups. The total phenotypic variation explained by QTLs ranged from 7.8 to 46.75% for oil content. New QTLs were identified for the oil content in addition to those previously identified in other studies. The results reported in this study show that regions different from those already known could be involved in the genetic control of soybean oil content.

  8. QTL mapping for protein content in soybean cultivated in two tropical environments Mapeamento de QTL quanto ao conteúdo de proteína em soja cultivada em dois ambientes tropicais

    Directory of Open Access Journals (Sweden)

    Taís Cristina Bastos Soares

    2008-11-01

    Full Text Available The objectives of this study were to detect quantitative trait loci (QTL for protein content in soybean grown in two distinct tropical environments and to build a genetic map for protein content. One hundred eighteen soybean recombinant inbred lines (RIL, obtained from a cross between cultivars BARC 8 and Garimpo, were used. The RIL were cultivated in two distinct Brazilian tropical environments: Cascavel county, in Paraná, and Viçosa county, in Minas Gerais (24º57'S, 53º27'W and 20º45'S, 42º52'W, respectively. Sixty-six SSR primer pairs and 65 RAPD primers were polymorphic and segregated at a 1:1 proportion. Thirty poorly saturated linkage groups were obtained, with 90 markers and 41 nonlinked markers. For the lines cultivated in Cascavel, three QTL were mapped in C2, E and N linkage groups, which explained 14.37, 10.31 and 7.34% of the phenotypic variation of protein content, respectively. For the lines cultivated in Viçosa, two QTL were mapped in linkage groups G and #1, which explained 9.51 and 7.34% of the phenotypic variation of protein content. Based on the mean of the two environments, two QTL were identified: one in the linkage group E (9.90% and other in the group L (7.11%. In order for future studies to consistently detect QTL effects of different environments, genotypes with greater stability should be used.Os objetivos deste trabalho foram detectar QTL relativos ao conteúdo de proteína, em soja cultivada em dois ambientes tropicais divergentes, e construir um mapa genético para o conteúdo de proteína em genótipos adaptados a condições tropicais. Foram usadas 118 linhagens recombinantes endogâmicas de soja, obtidas do cruzamento entre as cultivares BARC 8 e Garimpo. A população de linhagens recombinantes endogâmicas foi cultivada em dois ambientes contrastantes: Cascavel, PR, e Viçosa, MG (24º57'S, 53º27'W; e 20º45'S, 42º52'W, respectivamente. Sessenta e seis pares de iniciadores SSR e 65 iniciadores RAPD

  9. Development of molecular markers linked to the 'Fiesta' linkage group 7 major QTL for fire blight resistance and their application for marker-assisted selection.

    Science.gov (United States)

    Khan, Muhammad A; Durel, Charles-Eric; Duffy, Brion; Drouet, Damien; Kellerhals, Markus; Gessler, Cesare; Patocchi, Andrea

    2007-06-01

    A fire blight resistance QTL explaining 34.3%-46.6% of the phenotypic variation was recently identified on linkage group 7 of apple cultivar 'Fiesta' (F7). However, markers flanking this QTL were AFLP and RAPD markers unsuitable for marker-assisted selection (MAS). Two RAPD markers bracketing the QTL have been transformed into SCAR (sequence-characterized amplified region) markers, and an SSR marker specific for the region was developed. Pedigree analysis of 'Fiesta' with these markers enabled tracking of the F7 QTL allele back to 'Cox's Orange Pippin'. Stability of the effect of this QTL allele in different backgrounds was analyzed by inoculating progeny plants of a cross between 'Milwa', a susceptible cultivar, and '1217', a moderately resistant cultivar, and a set of cultivars that carry or lack the allele conferring increased fire blight resistance. Progenies and cultivars that carried both markers were significantly more resistant than those that did not carry both markers, indicating high stability of the F7 QTL allele in different backgrounds. This stability and the availability of reproducible markers bracketing the QTL make this locus promising for use in MAS.

  10. Utility assessment of published microsatellite markers for fiber length and bundle strength QTL in a cotton breeding program

    Science.gov (United States)

    Marker-assisted selection (MAS) may help mitigate some of the current challenges regarding the genetic improvement of cotton fiber quality, such as low genetic diversity and the negative association between fiber quality and lint yield. A multitude of quantitative trait loci (QTL) for fiber length a...

  11. Genome wide association analysis of the 16th QTL- MAS Workshop dataset using the Random Forest machine learning approach

    Science.gov (United States)

    2014-01-01

    Background Genome wide association studies are now widely used in the livestock sector to estimate the association among single nucleotide polymorphisms (SNPs) distributed across the whole genome and one or more trait. As computational power increases, the use of machine learning techniques to analyze large genome wide datasets becomes possible. Methods The objective of this study was to identify SNPs associated with the three traits simulated in the 16th MAS-QTL workshop dataset using the Random Forest (RF) approach. The approach was applied to single and multiple trait estimated breeding values, and on yield deviations and to compare them with the results of the GRAMMAR-CG method. Results The two QTL mapping methods used, GRAMMAR-CG and RF, were successful in identifying the main QTLs for trait 1 on chromosomes 1 and 4, for trait 2 on chromosomes 1, 4 and 5 and for trait 3 on chromosomes 1, 2 and 3. Conclusions The results of the RF approach were confirmed by the GRAMMAR-CG method and validated by the effective QTL position, even if their approach to unravel cryptic genetic structure is different. Furthermore, both methods showed complementary findings. However, when the variance explained by the QTL is low, they both failed to detect significant associations. PMID:25519518

  12. Genetic properties of the MAGIC maize population: a new platform for high definition QTL mapping in Zea mays.

    Science.gov (United States)

    Dell'Acqua, Matteo; Gatti, Daniel M; Pea, Giorgio; Cattonaro, Federica; Coppens, Frederik; Magris, Gabriele; Hlaing, Aye L; Aung, Htay H; Nelissen, Hilde; Baute, Joke; Frascaroli, Elisabetta; Churchill, Gary A; Inzé, Dirk; Morgante, Michele; Pè, Mario Enrico

    2015-09-11

    Maize (Zea mays) is a globally produced crop with broad genetic and phenotypic variation. New tools that improve our understanding of the genetic basis of quantitative traits are needed to guide predictive crop breeding. We have produced the first balanced multi-parental population in maize, a tool that provides high diversity and dense recombination events to allow routine quantitative trait loci (QTL) mapping in maize. We produced 1,636 MAGIC maize recombinant inbred lines derived from eight genetically diverse founder lines. The characterization of 529 MAGIC maize lines shows that the population is a balanced, evenly differentiated mosaic of the eight founders, with mapping power and resolution strengthened by high minor allele frequencies and a fast decay of linkage disequilibrium. We show how MAGIC maize may find strong candidate genes by incorporating genome sequencing and transcriptomics data. We discuss three QTL for grain yield and three for flowering time, reporting candidate genes. Power simulations show that subsets of MAGIC maize might achieve high-power and high-definition QTL mapping. We demonstrate MAGIC maize's value in identifying the genetic bases of complex traits of agronomic relevance. The design of MAGIC maize allows the accumulation of sequencing and transcriptomics layers to guide the identification of candidate genes for a number of maize traits at different developmental stages. The characterization of the full MAGIC maize population will lead to higher power and definition in QTL mapping, and lay the basis for improved understanding of maize phenotypes, heterosis included. MAGIC maize is available to researchers.

  13. Identification of quantitative trait loci (QTL) for fruit quality traits and number of weeks of flowering in the cultivated strawberry

    Science.gov (United States)

    Fruit quality traits and dayneutrality are two major foci of several strawberry breeding programs. The identification of quantitative trait loci (QTL) and molecular markers linked to these traits could improve breeding efficiency. In this work, an F1 population derived from the cross ‘Delmarvel’ × ...

  14. Identification of candidate genes for prostate cancer-risk SNPs utilizing a normal prostate tissue eQTL data set

    Science.gov (United States)

    Thibodeau, S. N.; French, A. J.; McDonnell, S. K.; Cheville, J.; Middha, S.; Tillmans, L.; Riska, S.; Baheti, S.; Larson, M. C.; Fogarty, Z.; Zhang, Y.; Larson, N.; Nair, A.; O'Brien, D.; Wang, L.; Schaid, D J.

    2015-01-01

    Multiple studies have identified loci associated with the risk of developing prostate cancer but the associated genes are not well studied. Here we create a normal prostate tissue-specific eQTL data set and apply this data set to previously identified prostate cancer (PrCa)-risk SNPs in an effort to identify candidate target genes. The eQTL data set is constructed by the genotyping and RNA sequencing of 471 samples. We focus on 146 PrCa-risk SNPs, including all SNPs in linkage disequilibrium with each risk SNP, resulting in 100 unique risk intervals. We analyse cis-acting associations where the transcript is located within 2 Mb (±1 Mb) of the risk SNP interval. Of all SNP–gene combinations tested, 41.7% of SNPs demonstrate a significant eQTL signal after adjustment for sample histology and 14 expression principal component covariates. Of the 100 PrCa-risk intervals, 51 have a significant eQTL signal and these are associated with 88 genes. This study provides a rich resource to study biological mechanisms underlying genetic risk to PrCa. PMID:26611117

  15. Simultaneous Improvement and Genetic Dissection of Salt Tolerance of Rice (Oryza sativa L. by Designed QTL Pyramiding

    Directory of Open Access Journals (Sweden)

    Yunlong Pang

    2017-07-01

    Full Text Available Breeding of multi-stress tolerant rice varieties with higher grain yields is the best option to enhance the rice productivity of abiotic stresses prone areas. It also poses the greatest challenge to plant breeders to breed rice varieties for such stress prone conditions. Here, we carried out a designed QTL pyramiding experiment to develop high yielding “Green Super Rice” varieties with significantly improved tolerance to salt stress and grain yield. Using the F4 population derived from a cross between two selected introgression lines, we were able to develop six mostly homozygous promising high yielding lines with significantly improved salt tolerance and grain yield under optimal and/or saline conditions in 3 years. Simultaneous mapping using the same breeding population and tunable genotyping-by-sequencing technology, we identified three QTL affecting salt injury score and leaf chlorophyll content. By analyzing 32M SNP data of the grandparents and graphical genotypes of the parents, we discovered 87 positional candidate genes for salt tolerant QTL. According to their functional annotation, we inferred the most likely candidate genes. We demonstrated that designed QTL pyramiding is a powerful strategy for simultaneous improvement and genetic dissection of complex traits in rice.

  16. Insight into the Genetic Components of Community Genetics: QTL Mapping of Insect Association in a Fast-Growing Forest Tree

    NARCIS (Netherlands)

    DeWoody, J.; Viger, M.; Lakatos, F.; Tuba, K.; Taylor, G.; Smulders, M.J.M.

    2013-01-01

    Identifying genetic sequences underlying insect associations on forest trees will improve the understanding of community genetics on a broad scale. We tested for genomic regions associated with insects in hybrid poplar using quantitative trait loci (QTL) analyses conducted on data from a common gard

  17. Identification of QTL controlling high levels of partial resistance to Fusarium solani f. sp. pisi in pea

    Science.gov (United States)

    Fusarium root rot is a common biotic restraint on pea yields worldwide and genetic resistance is the most feasible method for improving pea production. This study was conducted to discover quantitative trait loci (QTL) controlling genetic partial resistance to Fusarium root rot caused by Fusarium s...

  18. Detection of QTL for forage yield, lodging resistance and spring vigor traits in alfalfa (Medicago sativa L.)

    Science.gov (United States)

    Alfalfa (Medicago sativa L.) is an internationally significant forage crop. Forage yield, lodging resistance and spring vigor are important agronomic traits conditioned by quantitative genetic and environmental effects. The objective of this study was to identify quantitative trait loci (QTL) and mo...

  19. The Genetic Architecture of Flowering Time and Photoperiod Sensitivity in Maize as Revealed by QTL Review and Meta Analysis

    Institute of Scientific and Technical Information of China (English)

    Jie Xu; Tingzhao Rong; Yaxi Liu; Jian Liu; Moju Cao; Jing Wang; Hai Lan; Yunbi Xu; Yanli Lu; Guangtang Pan

    2012-01-01

    The control of flowering is not only important for reproduction,but also plays a key role in the processes of domestication and adaptation.To reveal the genetic architecture for flowering time and photoperiod sensitivity,a comprehensive evaluation of the relevant literature was performed and followed by meta analysis.A total of 25 synthetic consensus quantitative trait loci (QTL) and four hot-spot genomic regions were identified for photoperiod sensitivity including 11 genes related to photoperiod response or flower morphogenesis and development.Besides,a comparative analysis of the QTL for flowering time and photoperiod sensitivity highlighted the regions containing shared and unique QTL for the two traits.Candidate genes associated with maize flowering were identified through integrated analysis of the homologous genes for flowering time in plants and the consensus QTL regions for photoperiod sensitivity in maize (Zea mays L.).Our results suggest that the combination of literature review,meta-analysis and homologous blast is an efficient approach to identify new candidate genes and create a global view of the genetic architecture for maize photoperiodic flowering.Sequences of candidate genes can be used to develop molecular markers for various models of marker-assisted selection,such as marker-assisted recurrent selection and genomic selection that can contribute significantly to crop environmental adaptation.

  20. A weighted AMMI Algorithm to Study Genotype-by-Environment Interaction and QTL-by-Environment Interaction

    NARCIS (Netherlands)

    Rodrigues, P.C.; Malosetti, M.; Gauch, H.G.

    2014-01-01

    Genotype-by-environment (G × E) interaction (GEI) and quantitative trait locus (QTL)-by-environment interaction (QEI) are common phenomena in multiple-environment trials and represent a major challenge to breeders. The additive main effects and multiplicative interaction (AMMI) model is a widely use

  1. In-silico QTL mapping of postpubertal mammary ductal development in the mouse uncovers potential human breast cancer risk loci

    Science.gov (United States)

    Genetic background plays a dominant role in mammary gland development and breast cancer (BrCa). Despite this, the role of genetics is only partially understood. This study used strain-dependent variation in an inbred mouse mapping panel, to identify quantitative trait loci (QTL) underlying structura...

  2. Combining two Meishan F2 crosses improves the detection of QTL on pig chromosomes 2, 4 and 6

    NARCIS (Netherlands)

    Tortereau, F.; Gilbert, H.; Heuven, H.C.M.; Bidanel, J-P.; Groenen, M.A.M.; Riquet, J.

    2010-01-01

    Genet Sel Evol. 2010 Nov 25;42(1):42. [Epub ahead of print] Combining two Meishan F2 crosses improves the detection of QTL on pig chromosomes 2, 4 and 6. Tortereau F, Gilbert H, Heuven HC, Bidanel JP, Groenen MA, Riquet J. Abstract ABSTRACT: BACKGROUND: In pig, a number of experiments have been set

  3. Epigenetic regulation of the ELOVL6 gene is associated with a major QTL effect on fatty acid composition in pigs

    NARCIS (Netherlands)

    Corominas, J.; Marchesi, J.A.; Puig-Oliveras, A.; Revilla, M.; Estelle, J.; Alves, E.; Folch, J.M.; Ballester, M.

    2015-01-01

    BACKGROUND: In previous studies on an Iberian x Landrace cross, we have provided evidence that supported the porcine ELOVL6 gene as the major causative gene of the QTL on pig chromosome 8 for palmitic and palmitoleic acid contents in muscle and backfat. The single nucleotide polymorphism (SNP) ELOVL

  4. SNP discovery and QTL mapping of Sclerotinia basal stalk rot resistance in sunflower using genotyping-by-sequencing (GBS)

    Science.gov (United States)

    Basal stalk rot (BSR) caused by the ascomycete fungus Sclerotinia sclerotiorum (Lib.) de Bary is a serious disease of sunflower (Helianthus annuus L.) in the cool and humid production areas of the world. Quantitative trait loci (QTL) for BSR resistance were identified in a sunflower recombinant inbr...

  5. Insight into the Genetic Components of Community Genetics: QTL Mapping of Insect Association in a Fast-Growing Forest Tree

    NARCIS (Netherlands)

    DeWoody, J.; Viger, M.; Lakatos, F.; Tuba, K.; Taylor, G.; Smulders, M.J.M.

    2013-01-01

    Identifying genetic sequences underlying insect associations on forest trees will improve the understanding of community genetics on a broad scale. We tested for genomic regions associated with insects in hybrid poplar using quantitative trait loci (QTL) analyses conducted on data from a common gard

  6. Estudo da correlação quantitativa entre estrutura e propriedade (QSPR) usando descritores topológicos para compostos carbonílicos alifáticos

    OpenAIRE

    Amboni, Renata Dias de Mello Castanho

    2001-01-01

    Tese (doutorado) - Universidade Federal de Santa Catarina, Centro de Ciências Físicas e Matemáticas. Curso de Pós-Graduação em Química Neste trabalho foi aplicada a relação quantitativa entre estrutura e atividade, empregando-se diferentes descritores moleculares para estimar o odor frutal de ésteres alifáticos. Os parâmetros estatísticos, obtidos nas equações para os ésteres, empregando-se o método de regressão linear múltipla, foram de boa qualidade. O modelo obtido teve uma alta capacid...

  7. A política de identidades na sociolingüística quantitativa e na geolingüística monodimensional: o informante The politcs of identities in the quantitative sociolinguistics and in the monodimensional geolinguistics: the informer

    OpenAIRE

    Maria Isabel Borges

    2009-01-01

    Neste trabalho, procuramos apontar alguns aspectos das políticas de identidades e de representação em torno da figura do informante, em estudos feitos a partir das bases de dados do VARSUL (Variação Lingüística Urbana na Região Sul do Brasil) e do ALERS (Atlas Lingüístico-etnográfico da Região Sul do Brasil). Na primeira base de dados, os pressupostos teóricos e metodológicos são da sociolingüística quantitativa enquanto, na segunda base de dados, os pressupostos teóricos e metodológicos são ...

  8. Características quantitativas da carcaça de bovinos Charolês, Caracu e cruzamentos recíprocos terminados em confinamento Carcass traits of Charolais, Caracu and reciprocal crosses finished in feedlot

    OpenAIRE

    Daniel Perotto; José Luiz Moletta; Antonio Carlos Cubas

    2000-01-01

    RESUMO - Foram analisadas doze características quantitativas das carcaças de 162 machos bovinos inteiros pertencentes aos grupos Caracu (Ca), Charolês (Ch), 3/4Ca+1/4Ch, 3/4Ch+1/4Ca, 5/8Ca+3/8Ch e 5/8Ch+3/8Ca, nascidos no período de 1988 a 1993. As médias para idade e peso ao início do período de confinamento, duração do confinamento, idade e peso ao abate foram, respectivamente, 712 dias, 362 kg, 99 dias, 811 dias e 489 kg. Durante o confinamento, os animais receberam silagem de milho à vont...

  9. Genetic dissection of fruit quality traits in the octoploid cultivated strawberry highlights the role of homoeo-QTL in their control.

    Science.gov (United States)

    Lerceteau-Köhler, E; Moing, A; Guérin, G; Renaud, C; Petit, A; Rothan, C; Denoyes, Béatrice

    2012-04-01

    Fruit quality traits are major breeding targets in the Rosaceae. Several of the major Rosaceae species are current or ancient polyploids. To dissect the inheritance of fruit quality traits in polyploid fleshy fruit species, we used a cultivated strawberry segregating population comprising a 213 full-sibling F1 progeny from a cross between the variety 'Capitola' and the genotype 'CF1116'. We previously developed the most comprehensive strawberry linkage map, which displays seven homoeology groups (HG), including each four homoeology linkage groups (Genetics 179:2045-2060, 2008). The map was used to identify quantitative trait loci (QTL) for 19 fruit traits related to fruit development, texture, colour, anthocyanin, sugar and organic acid contents. Analyses were carried out over two or three successive years on field-grown plants. QTL were detected for all the analysed traits. Because strawberry is an octopolyploid species, QTL controlling a given trait and located at orthologous positions on different homoeologous linkage groups within one HG are considered as homoeo-QTL. We found that, for various traits, about one-fourth of QTL were putative homoeo-QTL and were localised on two linkage groups. Several homoeo-QTL could be detected the same year, suggesting that several copies of the gene underlying the QTL are functional. The detection of some other homoeo-QTL was year-dependent. Therefore, changes in allelic expression could take place in response to environmental changes. We believe that, in strawberry as in other polyploid fruit species, the mechanisms unravelled in the present study may play a crucial role in the variations of fruit quality.

  10. Conditional QTL mapping of oil content in rapeseed with respect to protein content and traits related to plant development and grain yield.

    Science.gov (United States)

    Zhao, Jianyi; Becker, Heiko C; Zhang, Dongqing; Zhang, Yaofeng; Ecke, Wolfgang

    2006-06-01

    Oil content in rapeseed (Brassica napus L.) is generally regarded as a character with high heritability that is negatively correlated with protein content and influenced by plant developmental and yield related traits. To evaluate possible genetic interrelationships between these traits and oil content, QTL for oil content were mapped using data on oil content and on oil content conditioned on the putatively interrelated traits. Phenotypic data were evaluated in a segregating doubled haploid population of 282 lines derived from the F(1) of a cross between the old German cultivar Sollux and the Chinese cultivar Gaoyou. The material was tested at four locations, two each in Germany and in China. QTLMapper version 1.0 was used for mapping unconditional and conditional QTL with additive (a) and locus pairs with additive x additive epistatic (aa) effects. Clear evidence was found for a strong genetic relationship between oil and protein content. Six QTL and nine epistatic locus pairs were found, which had pleiotropic effects on both traits. Nevertheless, two QTL were also identified, which control oil content independent from protein content and which could be used in practical breeding programs to increase oil content without affecting seed protein content. In addition, six additional QTL with small effects were only identified in the conditional mapping. Some evidence was apparent for a genetic interrelationship between oil content and the number of seeds per silique but no evidence was found for a genetic relationship between oil content and flowering time, grain filling period or single seed weight. The results indicate that for closely correlated traits conditional QTL mapping can be used to dissect the genetic interrelationship between two traits at the level of individual QTL. Furthermore, conditional QTL mapping can reveal additional QTL with small effects that are undetectable in unconditional mapping.

  11. QTL Analysis of Fiber Yield and Quality and Resistance to Verticillium Wilt Using Gossypium hirsutum and G.barbadense Advanced Backcross Populations

    Institute of Scientific and Technical Information of China (English)

    LI Ai-guo; WANG Tao; YUAN You-lu; LIU Guang-ping; ZHANG Bao-cai; LI Jun-wen; SHI Yu-zhen; LIU Ai-ying; YANG Ze-mao; LIU Zhi; YU Xiao-nan

    2008-01-01

    @@ To introgress elite QTL alleles of Gossypium barbadense L.for fiber yield and quality and resistance to Verticillium wilt into G.hirsutum L.,enlarge the genetic base of G.hirsutum,and provide new germplasm resources for the variety development,the cultivars Zhongmiansuo 36,G.hirsutum,and Hai 1,G.barbadense,were used as recurrent and donor parent,respectively,to produce BC1 F1,BC1S1,and BC2F1 populations.QTL analyses of fiber quality,yield-related,Key words: interspecific backcrosss; AB-QTL; fiber quality; yield; Verticillium wilt resistance

  12. Identification of a major QTL allele from wild soybean (Glycine soja Sieb. & Zucc.) for increasing alkaline salt tolerance in soybean.

    Science.gov (United States)

    Tuyen, D D; Lal, S K; Xu, D H

    2010-07-01

    Salt-affected soils are generally classified into two main categories, sodic (alkaline) and saline. Our previous studies showed that the wild soybean accession JWS156-1 (Glycine soja) from the Kinki area of Japan was tolerant to NaCl salt, and the quantitative trait locus (QTL) for NaCl salt tolerance was located on soybean linkage group N (chromosome 3). Further investigation revealed that the wild soybean accession JWS156-1 also had a higher tolerance to alkaline salt stress. In the present study, an F(6) recombinant inbred line mapping population (n = 112) and an F(2) population (n = 149) derived from crosses between a cultivated soybean cultivar Jackson and JWS156-1 were used to identify QTL for alkaline salt tolerance in soybean. Evaluation of soybean alkaline salt tolerance was carried out based on salt tolerance rating (STR) and leaf chlorophyll content (SPAD value) after treatment with 180 mM NaHCO(3) for about 3 weeks under greenhouse conditions. In both populations, a significant QTL for alkaline salt tolerance was detected on the molecular linkage group D2 (chromosome 17), which accounted for 50.2 and 13.0% of the total variation for STR in the F(6) and the F(2) populations, respectively. The wild soybean contributed to the tolerance allele in the progenies. Our results suggest that QTL for alkaline salt tolerance is different from the QTL for NaCl salt tolerance found previously in this wild soybean genotype. The DNA markers closely associated with the QTLs might be useful for marker-assisted selection to pyramid tolerance genes in soybean for both alkaline and saline stresses.

  13. Mapping with RAD (restriction-site associated DNA) markers to rapidly identify QTL for stem rust resistance in Lolium perenne.

    Science.gov (United States)

    Pfender, W F; Saha, M C; Johnson, E A; Slabaugh, M B

    2011-05-01

    A mapping population was created to detect quantitative trait loci (QTL) for resistance to stem rust caused by Puccinia graminis subsp. graminicola in Lolium perenne. A susceptible and a resistant plant were crossed to produce a pseudo-testcross population of 193 F(1) individuals. Markers were produced by the restriction-site associated DNA (RAD) process, which uses massively parallel and multiplexed sequencing of reduced-representation libraries. Additional simple sequence repeat (SSR) and sequence-tagged site (STS) markers were combined with the RAD markers to produce maps for the female (738 cM) and male (721 cM) parents. Stem rust phenotypes (number of pustules per plant) were determined in replicated greenhouse trials by inoculation with a field-collected, genetically heterogeneous population of urediniospores. The F(1) progeny displayed continuous distribution of phenotypes and transgressive segregation. We detected three resistance QTL. The most prominent QTL (qLpPg1) is located near 41 cM on linkage group (LG) 7 with a 2-LOD interval of 8 cM, and accounts for 30-38% of the stem rust phenotypic variance. QTL were detected also on LG1 (qLpPg2) and LG6 (qLpPg3), each accounting for approximately 10% of phenotypic variance. Alleles of loci closely linked to these QTL originated from the resistant parent for qLpPg1 and from both parents for qLpPg2 and qLpPg3. Observed quantitative nature of the resistance may be due to partial-resistance effects against all pathogen genotypes, or qualitative effects completely preventing infection by only some genotypes in the genetically mixed inoculum. RAD markers facilitated rapid construction of new genetic maps in this outcrossing species and will enable development of sequence-based markers linked to stem rust resistance in L. perenne.

  14. QTL Analysis and Nested Association Mapping for Adult Plant Resistance to Powdery Mildew in Two Bread Wheat Populations

    Directory of Open Access Journals (Sweden)

    Yan Ren

    2017-07-01

    Full Text Available CIMMYT wheat (Triticum aestivum L. lines Francolin#1 and Quaiu#3 displayed effective and stable adult plant resistance (APR to Chinese Blumeria graminis f. sp. tritici isolates in the field. To elucidate their genetic basis of resistance, two recombinant inbred line (RIL populations of their crosses with Avocet, the susceptible parent, were phenotyped in Zhengzhou and Shangqiu in the 2014–2015 and 2015–2016 cropping seasons. These populations were also genotyped with SSR (simple sequence repeat markers and DArT (diversity arrays technology markers. Two common significant quantitative trait loci (QTL on wheat chromosomes 1BL and 4BL were detected in both populations by joint and individual inclusive composite interval mapping, explaining 20.3–28.7% and 9.6–15.9% of the phenotypic variance in Avocet × Francolin#1 and 4.8–11.5% and 10.8–18.9% in Avocet × Quaiu#3, respectively. Additional QTL were mapped on chromosomes 1DL and 5BL in Avocet × Francolin#1 and on 2DL and 6BS in Avocet × Quaiu#3. Among these, QPm.heau-1DL is probably a novel APR gene contributing 6.1–8.5% of total phenotypic variance. The QTL on 1BL corresponds to the pleiotropic multi-pathogen resistance gene Yr29/Lr46/Pm39, whereas the QTL on 2DL maps to a similar region where stripe rust resistance gene Yr54 is located. The QTL identified can potentially be used for the improvement of powdery mildew and rust resistance in wheat breeding.

  15. Genetic mapping and QTL analysis of growth-related traits in Pinctada fucata using restriction-site associated DNA sequencing.

    Directory of Open Access Journals (Sweden)

    Yaoguo Li

    Full Text Available The pearl oyster, Pinctada fucata (P. fucata, is one of the marine bivalves that is predominantly cultured for pearl production. To obtain more genetic information for breeding purposes, we constructed a high-density linkage map of P. fucata and identified quantitative trait loci (QTL for growth-related traits. One F1 family, which included the two parents, 48 largest progeny and 50 smallest progeny, was sampled to construct a linkage map using restriction site-associated DNA sequencing (RAD-Seq. With low coverage data, 1956.53 million clean reads and 86,342 candidate RAD loci were generated. A total of 1373 segregating SNPs were used to construct a sex-average linkage map. This spanned 1091.81 centimorgans (cM, with 14 linkage groups and an average marker interval of 1.41 cM. The genetic linkage map coverage, Coa, was 97.24%. Thirty-nine QTL-peak loci, for seven growth-related traits, were identified using the single-marker analysis, nonparametric mapping Kruskal-Wallis (KW test. Parameters included three for shell height, six for shell length, five for shell width, four for hinge length, 11 for total weight, eight for soft tissue weight and two for shell weight. The QTL peak loci for shell height, shell length and shell weight were all located in linkage group 6. The genotype frequencies of most QTL peak loci showed significant differences between the large subpopulation and the small subpopulation (P<0.05. These results highlight the effectiveness of RAD-Seq as a tool for generation of QTL-targeted and genome-wide marker data in the non-model animal, P. fucata, and its possible utility in marker-assisted selection (MAS.

  16. QTL mapping of agronomic waterlogging tolerance using recombinant inbred lines derived from tropical maize (Zea mays L) germplasm.

    Science.gov (United States)

    Zaidi, Pervez Haider; Rashid, Zerka; Vinayan, Madhumal Thayil; Almeida, Gustavo Dias; Phagna, Ramesh Kumar; Babu, Raman

    2015-01-01

    Waterlogging is an important abiotic stress constraint that causes significant yield losses in maize grown throughout south and south-east Asia due to erratic rainfall patterns. The most economic option to offset the damage caused by waterlogging is to genetically incorporate tolerance in cultivars that are grown widely in the target agro-ecologies. We assessed the genetic variation in a population of recombinant inbred lines (RILs) derived from crossing a waterlogging tolerant line (CAWL-46-3-1) to an elite but sensitive line (CML311-2-1-3) and observed significant range of variation for grain yield (GY) under waterlogging stress along with a number of other secondary traits such as brace roots (BR), chlorophyll content (SPAD), % stem and root lodging (S&RL) among the RILs. Significant positive correlation of GY with BR and SPAD and negative correlation with S&RL indicated the potential use of these secondary traits in selection indices under waterlogged conditions. RILs were genotyped with 331 polymorphic single nucleotide polymorphism (SNP) markers using KASP (Kompetitive Allele Specific PCR) Platform. QTL mapping revealed five QTL on chromosomes 1, 3, 5, 7 and 10, which together explained approximately 30% of phenotypic variance for GY based on evaluation of RIL families under waterlogged conditions, with effects ranging from 520 to 640 kg/ha for individual genomic regions. 13 QTL were identified for various secondary traits associated with waterlogging tolerance, each individually explaining from 3 to 14% of phenotypic variance. Of the 22 candidate genes with known functional domains identified within the physical intervals delimited by the flanking markers of the QTL influencing GY and other secondary traits, six have previously been demonstrated to be associated with anaerobic responses in either maize or other model species. A pair of flanking SNP markers has been identified for each of the QTL and high throughput marker assays were developed to facilitate

  17. QTL IciMapping:Integrated software for genetic linkage map construction and quantitative trait locus mapping in biparental populations

    Institute of Scientific and Technical Information of China (English)

    Lei; Meng; Huihui; Li; Luyan; Zhang; Jiankang; Wang

    2015-01-01

    QTL Ici Mapping is freely available public software capable of building high-density linkage maps and mapping quantitative trait loci(QTL) in biparental populations. Eight functionalities are integrated in this software package:(1) BIN: binning of redundant markers;(2) MAP: construction of linkage maps in biparental populations;(3) CMP: consensus map construction from multiple linkage maps sharing common markers;(4) SDL: mapping of segregation distortion loci;(5) BIP: mapping of additive, dominant, and digenic epistasis genes;(6) MET: QTL-by-environment interaction analysis;(7) CSL: mapping of additive and digenic epistasis genes with chromosome segment substitution lines; and(8) NAM: QTL mapping in NAM populations. Input files can be arranged in plain text, MS Excel 2003, or MS Excel 2007 formats. Output files have the same prefix name as the input but with different extensions. As examples, there are two output files in BIN, one for summarizing the identified bin groups and deleted markers in each bin, and the other for using the MAP functionality. Eight output files are generated by MAP, including summary of the completed linkage maps, Mendelian ratio test of individual markers, estimates of recombination frequencies, LOD scores, and genetic distances, and the input files for using the BIP, SDL,and MET functionalities. More than 30 output files are generated by BIP, including results at all scanning positions, identified QTL, permutation tests, and detection powers for up to six mapping methods. Three supplementary tools have also been developed to display completed genetic linkage maps, to estimate recombination frequency between two loci,and to perform analysis of variance for multi-environmental trials.

  18. QTL IciMapping:Integrated software for genetic linkage map construction and quantitative trait locus mapping in biparental populations

    Institute of Scientific and Technical Information of China (English)

    Lei Meng; Huihui Li; Luyan Zhang; Jiankang Wang

    2015-01-01

    QTL IciMapping is freely available public software capable of building high-density linkage maps and mapping quantitative trait loci (QTL) in biparental populations. Eight func-tionalities are integrated in this software package: (1) BIN:binning of redundant markers;(2) MAP: construction of linkage maps in biparental populations; (3) CMP: consensus map construction from multiple linkage maps sharing common markers; (4) SDL: mapping of segregation distortion loci;(5) BIP:mapping of additive, dominant, and digenic epistasis genes;(6) MET:QTL-by-environment interaction analysis;(7) CSL:mapping of additive and digenic epistasis genes with chromosome segment substitution lines; and (8) NAM: QTL mapping in NAM populations. Input files can be arranged in plain text, MS Excel 2003, or MS Excel 2007 formats. Output files have the same prefix name as the input but with different extensions. As examples, there are two output files in BIN, one for summarizing the identified bin groups and deleted markers in each bin, and the other for using the MAP functionality. Eight output files are generated by MAP, including summary of the completed linkage maps, Mendelian ratio test of individual markers, estimates of recombination frequencies, LOD scores, and genetic distances, and the input files for using the BIP, SDL, and MET functionalities. More than 30 output files are generated by BIP, including results at all scanning positions, identified QTL, permutation tests, and detection powers for up to six mapping methods. Three supplementary tools have also been developed to display completed genetic linkage maps, to estimate recombination frequency between two loci, and to perform analysis of variance for multi-environmental trials.

  19. QTL IciMapping: Integrated software for genetic linkage map construction and quantitative trait locus mapping in biparental populations

    Directory of Open Access Journals (Sweden)

    Lei Meng

    2015-06-01

    Full Text Available QTL IciMapping is freely available public software capable of building high-density linkage maps and mapping quantitative trait loci (QTL in biparental populations. Eight functionalities are integrated in this software package: (1 BIN: binning of redundant markers; (2 MAP: construction of linkage maps in biparental populations; (3 CMP: consensus map construction from multiple linkage maps sharing common markers; (4 SDL: mapping of segregation distortion loci; (5 BIP: mapping of additive, dominant, and digenic epistasis genes; (6 MET: QTL-by-environment interaction analysis; (7 CSL: mapping of additive and digenic epistasis genes with chromosome segment substitution lines; and (8 NAM: QTL mapping in NAM populations. Input files can be arranged in plain text, MS Excel 2003, or MS Excel 2007 formats. Output files have the same prefix name as the input but with different extensions. As examples, there are two output files in BIN, one for summarizing the identified bin groups and deleted markers in each bin, and the other for using the MAP functionality. Eight output files are generated by MAP, including summary of the completed linkage maps, Mendelian ratio test of individual markers, estimates of recombination frequencies, LOD scores, and genetic distances, and the input files for using the BIP, SDL, and MET functionalities. More than 30 output files are generated by BIP, including results at all scanning positions, identified QTL, permutation tests, and detection powers for up to six mapping methods. Three supplementary tools have also been developed to display completed genetic linkage maps, to estimate recombination frequency between two loci, and to perform analysis of variance for multi-environmental trials.

  20. Dissection of two soybean QTL conferring partial resistance to Phytophthora sojae through sequence and gene expression analysis

    Directory of Open Access Journals (Sweden)

    Wang Hehe

    2012-08-01

    Full Text Available Abstract Background Phytophthora sojae is the primary pathogen of soybeans that are grown on poorly drained soils. Race-specific resistance to P. sojae in soybean is gene-for-gene, although in many areas of the US and worldwide there are populations that have adapted to the most commonly deployed resistance to P. sojae ( Rps genes. Hence, this system has received increased attention towards identifying mechanisms and molecular markers associated with partial resistance to this pathogen. Several quantitative trait loci (QTL have been identified in the soybean cultivar ‘Conrad’ that contributes to the expression of partial resistance to multiple P. sojae isolates. Results In this study, two of the Conrad QTL on chromosome 19 were dissected through sequence and expression analysis of genes in both resistant (Conrad and susceptible (‘Sloan’ genotypes. There were 1025 single nucleotide polymorphisms (SNPs in 87 of 153 genes sequenced from Conrad and Sloan. There were 304 SNPs in 54 genes sequenced from Conrad compared to those from both Sloan and Williams 82, of which 11 genes had SNPs unique to Conrad. Eleven of 19 genes in these regions analyzed with qRT-PCR had significant differences in fold change of transcript abundance in response to infection with P. sojae in lines with QTL haplotype from the resistant parent compared to those with the susceptible parent haplotype. From these, 8 of the 11 genes had SNPs in the upstream, untranslated region, exon, intron, and/or downstream region. These 11 candidate genes encode proteins potentially involved in signal transduction, hormone-mediated pathways, plant cell structural modification, ubiquitination, and basal resistance. Conclusions These findings may indicate a complex defense network with multiple mechanisms underlying these two soybean QTL conferring resistance to P. sojae. SNP markers derived from these candidate genes can contribute to fine mapping of QTL and marker assisted breeding for

  1. Genetic analysis of QTL for eye cross and eye diameter in common carp (Cyprinus carpio L.) using microsatellites and SNPs.

    Science.gov (United States)

    Jin, S B; Zhang, X F; Lu, J G; Fu, H T; Jia, Z Y; Sun, X W

    2015-04-17

    A group of 107 F1 hybrid common carp was used to construct a linkage map using JoinMap 4.0. A total of 4877 microsatellite and single nucleotide polymorphism (SNP) markers isolated from a genomic library (978 microsatellite and 3899 SNP markers) were assigned to construct the genetic map, which comprised 50 linkage groups. The total length of the linkage map for the common carp was 4775.90 cM with an average distance between markers of 0.98 cM. Ten quantitative trait loci (QTL) were associated with eye diameter, corresponding to 10.5-57.2% of the total phenotypic variation. Twenty QTL were related to eye cross, contributing to 10.8-36.9% of the total phenotypic variation. Two QTL for eye diameter and four QTL for eye cross each accounted for more than 20% of the total phenotypic variation and were considered to be major QTL. One growth factor related to eye diameter was observed on LG10 of the common carp genome, and three growth factors related to eye cross were observed on LG10, LG35, and LG44 of the common carp genome. The significant positive relationship of eye cross and eye diameter with other commercial traits suggests that eye diameter and eye cross can be used to assist in indirect selection for many commercial traits, particularly body weight. Thus, the growth factor for eye cross may also contribute to the growth of body weight, implying that aggregate breeding could have multiple effects. These findings provide information for future genetic studies and breeding of common carp.

  2. A genome-wide metabolic QTL analysis in Europeans implicates two loci shaped by recent positive selection.

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    George Nicholson

    2011-09-01

    Full Text Available We have performed a metabolite quantitative trait locus (mQTL study of the (1H nuclear magnetic resonance spectroscopy ((1H NMR metabolome in humans, building on recent targeted knowledge of genetic drivers of metabolic regulation. Urine and plasma samples were collected from two cohorts of individuals of European descent, with one cohort comprised of female twins donating samples longitudinally. Sample metabolite concentrations were quantified by (1H NMR and tested for association with genome-wide single-nucleotide polymorphisms (SNPs. Four metabolites' concentrations exhibited significant, replicable association with SNP variation (8.6×10(-11QTL associations. The study's longitudinal twin design allowed detailed variance-components analysis of the sources of population variation in metabolite levels. The mQTLs explained 40%-64% of biological population variation in the corresponding metabolites' concentrations. These effect sizes are stronger than those reported in a recent, targeted mQTL study of metabolites in serum using the targeted-metabolomics Biocrates platform. By re-analysing our plasma samples using the Biocrates platform, we replicated the mQTL findings of the previous study and discovered a previously uncharacterized yet substantial familial component of variation in metabolite levels in addition to the heritability contribution from

  3. Genetic dissection of milk yield traits and mastitis resistance QTL on chromosome 20 in dairy cattle

    DEFF Research Database (Denmark)

    Kadri, Naveen Kumar; Guldbrandtsen, Bernt; Lund, Mogens Sandø;

    2015-01-01

    but not the former situation, undesirable genetic correlation could potentially be broken by selecting animals that have favorable variants for both traits. First, we performed a within-breed association study using a haplotype-based method in Danish Holstein cattle (HOL). Next, we analyzed Nordic Red dairy cattle...... (RDC) and Danish Jersey cattle (JER) with the goal of determining whether these QTL identified in Holsteins were segregating across breeds. Genotypes for 12,566 animals (5,966 HOL, 5,458 RDC, and 1,142 JER) were determined by using the Illumina Bovine SNP50 BeadChip (50k), which identifies 1,568 single...... nucleotide polymorphisms (SNP) on BTA20. Data were combined, phased, and clustered into haplotype states, followed by within- and across-breed haplotype-based association analyses using a linear mixed model. Association signals for both CM and MY peaked in the 26 to 40 Mb region on BTA20 in HOL. Single...

  4. QTL mapping of partial resistance in winter wheat to Stagonospora nodorum blotch.

    Science.gov (United States)

    Czembor, Pawel C; Arseniuk, Edward; Czaplicki, Andrzej; Song, Qijiang; Cregan, Perry B; Ueng, Peter P

    2003-08-01

    Stagonospora nodorum blotch is an important foliar and glume disease in cereals. Inheritance of resistance in wheat appears to be quantitative. To date, breeding of partially resistant cultivars has been the only effective way to combat this pathogen. The partial resistance components, namely length of incubation period, disease severity, and length of latent period, were evaluated on a population of doubled haploids derived from a cross between the partially resistant Triticum aestivum 'Liwilla' and susceptible Triticum aestivum 'Begra'. Experiments were conducted in a controlled environment and the fifth leaf was examined. Molecular analyses were based on bulked segregant analyses using 240 microsatellite markers. Four QTLs were significantly associated with partial resistance components and were located on chromosomes 2B, 3B, 5B, and 5D. The percentage of phenotypic variance explained by a single QTL ranged from 14 to 21% for incubation period, from 16 to 37% for disease severity, and from 13 to 28% for latent period,

  5. A multi-marker model for detecting chromosomal segments displaying QTL activity

    Energy Technology Data Exchange (ETDEWEB)

    Rodolphe, F.; Lefort, M. (INRA Centre de Recherches de Jouy en Josas (France))

    1993-08-01

    A statistical method is presented for detecting quantitative trait loci (QTLs), based on the linear model. Unlike methods able to detect a few well separated QTLs and to estimate their effects and positions, this method considers the genome as a whole and enables the detection of chromosomal segments involved in the differences between two homozygous lines, and their backcross, doubled haploid, or F[sub 2] progenies, for a quantitative trait. Genetic markers must be codominant, but missing markers are accepted, provided they are missing independently from the experiment. Asymptotic properties, which are of practical use, are developed. This method does not rely on strong genetic hypotheses, and thus does not permit any precise genetic analysis of the trait under study, but it does assess which regions of the genome are involved, whatever the complexity of the genetic determinism (number, effects and interactions among QTLs). Simultaneous use of several methods, including this one, should lead to better efficiency in QTL detection.

  6. Genetic analysis and QTL detection for resistance to white tip disease in rice.

    Directory of Open Access Journals (Sweden)

    Tong Zhou

    Full Text Available The inheritance of resistance to white tip disease (WTDR in rice (Oryza sativa L. was analyzed with an artificial inoculation test in a segregating population derived from the cross between Tetep, a highly resistant variety that was identified in a previous study, and a susceptible cultivar. Three resistance-associated traits, including the number of Aphelenchoides besseyi (A. besseyi individuals in 100 grains (NA, the loss rate of panicle weight (LRPW and the loss rate of the total grains per panicle (LRGPP were analyzed for the detection of the quantitative trait locus (QTL in the population after construction of a genetic map. Six QTLs distributed on chromosomes 3, 5 and 9 were mapped. qNA3 and qNA9, conferring reproduction number of A. besseyi in the panicle, accounted for 16.91% and 12.54% of the total phenotypic variance, respectively. qDRPW5a and qDRPW5b, associated with yield loss, were located at two adjacent marker intervals on chromosome 5 and explained 14.15% and 14.59% of the total phenotypic variation and possessed LOD values of 3.40 and 3.39, respectively. qDRPW9 was considered as a minor QTL and only explained 1.02% of the phenotypic variation. qLRGPP5 contributed to the loss in the number of grains and explained 10.91% of the phenotypic variation. This study provides useful information for the breeding of resistant cultivars against white tip disease in rice.

  7. Genetic mapping and identification of QTL for earliness in the globe artichoke/cultivated cardoon complex

    Directory of Open Access Journals (Sweden)

    Portis Ezio

    2012-05-01

    Full Text Available Abstract Background The Asteraceae species Cynara cardunculus (2n = 2x = 34 includes the two fully cross-compatible domesticated taxa globe artichoke (var. scolymus L. and cultivated cardoon (var. altilis DC. As both are out-pollinators and suffer from marked inbreeding depression, linkage analysis has focussed on the use of a two way pseudo-test cross approach. Results A set of 172 microsatellite (SSR loci derived from expressed sequence tag DNA sequence were integrated into the reference C. cardunculus genetic maps, based on segregation among the F1 progeny of a cross between a globe artichoke and a cultivated cardoon. The resulting maps each detected 17 major linkage groups, corresponding to the species’ haploid chromosome number. A consensus map based on 66 co-dominant shared loci (64 SSRs and two SNPs assembled 694 loci, with a mean inter-marker spacing of 2.5 cM. When the maps were used to elucidate the pattern of inheritance of head production earliness, a key commercial trait, seven regions were shown to harbour relevant quantitative trait loci (QTL. Together, these QTL accounted for up to 74% of the overall phenotypic variance. Conclusion The newly developed consensus as well as the parental genetic maps can accelerate the process of tagging and eventually isolating the genes underlying earliness in both the domesticated C. cardunculus forms. The largest single effect mapped to the same linkage group in each parental maps, and explained about one half of the phenotypic variance, thus representing a good candidate for marker assisted selection.

  8. QTL associated with horizontal resistance to soybean cyst nematode in Glycine soja PI464925B.

    Science.gov (United States)

    Winter, Shawn M J; Shelp, Barry J; Anderson, Terry R; Welacky, Tom W; Rajcan, Istvan

    2007-02-01

    Soybean cyst nematode (Heterodera glycines Ichinohe; SCN) is the primary disease responsible for yield loss of soybean [Glycine max (L.) Merr.]. Resistant cultivars are an effective management tool; however, the sources currently available have common resistant genes. Glycine soja Sieb. and Zucc., the wild ancestor of domesticated soybean, represents a diverse germplasm pool with known SCN resistance. The objectives of this research were to: (1) determine the genetic variation and inheritance of SCN resistance in a G. max ('S08-80') x G. soja (PI464925B) F (4:5) recombinant inbred line (RIL) population; and (2) identify and evaluate quantitative trait loci (QTL) associated with SCN resistance. Transgressive segregation for resistance was observed, although neither parent was resistant to the Chatham and Ruthven SCN isolates. Broad sense heritability was 0.81 for the Ruthven and 0.91 for the Chatham isolate. Root dry weight was a significant covariate that influenced cyst counts. One RIL [female index (FI) = 5.2 +/- 1.11] was identified as resistant to the Chatham isolate (FI soja, were identified on linkage groups I, K, and O, and individually explained 8, 7 and 5% (LOD = 2.1-2.7) of the total phenotypic variation, respectively. Significant epistatic interactions were found between pairs of SSR markers that individually may or may not have been associated with SCN resistance, which explained between 10 and 15% of the total phenotypic variation. Best-fit regression models explained 21 and 31% of the total phenotypic variation in the RIL population to the Chatham and Ruthven isolates, respectively. The results of this study help to improve the understanding of the genetic control of SCN resistance in soybean caused by minor genes resulting in horizontal resistance. The incorporation of the novel resistance QTL from G. soja could increase the durability of SCN-resistance in soybean cultivars, especially if major gene resistance breaks down.

  9. The Flowering Repressor SVP Underlies a Novel Arabidopsis thaliana QTL Interacting with the Genetic Background

    Science.gov (United States)

    Méndez-Vigo, Belén; Martínez-Zapater, José M.; Alonso-Blanco, Carlos

    2013-01-01

    The timing of flowering initiation is a fundamental trait for the adaptation of annual plants to different environments. Large amounts of intraspecific quantitative variation have been described for it among natural accessions of many species, but the molecular and evolutionary mechanisms underlying this genetic variation are mainly being determined in the model plant Arabidopsis thaliana. To find novel A. thaliana flowering QTL, we developed introgression lines from the Japanese accession Fuk, which was selected based on the substantial transgression observed in an F2 population with the reference strain Ler. Analysis of an early flowering line carrying a single Fuk introgression identified Flowering Arabidopsis QTL1 (FAQ1). We fine-mapped FAQ1 in an 11 kb genomic region containing the MADS transcription factor gene SHORT VEGETATIVE PHASE (SVP). Complementation of the early flowering phenotype of FAQ1-Fuk with a SVP-Ler transgen demonstrated that FAQ1 is SVP. We further proved by directed mutagenesis and transgenesis that a single amino acid substitution in SVP causes the loss-of-function and early flowering of Fuk allele. Analysis of a worldwide collection of accessions detected FAQ1/SVP-Fuk allele only in Asia, with the highest frequency appearing in Japan, where we could also detect a potential ancestral genotype of FAQ1/SVP-Fuk. In addition, we evaluated allelic and epistatic interactions of SVP natural alleles by analysing more than one hundred transgenic lines carrying Ler or Fuk SVP alleles in five genetic backgrounds. Quantitative analyses of these lines showed that FAQ1/SVP effects vary from large to small depending on the genetic background. These results support that the flowering repressor SVP has been recently selected in A. thaliana as a target for early flowering, and evidence the relevance of genetic interactions for the intraspecific evolution of FAQ1/SVP and flowering time. PMID:23382706

  10. Ancestral QTL Alleles from Wild Emmer Wheat Enhance Root Development under Drought in Modern Wheat.

    Science.gov (United States)

    Merchuk-Ovnat, Lianne; Fahima, Tzion; Ephrath, Jhonathan E; Krugman, Tamar; Saranga, Yehoshua

    2017-01-01

    A near-isogenic line (NIL-7A-B-2), introgressed with a quantitative trait locus (QTL) on chromosome 7AS from wild emmer wheat (Triticum turgidum ssp. dicoccoides) into the background of bread wheat (T. aestivum L.) cv. BarNir, was recently developed and studied in our lab. NIL-7A-B-2 exhibited better productivity and photosynthetic capacity than its recurrent parent across a range of environments. Here we tested the hypothesis that root-system modifications play a major role in NIL-7A-B-2's agronomical superiority. Root-system architecture (dry matter and projected surface area) and shoot parameters of NIL-7A-B-2 and 'BarNir' were evaluated at 40, 62, and 82 days after planting (DAP) in a sand-tube experiment, and root tip number was assessed in a 'cigar-roll' seedling experiment, both under well-watered and water-limited (WL) treatments. At 82 DAP, under WL treatment, NIL-7A-B-2 presented greater investment in deep roots (depth 40-100 cm) than 'BarNir,' with the most pronounced effect recorded in the 60-80 cm soil depth (60 and 40% increase for root dry matter and surface area, respectively). NIL-7A-B-2 had significantly higher root-tip numbers (∼48%) per plant than 'BarNir' under both treatments. These results suggest that the introgression of 7AS QTL from wild emmer wheat induced a deeper root system under progressive water stress, which may enhance abiotic stress resistance and productivity of domesticated wheat.

  11. The flowering repressor SVP underlies a novel Arabidopsis thaliana QTL interacting with the genetic background.

    Directory of Open Access Journals (Sweden)

    Belén Méndez-Vigo

    Full Text Available The timing of flowering initiation is a fundamental trait for the adaptation of annual plants to different environments. Large amounts of intraspecific quantitative variation have been described for it among natural accessions of many species, but the molecular and evolutionary mechanisms underlying this genetic variation are mainly being determined in the model plant Arabidopsis thaliana. To find novel A. thaliana flowering QTL, we developed introgression lines from the Japanese accession Fuk, which was selected based on the substantial transgression observed in an F(2 population with the reference strain Ler. Analysis of an early flowering line carrying a single Fuk introgression identified Flowering Arabidopsis QTL1 (FAQ1. We fine-mapped FAQ1 in an 11 kb genomic region containing the MADS transcription factor gene SHORT VEGETATIVE PHASE (SVP. Complementation of the early flowering phenotype of FAQ1-Fuk with a SVP-Ler transgen demonstrated that FAQ1 is SVP. We further proved by directed mutagenesis and transgenesis that a single amino acid substitution in SVP causes the loss-of-function and early flowering of Fuk allele. Analysis of a worldwide collection of accessions detected FAQ1/SVP-Fuk allele only in Asia, with the highest frequency appearing in Japan, where we could also detect a potential ancestral genotype of FAQ1/SVP-Fuk. In addition, we evaluated allelic and epistatic interactions of SVP natural alleles by analysing more than one hundred transgenic lines carrying Ler or Fuk SVP alleles in five genetic backgrounds. Quantitative analyses of these lines showed that FAQ1/SVP effects vary from large to small depending on the genetic background. These results support that the flowering repressor SVP has been recently selected in A. thaliana as a target for early flowering, and evidence the relevance of genetic interactions for the intraspecific evolution of FAQ1/SVP and flowering time.

  12. [The construction of the genetic map and QTL locating analysis on chromosome 2 in swine].

    Science.gov (United States)

    Qu, Yan-Chun; Deng, Chang-Yan; Xiong, Yuan-Zhu; Zheng, Rong; Yu, Li; Su, Yu-Hong; Liu, Gui-Lan

    2002-01-01

    The study constructed the genetic linkage map of porcine chromosome 2 and further analysis of quantitative trait loci was conducted. The results of the study demonstrated that all 7 microsatellite loci we chose were with relatively high polymorphism, and its polymorphic information content was from 0.40182 to 0.58477. The genetic map we constructed for resource family was 152.9 cM in length, with the order of all loci highly consistent with the USDA map. All marker intervals were longer than USDA map with the interval between marker Sw2516 and Sw1201 as an exception. Furthermore, we conducted QTLs locating analysis by combining the genetic map with the phenotypic data. QTLs affecting lively estimated traits such as lean meat percentage, were located at 60-65 cM on chromosome 2, while QTLs for the height and marbling of Longissmus dorsi muscle were located at 20 cM and 55 cM, respectively Among them, QTL for estimated lean meat percentage was significant at chromosome-wise level (P < 0.01) and was responsible for 21.55% of the phenotypic variance. QTLs for the height and marbling of Longissmus dorsi muscle were responsible for 10.12% and 10.97% of the phenotypic variance, respectively. The additive and dominance effect of lively estimated traits were in the inverse tendency, while the QTL for the height of Longissmus dorsi muscle had its additive and dominance effect in the same tendency and was with advantageous allele in Large White. The QTLs we detected had relatively large effect on phenotype and built a basis for molecular marker assisted selection and breeding.

  13. Comparative genetic analysis of quantitative traits in sunflower (Helianthus annuus L.). 2. Characterisation of QTL involved in developmental and agronomic traits.

    Science.gov (United States)

    Bert, P-F; Jouan, I; Tourvieille de Labrouhe, D; Serre, F; Philippon, J; Nicolas, P; Vear, F

    2003-06-01

    Seed weight and oil content are important properties of cultivated sunflower under complex genetic and environmental control, and associated with morphological and developmental characteristics such as plant height or flowering dates. Using a genetic map with 290 markers for a cross between two inbred sunflower lines and 2 years of observations on F3 families, QTL controlling seed weight, oil content, plant height, plant lodging, flowering dates, maturity dates and delay from flowering to maturity were detected. QTL detected were compared between the F2 and F3 generations and between the 2 years of testing for the F3 families in 1997 and 1999. Some of the QTL controlling seed weight overlapped with those controlling oil content. Several other co-localisations of QTL controlling developmental or morphological characteristics were observed and the relationships between the traits were also shown by correlation analyses. The relationships between all these traits and with resistance to Sclerotinia sclerotiorum and Diaporthe helianthi are discussed.

  14. A maximum likelihood QTL analysis reveals common genome regions controlling resistance to Salmonella colonization and carrier-state

    Directory of Open Access Journals (Sweden)

    Thanh-Son Tran

    2012-05-01

    Full Text Available Abstract Background The serovars Enteritidis and Typhimurium of the Gram-negative bacterium Salmonella enterica are significant causes of human food poisoning. Fowl carrying these bacteria often show no clinical disease, with detection only established post-mortem. Increased resistance to the carrier state in commercial poultry could be a way to improve food safety by reducing the spread of these bacteria in poultry flocks. Previous studies identified QTLs for both resistance to carrier state and resistance to Salmonella colonization in the same White Leghorn inbred lines. Until now, none of the QTLs identified was common to the two types of resistance. All these analyses were performed using the F2 inbred or backcross option of the QTLExpress software based on linear regression. In the present study, QTL analysis was achieved using Maximum Likelihood with QTLMap software, in order to test the effect of the QTL analysis method on QTL detection. We analyzed the same phenotypic and genotypic data as those used in previous studies, which were collected on 378 animals genotyped with 480 genome-wide SNP markers. To enrich these data, we added eleven SNP markers located within QTLs controlling resistance to colonization and we looked for potential candidate genes co-localizing with QTLs. Results In our case the QTL analysis method had an important impact on QTL detection. We were able to identify new genomic regions controlling resistance to carrier-state, in particular by testing the existence of two segregating QTLs. But some of the previously identified QTLs were not confirmed. Interestingly, two QTLs were detected on chromosomes 2 and 3, close to the locations of the major QTLs controlling resistance to colonization and to candidate genes involved in the immune response identified in other, independent studies. Conclusions Due to the lack of stability of the QTLs detected, we suggest that interesting regions for further studies are those that were

  15. Integrated Metabolo-Transcriptomics Reveals Fusarium Head Blight Candidate Resistance Genes in Wheat QTL-Fhb2.

    Directory of Open Access Journals (Sweden)

    Dhananjay Dhokane

    Full Text Available Fusarium head blight (FHB caused by Fusarium graminearum not only causes severe losses in yield, but also reduces quality of wheat grain by accumulating mycotoxins. Breeding for host plant resistance is considered as the best strategy to manage FHB. Resistance in wheat to FHB is quantitative in nature, involving cumulative effects of many genes governing resistance. The poor understanding of genetics and lack of precise phenotyping has hindered the development of FHB resistant cultivars. Though more than 100 QTLs imparting FHB resistance have been reported, none discovered the specific genes localized within the QTL region, nor the underlying mechanisms of resistance.In our study recombinant inbred lines (RILs carrying resistant (R-RIL and susceptible (S-RIL alleles of QTL-Fhb2 were subjected to metabolome and transcriptome profiling to discover the candidate genes. Metabolome profiling detected a higher abundance of metabolites belonging to phenylpropanoid, lignin, glycerophospholipid, flavonoid, fatty acid, and terpenoid biosynthetic pathways in R-RIL than in S-RIL. Transcriptome analysis revealed up-regulation of several receptor kinases, transcription factors, signaling, mycotoxin detoxification and resistance related genes. The dissection of QTL-Fhb2 using flanking marker sequences, integrating metabolomic and transcriptomic datasets, identified 4-Coumarate: CoA ligase (4CL, callose synthase (CS, basic Helix Loop Helix (bHLH041 transcription factor, glutathione S-transferase (GST, ABC transporter-4 (ABC4 and cinnamyl alcohol dehydrogenase (CAD as putative resistance genes localized within the QTL-Fhb2 region.Some of the identified genes within the QTL region are associated with structural resistance through cell wall reinforcement, reducing the spread of pathogen through rachis within a spike and few other genes that detoxify DON, the virulence factor, thus eventually reducing disease severity. In conclusion, we report that the wheat

  16. Characterization of QTL for unique agronomic traits of new-plant-type rice varieties using introgression lines of IR64

    Directory of Open Access Journals (Sweden)

    Analiza G. Tagle

    2016-02-01

    Full Text Available To enhance the yield potential of an elite indica rice cultivar, an introgression (BC3-derived line of IR64, YTH288, was developed using a new-plant-type cultivar, IR66215-44-2-3, as a donor parent. YTH288 has agronomically valuable characteristics such as large panicles, few unproductive tillers, and large leaves inherited from NPT. To identify the genetic basis of these traits, we used 167 F2 plants derived from a cross between IR64 and YTH288 to conduct QTL analysis for five agronomic traits: days to heading (DTH, culm length (CL, flag leaf length (FLL, flag leaf width (FLW, and filled spikelet number per panicle (FSN. Six putative QTL were detected: four on chromosome 4 (for CL, FLL, FLW, and FSN and two on chromosome 2 (for DTH and FLL. All QTL with the IR66215-44-2-3 allele, except that for FLL on chromosome 2, had positive effects on each trait. To confirm the effects of these putative QTL, we developed NILs with the IR64 genetic background by marker-assisted selection. We observed significant differences in several agronomic traits between IR64 and NILs that carried these QTL on chromosomes 2 and 4. Additionally, four IR64-NILs carrying chromosomal segments derived from different NPT varieties on the long arm of chromosome 4 exhibited similar pleiotropic effects for unique agronomic traits. These NILs can be used as research materials for studying each trait and as breeding materials for yield improvement of indica rice cultivars. Abbreviations NPT, new plant type; QTL, quantitative trait loci (locus; GF, grain fertility; DTH, days to heading; CL, culm length; PL, panicle length; LL, leaf length; FLL, flag leaf length; LW, leaf width; FLW, flag leaf width; FSN, filled spikelet number per panicle; TSN, total spikelet number per panicle; PN, panicle number per plant; IRRI, International Rice Research Institute; NIL, near-isogenic line; IL, introgression line; SSR, simple sequence repeat; PCR, polymerase chain reaction

  17. License - PGDBj Registered plant list, Marker list, QTL list, Plant DB link & Genome analysis methods | LSDB Archive [Life Science Database Archive metadata

    Lifescience Database Archive (English)

    Full Text Available f you use data from this database, please be sure attribute this database as follows: ... PGDBj Registered plan... Policy | Contact Us License - PGDBj Registered plant list, Marker list, QTL list, Plant DB link & Genome analysis methods | LSDB Archive ... ...switchLanguage; BLAST Search Image Search Home About Archive Update History Data ...List Contact us PGDBj Registered plant list, Marker list, QTL list, Plant DB link & Genome analysis methods

  18. Most significant genome regions involved in the control of earliness traits in bread wheat, as revealed by QTL meta-analysis.

    Science.gov (United States)

    Hanocq, E; Laperche, A; Jaminon, O; Lainé, A-L; Le Gouis, J

    2007-02-01

    Earliness is one of the most important adaptation traits in plant breeding. Our purpose was to identify the genome regions of bread wheat involved in the control of earliness and its three components: photoperiod sensitivity (PS), vernalization requirement (VR) and intrinsic earliness (IE). A QTL meta-analysis was carried out to examine the replicability of QTL across 13 independent studies and to propose meta-QTL (MQTL). Initial QTL were projected on a recent consensus map (2004). Quality criteria were proposed to assess the reliability of this projection. These criteria were based on the distances between markers in the QTL regions. Chromosomes of groups 2 and 5 had a greater incidence on earliness control as they carry the known, major genes Ppd and Vrn. Other chromosome regions played an intermediate role in earliness control: 4A [heading date (HD) Meta-QTL], 4B (HD MQTL), 2B (VR MQTL) and 5B (IE MQTL). Markers at this four MQTL should prove helpful in marker-assisted selection, to better control earliness.

  19. GWAS analysis of QTL for enteric septicemia of catfish and their involved genes suggest evolutionary conservation of a molecular mechanism of disease resistance.

    Science.gov (United States)

    Zhou, Tao; Liu, Shikai; Geng, Xin; Jin, Yulin; Jiang, Chen; Bao, Lisui; Yao, Jun; Zhang, Yu; Zhang, Jiaren; Sun, Luyang; Wang, Xiaozhu; Li, Ning; Tan, Suxu; Liu, Zhanjiang

    2017-02-01

    Disease problems cause major economic losses for the aquaculture industries. In catfish, enteric septicemia of catfish (ESC), caused by the bacterial pathogen Edwardsiella ictaluri, is the leading disease problem, causing tens of millions of dollars of annual economic losses. In this study, we conducted a genome-wide association study to determine quantitative trait loci (QTL) for resistance against ESC using an interspecific hybrid system. Five hundred fish were used in the analysis and 192 phenotypic extremes were used for genotyping with the catfish 250K SNP arrays. A genomic region on linkage group (LG) 1 was found significantly associated with ESC disease resistance. In addition, two suggestively associated QTL for ESC resistance were identified on LG 12 and LG 16. The nlrc3 duplicates were identified within all the three QTL, suggesting their importance in association with the QTL. Within the significant QTL on LG 1, 16 genes with known functions in immunity were identified. Of particular interest is the nck1 gene nearby the most significantly associated SNP. Nck1 was known to function as an adaptor to facilitating the pathogenesis of enteropathogenic Escherichia coli (EPEC) in humans. E. ictaluri and EPEC pathogens belong to the same bacterial family and share many common characteristics. The fact that nck1 is mapped in the QTL and that it was significantly upregulated in channel catfish intestine after ESC challenge suggested its candidacy of being involved in resistance/susceptibility of ESC.

  20. From beavis to beak color: a simulation study to examine how much qtl mapping can reveal about the genetic architecture of quantitative traits.

    Science.gov (United States)

    Slate, Jon

    2013-05-01

    Quantitative trait locus (QTL) mapping is frequently used in evolutionary studies to understand the genetic architecture of continuously varying traits. The majority of studies have been conducted in specially created crosses, in which genetic differences between parental lines are identified by linkage analysis. Detecting QTL segregating within populations is more problematic, especially in wild populations, because these populations typically have complicated and unbalanced multigenerational pedigrees. However, QTL mapping can still be conducted in such populations using a variance components mixed model approach, and the advent of appropriate statistical frameworks and better genotyping methods mean that the approach is gaining popularity. In this study it is shown that all studies described to date report evidence of QTL of major effect on trait variation, but that these findings are probably caused by inflated estimates of QTL effect sizes due to the Beavis effect. Using simulations I show that even the most powerful studies conducted to date are likely to give misleading descriptions of the genetic architecture of a trait. I show that an interpretation of a mapping study of beak color in the zebra finch (Taeniopygia guttata), that suggested genetic variation was determined by a small number of loci of large effect, which are possibly maintained by antagonistic pleiotropy, is likely to be incorrect. More generally, recommendations are made to how QTL mapping can be combined with other approaches to provide more accurate descriptions of a trait's genetic architecture.

  1. Genome-wide identification of QTL for seed yield and yield-related traits and construction of a high-density consensus map for QTL comparison in Brassica napus

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    Weiguo eZhao

    2016-01-01

    Full Text Available Seed yield (SY is the most important trait in rapeseed, which was determined by multiple seed yield-related traits (SYRTs and also easily subject to environmental influence. Lots of quantitative trait loci (QTL for SY and SYRTs were reported in Brassica napus. However, no studies have focused on SY and seven agronomic traits affecting SY simultaneous. Genome-wide QTL analysis for SY and seven SYRTs in eight environments was conducted in a doubled haploid population containing 348 lines. Totally, 18 and 208 QTLs for SY and SYRTs were observed, respectively, and then these QTLs were integrated into 144 consensus QTLs by a meta-analysis. Three major QTLs for SY were observed, including cqSY-C6-2 and cqSY-C6-3 that expressed stably in winter cultivation area for three years and cqSY-A2-2 only expressed in spring rapeseed area. Trait-by-trait meta-analysis revealed that the 144 consensus QTLs were integrated into 72 pleiotropic unique QTLs. Among them, all the unique QTLs affected SY, except for uq-A6-1, including uq.A2-3, uq.C1-2, uq.C1-3, uq.C6-1, uq.C6-5 and uq.C6-6 could also affect more than two SYRTs. According to high density consensus map construction and QTL comparison from literature, 36 QTLs from five populations were co-localized with QTLs identified in this study. In addition, 13 orthologs genes were observed, including five each genes for SY and SW, one each gene for BY, BH and PH, respectively. The genomic information of these QTLs would be valuable in hybrid cultivar breeding, and be helpful to analyze QTL expression in different environments.

  2. Confirmation and fine-mapping of clinical mastitis and somatic cell score QTL in Nordic Holstein cattle

    DEFF Research Database (Denmark)

    Sahana, Goutam; Guldbrandtsen, Bernt; Thomsen, Bo;

    2013-01-01

    A genome-wide association study of 2098 progeny-tested Nordic Holstein bulls genotyped for 36 387 SNPs on 29 autosomes was conducted to confirm and fine-map quantitative trait loci (QTL) for mastitis traits identified earlier using linkage analysis with sparse microsatellite markers in the same...... population. We used linear mixed model analysis where a polygenic genetic effect was fitted as a random effect and single SNPs were successively included as fixed effects in the model. We detected 143 SNP-by-trait significant associations (P mastitis-related traits....... Among them, 21 SNP-by-trait combinations exceeded the genome-wide significant threshold. For 12 chromosomes, both the present association study and the previous linkage study detected QTL, and of these, six were in the same chromosomal locations. Strong associations of SNPs with mastitis traits were...

  3. Revisiting QTL Affecting Clinical Mastitis by High-Density GWAS and Resequencing in the Finnish Ayrshire Dairy Cattle

    DEFF Research Database (Denmark)

    Vilkki, Johanna; Iso-Touru, Terhi; Schulman, Nina F

    Mastitis is the most common disease of dairy cattle, causing high economic losses each year. Studies to locate QTL affecting clinical mastitis and milk somatic cell counts have been carried out to increase our understanding of the disease. As part of the EU FP7 Quantomics project, we have used most...... recent genomic tools to characterize QTL affecting mastitis incidence in the Finnish Ayrshire cattle. Clinical mastitis diagnoses from -15 to 50 days and 51 to 300 days of first lactation and SCC (geometric mean of SCS observations between 5 to 170 days of first lactation) were included. In total, 1920...... progeny tested bulls were genotyped with the Illumina BovineSNP50 chip. After quality control, 38473 SNPs were analyzed using a mixed linear model (software package DMU). Associations (5% Bonferroni threshold) were detected in 9 peaks on 5 chromosomes. A set of 238 of the bulls were re...

  4. Risco privado em infra-estrutura pública: uma análise quantitativa de risco como ferramenta de modelagem de contratos Private risk in public infrastructure: a quantitative risk analysis as a contract modeling tool

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    Luiz E. T. Brandão

    2007-12-01

    Full Text Available Parcerias público-privadas (PPP são arranjos contratuais onde o governo assume compromissos futuros por meio de garantias e opções. São alternativas para aumentar a eficiência do Estado por uma alocação mais eficiente de incentivos e riscos. No entanto, a determinação do nível ótimo de garantias e a própria alocação de riscos são geralmente realizadas de forma subjetiva, podendo levar o governo a ter que assumir passivos significativos. Este artigo propõe um modelo de valoração quantitativa de garantias governamentais em projetos de PPP por meio da metodologia das opções reais, e este modelo é aplicado a um projeto de concessão rodoviária. Os autores analisam o impacto de diversos níveis de garantia de receita sobre o valor e risco do projeto, bem como o valor esperado do desembolso futuro do governo em cada uma das situações, concluindo que é possível ao poder público determinar o nível ótimo de garantia em função do grau de redução de risco desejado, e que o desenho e a modelagem contratual de projetos de PPP podem se beneficiar de ferramentas quantitativas aqui apresentadas.Public private partnerships (PPP are contractual arrangements in which the government assumes future obligations by providing project guarantees. They are considered a way of increasing government efficiency through a more efficient allocation of risks and incentives. On the other hand, the assessment and determination the optimal level of these guarantees is usually subjective, exposing the government to potentially high future liabilities. This article proposes a quantitative model for the evaluation of government guarantees in PPP projects under the real options approach, and applies this model to a toll highway concession with a minimum revenue guarantee. It studies the impact of different guarantee levels on the value and the risk of the project, as well as the expected level of future cash payments to be made by the government in

  5. Análise quantitativa sobre a mortalidade precoce de micro e pequenas empresas da cidade de São Paulo A quantitative analysis of the premature mortality of small companies in the city of São Paulo

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    Luis Fernando Filardi Ferreira

    2012-12-01

    Full Text Available O vigor da economia de vários países tem origem no sucesso de pequenas empresas. No Brasil, o Estado de São Paulo concentra mais da metade das empresas brasileiras de pequeno porte. Assim sendo, estudos sobre o sucesso ou o insucesso de micro e pequenas empresas têm sua relevância enaltecida. Este estudo busca apresentar uma análise quantitativa e qualitativa sobre os fatores associados à mortalidade precoce das micro e pequenas empresas. Para tanto, realizou-se uma pesquisa com os gestores de micro e pequenas empresas da cidade de São Paulo que encerraram suas atividades. Para análise quantitativa da amostra, que apresenta representatividade estatística, utilizou-se de técnicas de análise multivariada. Como principal resultado, pode-se destacar que os fatores associados à mortalidade são preponderantemente de natureza estratégica, o que contraria o senso comum que professa a insuficiência de recursos como principal motivador da falência das pequenas empresas. Tal resultado tem importância para orientar as políticas públicas, os empreendedores e as agências de fomento para a formulação de suas estratégias no sentido do desenvolvimento de competências administrativas para o sucesso das micro e pequenas empresas brasileiras.The economic vigor of many countries is due to the success of small businesses. In Brazil, Sao Paulo state concentrates more than half of Brazilian small businesses. Therefore, studies dealing with high or low performance of micro and small businesses are of great relevance. This study aims at presenting a quantitative and qualitative analysis of factors associated to premature mortality of micro and small businesses in the city of Sao Paulo. For the quantitative analysis of the sample, which is statistically significant, multivariate analysis was used. The main result of this investigation is that factors associated with mortality are mainly of strategic nature, contrary to the common belief that

  6. Análise quantitativa da deglutição orofaríngea em indivíduo gastrostomizado com Lipofuscinose Ceróide Neuronal: relato de caso

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    André Vinicius Marcondes Natel Sales

    2013-12-01

    Full Text Available A presença de disfagia orofaríngea infantil na população com afecções genéticas ainda é pouco estudada. O objetivo deste estudo foi analisar o tempo de trânsito oral total (TTOT e o tempo de trânsito faríngeo (TTF em um indivíduo com diagnóstico genético clínico de Lipofuscinose Ceróide Neuronal (LCN com disfagia orofaríngea grave. Indivíduo com LCN, 3 anos de idade, gastrostomizado há dois anos e sem via oral parcial, histórico de déficit de ganho de peso anterior a via alternativa de alimentação, porém sem complicações pulmonares. A deglutição orofaríngea foi estudada por meio de videofluoroscopia de deglutição e análise quantitativa da deglutição com uso de software específico para tal avaliação. Na análise quantitativa do TTOT e TTF constatou-se, respectivamente, 45,37 segundos (padrão de normalidade em criança é de 4 segundos e de 4,53 segundos para o TTF. Constatou-se significante aumento nos tempos de trânsito orofaríngeo neste indivíduo, sendo que a disfagia orofaríngea, parte do quadro desta criança com diagnóstico de LCN, deve ser investigada e acompanhada durante a evolução da doença. Uma avaliação da deglutição orofaríngea e acompanhamento nos indivíduos com esta condição genética deve ser realizada, considerando que essa alteração pode fazer parte do fenótipo desta condição e também pelo impacto que esse aumento nos tempos da deglutição pode ocasionar na condição nutricional e pulmonar desta população.

  7. Genetic effects of polymorphisms in candidate genes and the QTL region on chicken age at first egg

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    Zhou Min

    2011-04-01

    Full Text Available Abstract Background The age at first egg (AFE, an important indicator for sexual maturation in female chickens, is controlled by polygenes. Based on our knowledge of reproductive physiology, 6 genes including gonadotrophin releasing hormone-I (GnRH-I, neuropeptide Y (NPY, dopamine D2 receptor (DRD2, vasoactive intestinal polypeptide (VIP, VIP receptor-1 (VIPR-1, and prolactin (PRL, were selected as candidates for influencing AFE. Additionally, the region between ADL0201 and MCW0241 of chromosome Z was chosen as the candidate QTL region according to some QTL databases. The objective of the present study was to investigate the effects of mutations in candidate genes and the QTL region on chicken AFE. Results Marker-trait association analysis of 8 mutations in those 6 genes in a Chinese native population found a highly significant association (P G840327C of the GnRH-I gene with AFE, and it remained significant even with Bonferroni correction. Based on the results of the 2-tailed χ2 test, mutations T32742394C, T32742468C, G32742603A, and C33379782T in the candidate QTL region of chromosome Z were selected for marker-trait association analysis. The haplotypes of T32742394C and T32742468C were significantly associated (P T32742394C and T32742468C were located in the intron region of the SH3-domain GRB2-like 2 (SH3GL2 gene, which appeared to be associated in the endocytosis and development of the oocyte. Conclusion This study found that G840327C of the GnRH-I gene and the haplotypes of T32742394C-T32742468C of the SH3GL2 gene were associated with the chicken AFE.

  8. QTL replication and targeted association highlight the nerve growth factor gene for nonverbal communication deficits in autism spectrum disorders.

    Science.gov (United States)

    Lu, A T-H; Yoon, J; Geschwind, D H; Cantor, R M

    2013-02-01

    Autism Spectrum Disorder (ASD) has a heterogeneous etiology that is genetically complex. It is defined by deficits in communication and social skills and the presence of restricted and repetitive behaviors. Genetic analyses of heritable quantitative traits that correlate with ASD may reduce heterogeneity. With this in mind, deficits in nonverbal communication (NVC) were quantified based on items from the Autism Diagnostic Interview Revised. Our previous analysis of 228 families from the Autism Genetics Research Exchange (AGRE) repository reported 5 potential quantitative trait loci (QTL). Here we report an NVC QTL replication study in an independent sample of 213 AGRE families. One QTL was replicated (PNVC with a P-value of 0.001. Three associated haplotype blocks were intronic to the Nerve Growth Factor (NGF) gene (P=0.001, 0.001, 0.002), and one was intronic to KCND3 (P=0.001). Individual haplotypes within the associated blocks drove the associations (0.003, 0.0004 and 0.0002) for NGF and 0.0001 for KCND3. Using the same methods, these genes were tested for association with NVC in an independent sample of 1517 families from an Autism Genome Project (AGP). NVC was associated with a haplotype in an adjacent NGF block (P=0.0005) and one 46 kb away from the associated block in KCND3 (0.008). These analyses illustrate the value of QTL and targeted association studies for genetically complex disorders such as ASD. NGF is a promising risk gene for NVC deficits.

  9. Identification of QTL for adult-plant resistance to powdery mildew in Chinese wheat landrace Pingyuan 50

    Institute of Scientific and Technical Information of China (English)

    Muhammad; Azeem; Asad; Bin; Bai; Caixia; Lan; Jun; Yan; Xianchun; Xia; Yong; Zhang; Zhonghu; He

    2014-01-01

    Powdery mildew caused by Blumeria graminis f. sp. tritici is one of the major wheat diseases worldwide. The Chinese wheat landrace Pingyuan 50 has shown adult-plant resistance(APR)to powdery mildew in the field for over 60 years. To dissect the genetic basis of APR to powdery mildew in this cultivar, a mapping population of 137 double haploid(DH) lines derived from Pingyuan 50/Mingxian 169 was evaluated in replicated field trials for two years in Beijing(2009–2010 and 2010–2011) and one year in Anyang(2009–2010). A total of 540 polymorphic SSR markers were genotyped on the entire population for construction of a linkage map and QTL analysis. Three QTL were mapped on chromosomes 2BS(QPm.caas-2BS.2), 3BS(QPm.caas-3BS),and 5AL(QPm.caas-5AL) with the resistance alleles contributed by Pingyuan 50 explaining 5.3%,10.2%, and 9.1% of the phenotypic variances, respectively, and one QTL on chromosome 3BL(QPm.caas-3BL) derived from Mingxian 169 accounting for 18.1% of the phenotypic variance.QPm.caas-3BS, QPm.caas-3BL, and QPm.caas-5AL appear to be new powdery mildew APR loci.QPm.caas-2BS.2 and QPm.caas-5AL are possibly pleiotropic or closely linked resistance loci to stripe rust resistance QTL. Pingyuan 50 could be a potential genetic resource to facilitate breeding for improved APR to both powdery mildew and stripe rust.

  10. Identification of QTL for adult-plant resistance to powdery mildew in Chinese wheat landrace Pingyuan 50

    Directory of Open Access Journals (Sweden)

    Muhammad Azeem Asad

    2014-10-01

    Full Text Available Powdery mildew caused by Blumeria graminis f. sp. tritici is one of the major wheat diseases worldwide. The Chinese wheat landrace Pingyuan 50 has shown adult-plant resistance (APR to powdery mildew in the field for over 60 years. To dissect the genetic basis of APR to powdery mildew in this cultivar, a mapping population of 137 double haploid (DH lines derived from Pingyuan 50/Mingxian 169 was evaluated in replicated field trials for two years in Beijing (2009–2010 and 2010–2011 and one year in Anyang (2009–2010. A total of 540 polymorphic SSR markers were genotyped on the entire population for construction of a linkage map and QTL analysis. Three QTL were mapped on chromosomes 2BS (QPm.caas-2BS.2, 3BS (QPm.caas-3BS, and 5AL (QPm.caas-5AL with the resistance alleles contributed by Pingyuan 50 explaining 5.3%, 10.2%, and 9.1% of the phenotypic variances, respectively, and one QTL on chromosome 3BL (QPm.caas-3BL derived from Mingxian 169 accounting for 18.1% of the phenotypic variance. QPm.caas-3BS, QPm.caas-3BL, and QPm.caas-5AL appear to be new powdery mildew APR loci. QPm.caas-2BS.2 and QPm.caas-5AL are possibly pleiotropic or closely linked resistance loci to stripe rust resistance QTL. Pingyuan 50 could be a potential genetic resource to facilitate breeding for improved APR to both powdery mildew and stripe rust.

  11. Genetic and physiological analysis of tomato fruit weight and composition: influence of carbon availability on QTL detection.

    Science.gov (United States)

    Prudent, Marion; Causse, Mathilde; Génard, Michel; Tripodi, Pasquale; Grandillo, Silvana; Bertin, Nadia

    2009-01-01

    Throughout tomato domestication, a large increase in fruit size was associated with a loss of dry matter and sugar contents. This study aims to dissect the contributions of genetic variation and the physiological processes underlying the relationships between fruit growth and the accumulation of dry matter and sugars. Fruit quality traits and physiological parameters were measured on 20 introgression lines derived from the introgression of Solanum chmielewskii into S. lycopersicum, under high (HL, unpruned trusses) and low (LL, trusses pruned to one fruit) fruit load conditions. Inter- and intra-genotypic correlations among traits were estimated and quantitative trait loci (QTL) for size, composition, and physiological traits were mapped. LL increased almost all traits, but the response of sugar content was genotype-dependent, involving either dilution effects or differences in carbon allocation to sugars. Genotype x fruit load interactions were significant for most traits and only 30% of the QTL were stable under both fruit loads. Many QTL for fresh weight and cell or seed numbers co-localized. Eleven clusters of QTL for fresh weight and dry matter or sugar content were detected, eight with opposite allele effects and three with negative effects. Two genotypic antagonistic relationships, between fresh weight and dry matter content and between cell number and cell size, were significant only under HL; the second could be interpreted as a competition for carbohydrates among cells. The role of cuticular conductance, fruit transpiration or cracking in the relationship between fruit fresh weight and composition was also emphasized at the genetic and physiological levels.

  12. Comparative QTL analysis of salinity tolerance in terms of fruit yield using two Solanum populations of F7 lines.

    Science.gov (United States)

    Villalta, I; Bernet, G P; Carbonell, E A; Asins, M J

    2007-04-01

    Salt tolerance has been analysed in two populations of F(7) lines developed from a salt sensitive genotype of Solanum lycopersicum var. cerasiforme, as female parent, and two salt tolerant lines, as male parents, from S. pimpinellifolium, the P population (142 lines), and S. cheesmaniae, the C population (116 lines). Salinity effects on 19 quantitative traits including fruit yield were investigated by correlation, principal component analysis, ANOVA and QTL analysis. A total of 153 and 124 markers were genotyped in the P and C populations, respectively. Some flowering time and salt tolerance candidate genes were included. Since most traits deviated from a normal distribution, results based on the Kruskal-Wallis non-parametric test were preferred. Interval mapping methodology and ANOVA were also used for QTL detection. Eight out of 15 QTLs at each population were detected for the target traits under both control and high salinity conditions, and among them, only average fruit weight (FW) and fruit number (FN) QTLs (fw1.1, fw2.1 and fn1.2) were detected in both populations. The individual contribution of QTLs were, in general, low. After leaf chloride concentration, flowering time is the trait most affected by salinity because different QTLs are detected and some of their QTLxE interactions have been found significant. Also reinforcing the interest on information provided by QTL analysis, it has been found that non-correlated traits may present QTL(s) that are associated with the same marker. A few salinity specific QTLs for fruit yield, not associated with detrimental effects, might be used to increase tomato salt tolerance. The beneficial allele at two of them, fw8.1 (in C) and tw8.1 (for total fruit weight in P) corresponds to the salt sensitive parent, suggesting that the effect of the genetic background is crucial to breed for wide adaptation using wild germplasm.

  13. A genome scan to detect QTL affecting dairy traits in a dairy sheep backcross Sarda x Lacaune population

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    L. Mura

    2011-03-01

    Full Text Available Recently in Mediterranean countries as France, Italy and Spain, dairy sheep selection has been efficiently oriented towards milk yield and milk composition. More attention has been now paid to traits related to the reduction of production costs (milkability, functional traits, longevity, health (resistance to mastitis or parasitic diseases, safety of food (reduction in contaminants and quality (milk fatty acids composition. Therefore, research combining classical quantitative approach and QTL detection is needed, either on-farm by implementing experimental recording schemes......

  14. Genetic control of rhizomes and genomic localization of a major-effect growth habit QTL in perennial wildrye.

    Science.gov (United States)

    Yun, Lan; Larson, Steve R; Mott, Ivan W; Jensen, Kevin B; Staub, Jack E

    2014-06-01

    Rhizomes are prostrate subterranean stems that provide primitive mechanisms of vegetative dispersal, survival, and regrowth of perennial grasses and other monocots. The extent of rhizome proliferation varies greatly among grasses, being absent in cereals and other annuals, strictly confined in caespitose perennials, or highly invasive in some perennial weeds. However, genetic studies of rhizome proliferation are limited and genes controlling rhizomatous growth habit have not been elucidated. Quantitative trait loci (QTLs) controlling rhizome spreading were compared in reciprocal backcross populations derived from hybrids of rhizomatous creeping wildrye (Leymus triticoides) and caespitose basin wildrye (L. cinereus), which are perennial relatives of wheat. Two recessive QTLs were unique to the creeping wildrye backcross, one dominant QTL was unique to the basin wildrye backcross, and one additive QTL was detectable in reciprocal backcrosses with high log odds (LOD = 31.6) in the basin wildrye background. The dominant QTL located on linkage group (LG)-2a was aligned to a dominant rhizome orthogene (Rhz3) of perennial rice (Oryza longistamina) and perennial sorghum (Sorghum propinquum). Nonparametric 99 % confidence bounds of the 31.6-LOD QTL were localized to a distal 3.8-centiMorgan region of LG-6a, which corresponds to a 0.7-Mb region of Brachypodium Chromosome 3 containing 106 genes. An Aux/IAA auxin signal factor gene was located at the 31.6-LOD peak, which could explain the gravitropic and aphototropic behavior of rhizomes. Findings elucidate genetic mechanisms controlling rhizome development and architectural growth habit differences among plant species. Results have possible applications to improve perennial forage and turf grasses, extend the vegetative life cycle of annual cereals, such as wheat, or control the invasiveness of highly rhizomatous weeds such as quackgrass (Elymus repens).

  15. Genome-wide QTL mapping for three traits related to teat number in a White Duroc × Erhualian pig resource population

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    Ai Huashui

    2009-02-01

    Full Text Available Abstract Background Teat number is an important fertility trait for pig production, reflecting the mothering ability of sows. It is also a discrete and often canalized trait presenting bilateral symmetry with minor differences between the two sides, providing a potential power to evaluate fluctuating asymmetry and developmental instability. The knowledge of its genetic control is still limited. In this study, a genome-wide scan was performed with 183 microsatellites covering the pig genome to identify quantitative trait loci (QTL for three traits related to teat number including the total teat number (TTN, the teat number at the left (LTN and right (RTN sides in a large scale White Duroc × Erhualian resource population. Results A sex-average linkage map with a total length of 2350.3 cM and an average marker interval of 12.84 cM was constructed. Eleven genome-wide significant QTL for TTN were detected on 8 autosomes including pig chromosomes (SSC 1, 3, 4, 5, 6, 7, 8 and 12. Six suggestive QTL for this trait were detected on SSC6, 9, 13, 14 and 16. Eight chromosomal regions each on SSC1, 3, 4, 5, 6, 7, 8 and 12 showed significant associations with LTN. These regions were also evidenced as significant QTL for RTN except for those on SSC6 and SSC8. The most significant QTL for the 3 traits were all located on SSC7. Erhualian alleles at most of the identified QTL had positive additive effects except for three QTL on SSC1 and SSC7, at which White Duroc alleles increased teat numbers. On SSC1, 6, 9, 13 and 16, significant dominance effects were observed on TTN, and predominant imprinting effect on TTN was only detected on SSC12. Conclusion The results not only confirmed the QTL regions from previous experiments, but also identified five new QTL for the total teat number in swine. Minor differences between the QTL regions responsible for LTN and RTN were validated. Further fine mapping should be focused on consistently identified regions with small

  16. RiceGeneThresher: a web-based application for mining genes underlying QTL in rice genome.

    Science.gov (United States)

    Thongjuea, Supat; Ruanjaichon, Vinitchan; Bruskiewich, Richard; Vanavichit, Apichart

    2009-01-01

    RiceGeneThresher is a public online resource for mining genes underlying genome regions of interest or quantitative trait loci (QTL) in rice genome. It is a compendium of rice genomic resources consisting of genetic markers, genome annotation, expressed sequence tags (ESTs), protein domains, gene ontology, plant stress-responsive genes, metabolic pathways and prediction of protein-protein interactions. RiceGeneThresher system integrates these diverse data sources and provides powerful web-based applications, and flexible tools for delivering customized set of biological data on rice. Its system supports whole-genome gene mining for QTL by querying using DNA marker intervals or genomic loci. RiceGeneThresher provides biologically supported evidences that are essential for targeting groups or networks of genes involved in controlling traits underlying QTL. Users can use it to discover and to assign the most promising candidate genes in preparation for the further gene function validation analysis. The web-based application is freely available at http://rice.kps.ku.ac.th.

  17. Integrating molecular QTL data into genome-wide genetic association analysis: Probabilistic assessment of enrichment and colocalization

    Science.gov (United States)

    2017-01-01

    We propose a novel statistical framework for integrating the result from molecular quantitative trait loci (QTL) mapping into genome-wide genetic association analysis of complex traits, with the primary objectives of quantitatively assessing the enrichment of the molecular QTLs in complex trait-associated genetic variants and the colocalizations of the two types of association signals. We introduce a natural Bayesian hierarchical model that treats the latent association status of molecular QTLs as SNP-level annotations for candidate SNPs of complex traits. We detail a computational procedure to seamlessly perform enrichment, fine-mapping and colocalization analyses, which is a distinct feature compared to the existing colocalization analysis procedures in the literature. The proposed approach is computationally efficient and requires only summary-level statistics. We evaluate and demonstrate the proposed computational approach through extensive simulation studies and analyses of blood lipid data and the whole blood eQTL data from the GTEx project. In addition, a useful utility from our proposed method enables the computation of expected colocalization signals using simple characteristics of the association data. Using this utility, we further illustrate the importance of enrichment analysis on the ability to discover colocalized signals and the potential limitations of currently available molecular QTL data. The software pipeline that implements the proposed computation procedures, enloc, is freely available at https://github.com/xqwen/integrative. PMID:28278150

  18. Single QTL mapping and nucleotide-level resolution of a physiologic trait in wine Saccharomyces cerevisiae strains.

    Science.gov (United States)

    Marullo, Philippe; Aigle, Michel; Bely, Marina; Masneuf-Pomarède, Isabelle; Durrens, Pascal; Dubourdieu, Denis; Yvert, Gaël

    2007-09-01

    Natural Saccharomyces cerevisiae yeast strains exhibit very large genotypic and phenotypic diversity. However, the link between phenotype variation and genetic determinism is still difficult to identify, especially in wild populations. Using genome hybridization on DNA microarrays, it is now possible to identify single-feature polymorphisms among divergent yeast strains. This tool offers the possibility of applying quantitative genetics to wild yeast strains. In this instance, we studied the genetic basis for variations in acetic acid production using progeny derived from two strains from grape must isolates. The trait was quantified during alcoholic fermentation of the two strains and 108 segregants derived from their crossing. A genetic map of 2212 markers was generated using oligonucleotide microarrays, and a major quantitative trait locus (QTL) was mapped with high significance. Further investigations showed that this QTL was due to a nonsynonymous single-nucleotide polymorphism that targeted the catalytic core of asparaginase type I (ASP1) and abolished its activity. This QTL was only effective when asparagine was used as a major nitrogen source. Our results link nitrogen assimilation and CO(2) production rate to acetic acid production, as well as, on a broader scale, illustrating the specific problem of quantitative genetics when working with nonlaboratory microorganisms.

  19. Quantitative trait loci (QTL) mapping of resistance to strongyles and coccidia in the free-living Soay sheep (Ovis aries).

    Science.gov (United States)

    Beraldi, Dario; McRae, Allan F; Gratten, Jacob; Pilkington, Jill G; Slate, Jon; Visscher, Peter M; Pemberton, Josephine M

    2007-01-01

    A genome-wide scan was performed to detect quantitative trait loci (QTL) for resistance to gastrointestinal parasites and ectoparasitic keds segregating in the free-living Soay sheep population on St. Kilda (UK). The mapping panel consisted of a single pedigree of 882 individuals of which 588 were genotyped. The Soay linkage map used for the scans comprised 251 markers covering the whole genome at average spacing of 15cM. The traits here investigated were the strongyle faecal egg count (FEC), the coccidia faecal oocyst count (FOC) and a count of keds (Melophagus ovinus). QTL mapping was performed by means of variance component analysis so that the genetic parameters of the study traits were also estimated and compared with previous studies in Soay and domestic sheep. Strongyle FEC and coccidia FOC showed moderate heritability (h(2)=0.26 and 0.22, respectively) in lambs but low heritability in adults (h(2)scans were performed for the traits with moderate heritability and two genomic regions reached the level of suggestive linkage for coccidia FOC in lambs (logarithm of the odds=2.68 and 2.21 on chromosomes 3 and X, respectively). We believe this is the first study to report a QTL search for parasite resistance in a free-living animal population and therefore may represent a useful reference for similar studies aimed at understanding the genetics of host-parasite co-evolution in the wild.

  20. A bi-dimensional genome scan for prolificacy traits in pigs shows the existence of multiple epistatic QTL

    Directory of Open Access Journals (Sweden)

    Bidanel Jean P

    2009-12-01

    Full Text Available Abstract Background Prolificacy is the most important trait influencing the reproductive efficiency of pig production systems. The low heritability and sex-limited expression of prolificacy have hindered to some extent the improvement of this trait through artificial selection. Moreover, the relative contributions of additive, dominant and epistatic QTL to the genetic variance of pig prolificacy remain to be defined. In this work, we have undertaken this issue by performing one-dimensional and bi-dimensional genome scans for number of piglets born alive (NBA and total number of piglets born (TNB in a three generation Iberian by Meishan F2 intercross. Results The one-dimensional genome scan for NBA and TNB revealed the existence of two genome-wide highly significant QTL located on SSC13 (P SSC17 (P P P P P Conclusions The complex inheritance of prolificacy traits in pigs has been evidenced by identifying multiple additive (SSC13 and SSC17, dominant and epistatic QTL in an Iberian × Meishan F2 intercross. Our results demonstrate that a significant fraction of the phenotypic variance of swine prolificacy traits can be attributed to first-order gene-by-gene interactions emphasizing that the phenotypic effects of alleles might be strongly modulated by the genetic background where they segregate.

  1. QTL mapping for fruit quality in Citrus using DArTseq markers.

    Science.gov (United States)

    Curtolo, Maiara; Cristofani-Yaly, Mariângela; Gazaffi, Rodrigo; Takita, Marco Aurélio; Figueira, Antonio; Machado, Marcos Antonio

    2017-04-12

    Citrus breeding programs have many limitations associated with the species biology and physiology, requiring the incorporation of new biotechnological tools to provide new breeding possibilities. Diversity Arrays Technology (DArT) markers, combined with next-generation sequencing, have wide applicability in the construction of high-resolution genetic maps and in quantitative trait locus (QTL) mapping. This study aimed to construct an integrated genetic map using full-sib progeny derived from Murcott tangor and Pera sweet orange and DArTseq™ molecular markers and to perform QTL mapping of twelve fruit quality traits. A controlled Murcott x Pera crossing was conducted at the Citrus Germplasm Repository at the Sylvio Moreira Citrus Centre of the Agronomic Institute (IAC) located in Cordeirópolis, SP, in 1997. In 2012, 278 F1 individuals out of a family of 312 confirmed hybrid individuals were analyzed for fruit traits and genotyped using the DArTseq markers. Using OneMap software to obtain the integrated genetic map, we considered only the DArT loci that showed no segregation deviation. The likelihood ratio and the genomic information from the available Citrus sinensis L. Osbeck genome were used to determine the linkage groups (LGs). The resulting integrated map contained 661 markers in 13 LGs, with a genomic coverage of 2,774 cM and a mean density of 0.23 markers/cM. The groups were assigned to the nine Citrus haploid chromosomes; however, some of the chromosomes were represented by two LGs due the lack of information for a single integration, as in cases where markers segregated in a 3:1 fashion. A total of 19 QTLs were identified through composite interval mapping (CIM) of the 12 analyzed fruit characteristics: fruit diameter (cm), height (cm), height/diameter ratio, weight (g), rind thickness (cm), segments per fruit, total soluble solids (TSS, %), total titratable acidity (TTA, %), juice content (%), number of seeds, TSS/TTA ratio and number of fruits per

  2. An eQTL biological data visualization challenge and approaches from the visualization community.

    Science.gov (United States)

    Bartlett, Christopher W; Cheong, Soo Yeon; Hou, Liping; Paquette, Jesse; Lum, Pek Yee; Jäger, Günter; Battke, Florian; Vehlow, Corinna; Heinrich, Julian; Nieselt, Kay; Sakai, Ryo; Aerts, Jan; Ray, William C

    2012-01-01

    In 2011, the IEEE VisWeek conferences inaugurated a symposium on Biological Data Visualization. Like other domain-oriented Vis symposia, this symposium's purpose was to explore the unique characteristics and requirements of visualization within the domain, and to enhance both the Visualization and Bio/Life-Sciences communities by pushing Biological data sets and domain understanding into the Visualization community, and well-informed Visualization solutions back to the Biological community. Amongst several other activities, the BioVis symposium created a data analysis and visualization contest. Unlike many contests in other venues, where the purpose is primarily to allow entrants to demonstrate tour-de-force programming skills on sample problems with known solutions, the BioVis contest was intended to whet the participants' appetites for a tremendously challenging biological domain, and simultaneously produce viable tools for a biological grand challenge domain with no extant solutions. For this purpose expression Quantitative Trait Locus (eQTL) data analysis was selected. In the BioVis 2011 contest, we provided contestants with a synthetic eQTL data set containing real biological variation, as well as a spiked-in gene expression interaction network influenced by single nucleotide polymorphism (SNP) DNA variation and a hypothetical disease model. Contestants were asked to elucidate the pattern of SNPs and interactions that predicted an individual's disease state. 9 teams competed in the contest using a mixture of methods, some analytical and others through visual exploratory methods. Independent panels of visualization and biological experts judged entries. Awards were given for each panel's favorite entry, and an overall best entry agreed upon by both panels. Three special mention awards were given for particularly innovative and useful aspects of those entries. And further recognition was given to entries that correctly answered a bonus question about how a

  3. Genetic Analysis and QTL Mapping of Fruit Peduncle Length in Cucumber (Cucumis sativus L.)

    Science.gov (United States)

    Zhang, Song; Wang, Ye; Zhang, Sheng-Ping; Gu, Xing-Fang

    2016-01-01

    Mechanized harvesting of cucumbers offers significant advantages compared to manual labor as both shortages and costs of labor increase. However the efficient use of machines depends on breeding plants with longer peduncles, but the genetic and molecular basis of fruit peduncle development in cucumber is not well understood. In this study, F2 populations were developed from a cross between two inbred lines, 1101 with a long peduncle and 1694 with a short peduncle. These were grown at two field sites, Hainan, with a tropical marine climate, in December 2014, and Beijing, with a warm temperate climate, in May 2015. Electron microscope examination of the pith cells in the peduncles of the two parental lines showed that line 1101 had significantly greater numbers of smaller cells compared to line 1694. The inheritance of cucumber fruit peduncle length (FPL) was investigated by the mixed major gene and polygene inheritance model. Genetic analysis indicated that FPL in cucumber is quantitatively inherited and controlled by one additive major gene and additive-dominant polygenes (D-2 model). A total of 1460 pairs of SSR (simple sequence repeat) primers were analyzed to identify quantitative trait loci (QTLs). Two similar genetic maps with 78 SSR markers which covered 720.6 cM in seven linkage groups were constructed based on two F2 populations. QTL analysis from the data collected at the two field sites showed that there are two minor QTLs on chromosome 1, named qfpl1.1 and qfpl1.2, and one major QTL on chromosome 6, named qfpl6.1. The marker UW021226, which was the closest one to qfpl6.1, had an accuracy rate of 79.0% when tested against plants selected from populations of the two parents. The results from this study provide insights into the inheritance and molecular mechanism of the variation of FPL in cucumber, and further research will be carried out to fine map qfpl6.1 to develop more accurate markers for MAS breeding. PMID:27936210

  4. Genetic Linkage Map Construction and QTL Analysis of Two Interspecific Reproductive Isolation Traits in Sponge Gourd

    Science.gov (United States)

    Wu, Haibin; He, Xiaoli; Gong, Hao; Luo, Shaobo; Li, Mingzhu; Chen, Junqiu; Zhang, Changyuan; Yu, Ting; Huang, Wangping; Luo, Jianning

    2016-01-01

    The hybrids between Luffa acutangula (L.) Roxb. and L.cylindrica (L.) Roem. have strong heterosis effects. However, some reproductive isolation traits hindered their normal hybridization and fructification, which was mainly caused by the flowering time and hybrid pollen sterility. In order to study the genetic basis of two interspecific reproductive isolation traits, we constructed a genetic linkage map using an F2 population derived from a cross between S1174 [L. acutangula (L.) Roxb.] and 93075 [L. cylindrica (L.) Roem.]. The map spans 1436.12 CentiMorgans (cM), with an average of 8.11 cM among markers, and consists of 177 EST-SSR markers distributed in 14 linkage groups (LG) with an average of 102.58 cM per LG. Meanwhile, we conducted colinearity analysis between the sequences of EST-SSR markers and the genomic sequences of cucumber, melon and watermelon. On the basis of genetic linkage map, we conducted QTL mapping of two reproductive isolation traits in sponge gourd, which were the flowering time and hybrid male sterility. Two putative QTLs associated with flowering time (FT) were both detected on LG 1. The accumulated contribution of these two QTLs explained 38.07% of the total phenotypic variance (PV), and each QTL explained 15.36 and 22.71% of the PV respectively. Four QTLs for pollen fertility (PF) were identified on LG 1 (qPF1.1 and qPF1.2), LG 3 (qPF3) and LG 7 (qPF7), respectively. The percentage of PF explained by these QTLs varied from 2.91 to 16.79%, and all together the four QTLs accounted for 39.98% of the total PV. Our newly developed EST-SSR markers and linkage map are very useful for gene mapping, comparative genomics and molecular marker-assisted breeding. These QTLs for interspecific reproductive isolation will also contribute to the cloning of genes relating to interspecific reproductive isolation and the utilization of interspecific heterosis in sponge gourd in further studies. PMID:27458467

  5. An eQTL biological data visualization challenge and approaches from the visualization community

    Science.gov (United States)

    2012-01-01

    In 2011, the IEEE VisWeek conferences inaugurated a symposium on Biological Data Visualization. Like other domain-oriented Vis symposia, this symposium's purpose was to explore the unique characteristics and requirements of visualization within the domain, and to enhance both the Visualization and Bio/Life-Sciences communities by pushing Biological data sets and domain understanding into the Visualization community, and well-informed Visualization solutions back to the Biological community. Amongst several other activities, the BioVis symposium created a data analysis and visualization contest. Unlike many contests in other venues, where the purpose is primarily to allow entrants to demonstrate tour-de-force programming skills on sample problems with known solutions, the BioVis contest was intended to whet the participants' appetites for a tremendously challenging biological domain, and simultaneously produce viable tools for a biological grand challenge domain with no extant solutions. For this purpose expression Quantitative Trait Locus (eQTL) data analysis was selected. In the BioVis 2011 contest, we provided contestants with a synthetic eQTL data set containing real biological variation, as well as a spiked-in gene expression interaction network influenced by single nucleotide polymorphism (SNP) DNA variation and a hypothetical disease model. Contestants were asked to elucidate the pattern of SNPs and interactions that predicted an individual's disease state. 9 teams competed in the contest using a mixture of methods, some analytical and others through visual exploratory methods. Independent panels of visualization and biological experts judged entries. Awards were given for each panel's favorite entry, and an overall best entry agreed upon by both panels. Three special mention awards were given for particularly innovative and useful aspects of those entries. And further recognition was given to entries that correctly answered a bonus question about how a

  6. Influência da baixa temperatura ambiental sobre a inflamação em rã-touro gigante (Rana catesbeiana: avaliações qualitativa e quantitativa

    Directory of Open Access Journals (Sweden)

    José Luiz Catão-Dias

    1999-01-01

    Full Text Available O presente trabalho teve por objetivo investigar a modulação exercida pela temperatura ambiental sobre a cinética celular inflamatória experimentalmente induzida em Rana catesbeiana, rã-touro gigante. Para tanto, 120 espécimes pós-metamórficos foram mantidos a 6ºC e 24ºC e tratados pela transfixação do tecido muscular da coxa por fio de sutura ou injeção intramuscular de carragenina. Os resultados obtidos através de avaliações qualitativa e quantitativa do foco lesional mostraram que a baixa temperatura ambiental modula significativamente a evolução do processo inflamatório. Animais mantidos a 6ºC, em ambos os modelos, apresentaram números de células inflamatórias significativamente menores que os verificados a 24ºC, independentemente do tempo de avaliação. Por outro lado, algum fator pertencente aos mecanismos de defesa do hospedeiro não deve ter sido bloqueado pela temperatura, visto que a área de reação à injúria mostrou-se equivalente na maioria dos tempos pesquisados.

  7. Characterisation of QTL-linked and genome-wide restriction site-associated DNA (RAD markers in farmed Atlantic salmon

    Directory of Open Access Journals (Sweden)

    Houston Ross D

    2012-06-01

    Full Text Available Abstract Background Restriction site-associated DNA sequencing (RAD-Seq is a genome complexity reduction technique that facilitates large-scale marker discovery and genotyping by sequencing. Recent applications of RAD-Seq have included linkage and QTL mapping with a particular focus on non-model species. In the current study, we have applied RAD-Seq to two Atlantic salmon families from a commercial breeding program. The offspring from these families were classified into resistant or susceptible based on survival/mortality in an Infectious Pancreatic Necrosis (IPN challenge experiment, and putative homozygous resistant or susceptible genotype at a major IPN-resistance QTL. From each family, the genomic DNA of the two heterozygous parents and seven offspring of each IPN phenotype and genotype was digested with the SbfI enzyme and sequenced in multiplexed pools. Results Sequence was obtained from approximately 70,000 RAD loci in both families and a filtered set of 6,712 segregating SNPs were identified. Analyses of genome-wide RAD marker segregation patterns in the two families suggested SNP discovery on all 29 Atlantic salmon chromosome pairs, and highlighted the dearth of male recombination. The use of pedigreed samples allowed us to distinguish segregating SNPs from putative paralogous sequence variants resulting from the relatively recent genome duplication of salmonid species. Of the segregating SNPs, 50 were linked to the QTL. A subset of these QTL-linked SNPs were converted to a high-throughput assay and genotyped across large commercial populations of IPNV-challenged salmon fry. Several SNPs showed highly significant linkage and association with resistance to IPN, and population linkage-disequilibrium-based SNP tests for resistance were identified. Conclusions We used RAD-Seq to successfully identify and characterise high-density genetic markers in pedigreed aquaculture Atlantic salmon. These results underline the effectiveness of RAD

  8. QTL mapping in white spruce: gene maps and genomic regions underlying adaptive traits across pedigrees, years and environments

    Directory of Open Access Journals (Sweden)

    Meirmans Patrick G

    2011-03-01

    Full Text Available Abstract Background The genomic architecture of bud phenology and height growth remains poorly known in most forest trees. In non model species, QTL studies have shown limited application because most often QTL data could not be validated from one experiment to another. The aim of our study was to overcome this limitation by basing QTL detection on the construction of genetic maps highly-enriched in gene markers, and by assessing QTLs across pedigrees, years, and environments. Results Four saturated individual linkage maps representing two unrelated mapping populations of 260 and 500 clonally replicated progeny were assembled from 471 to 570 markers, including from 283 to 451 gene SNPs obtained using a multiplexed genotyping assay. Thence, a composite linkage map was assembled with 836 gene markers. For individual linkage maps, a total of 33 distinct quantitative trait loci (QTLs were observed for bud flush, 52 for bud set, and 52 for height growth. For the composite map, the corresponding numbers of QTL clusters were 11, 13, and 10. About 20% of QTLs were replicated between the two mapping populations and nearly 50% revealed spatial and/or temporal stability. Three to four occurrences of overlapping QTLs between characters were noted, indicating regions with potential pleiotropic effects. Moreover, some of the genes involved in the QTLs were also underlined by recent genome scans or expression profile studies. Overall, the proportion of phenotypic variance explained by each QTL ranged from 3.0 to 16.4% for bud flush, from 2.7 to 22.2% for bud set, and from 2.5 to 10.5% for height growth. Up to 70% of the total character variance could be accounted for by QTLs for bud flush or bud set, and up to 59% for height growth. Conclusions This study provides a basic understanding of the genomic architecture related to bud flush, bud set, and height growth in a conifer species, and a useful indicator to compare with Angiosperms. It will serve as a basic

  9. QTL Analysis for Seven Quality Traits of RIL Population in Japonica Rice Based on Three Genetic Statistical Models

    Institute of Scientific and Technical Information of China (English)

    LIU Qiang-ming; JIANG Jian-hua; NIU Fu-an; HE Ying-jun; HONG De-lin

    2013-01-01

    QTL mapping for seven quality traits was conducted by using 254 recombinant inbred lines (RIL) derived from a japonica-japonica rice cross of Xiushui 791C Bao.The seven traits investigated were grain length (GL),grain length to width ratio (LWR),chalk grain rate (CGR),chalkiness degree (CD),gelatinization temperature (GT),amylose content (AC) and gel consistency (GC) of head rice.Three mapping methods employed were composite interval mapping in QTLMapper 2.0 software based on mixed linear model (MCIM),inclusive composite interval mapping in QTL IciMapping 3.0 software based on stepwise regression linear model (ICIM) and multiple interval mapping with regression forward selection in Windows QTL Cartographer 2.5 based on multiple regression analysis (MIMR).Results showed that five QTLs with additive effect (A-QTLs) were detected by all the three methods simultaneously,two by two methods simultaneously,and 23 by only one method.Five A-QTLs were detected by MCIM,nine by ICIM and 28 by MIMR.The contribution rates of single A-QTL ranged from 0.89% to 38.07%.All the QTLs with epistatic effect (E-QTLs) detected by MIMR were not detected by the other two methods.Fourteen pairs of E-QTLs were detected by both MCIM and ICIM,and 142 pairs of E-QTLs were detected by only one method.Twenty-five pairs of E-QTLs were detected by MCIM,141 pairs by ICIM and four pairs by MIMR.The contribution rates of single pair of E-QTL were from 2.60% to 23.78%.In the Xiu-Bao RIL population,epistatic effect played a major role in the variation of GL and CD,and additive effect was the dominant in the variation of LWR,while both epistatic effect and additive effect had equal importance in the variation of CGR,AC,GT and GC.QTLs detected by two or more methods simultaneously were highly reliable,and could be applied to improve the quality traits in japonica hybrid rice.

  10. QTL mapping for European corn borer resistance ( Ostrinia nubilalis Hb.), agronomic and forage quality traits of testcross progenies in early-maturing European maize ( Zea mays L.) germplasm.

    Science.gov (United States)

    Papst, C; Bohn, M; Utz, H F; Melchinger, A E; Klein, D; Eder, J

    2004-05-01

    In hybrid breeding the performance of lines in hybrid combinations is more important than their performance per se. Little information is available on the correlation between individual line and testcross (TC) performances for the resistance to European corn borer (ECB, Ostrinia nubilalis Hb.) in maize ( Zea mays L.). Marker assisted selection (MAS) will be successful only if quantitative trait loci (QTL) found in F(2) derived lines for ECB resistance are still expressed in hybrid combinations. The objectives of our study were: (1) to identify and characterize QTL for ECB resistance as well as agronomic and forage quality traits in a population of testcrossed F(2:3) families; (2) to evaluate the consistency of QTL for per se and TC performances; and (3) to determine the association between per se and TC performances of F(2:3) lines for these traits. Two hundred and four F(2:3) lines were derived from the cross between maize lines D06 (resistant) and D408 (susceptible). These lines were crossed to D171 and the TC progenies were evaluated for ECB resistance and agronomic performance in two locations in 2000 and 2001. Using these TC progenies, six QTL for stalk damage rating (SDR) were found. These QTL explained 27.4% of the genotypic variance in a simultaneous fit. Three QTL for SDR were detected consistently for per se and TC performance. Phenotypic and genotypic correlations were low for per se and TC performance for SDR. Correlations between SDR and quality traits were not significant. Based on these results, we conclude that MAS will not be an efficient method for improving SDR. However, new molecular tools might provide the opportunity to use QTL data as a first step to identify genes involved in ECB resistance. Efficient MAS procedures might then be based on markers designed to trace and to combine specific genes and their alleles in elite maize breeding germplasm.

  11. Genetic control of soybean seed oil: I. QTL and genes associated with seed oil concentration in RIL populations derived from crossing moderately high-oil parents.

    Science.gov (United States)

    Eskandari, Mehrzad; Cober, Elroy R; Rajcan, Istvan

    2013-02-01

    Soybean seed is a major source of oil for human consumption worldwide and the main renewable feedstock for biodiesel production in North America. Increasing seed oil concentration in soybean [Glycine max (L.) Merrill] with no or minimal impact on protein concentration could be accelerated by exploiting quantitative trait loci (QTL) or gene-specific markers. Oil concentration in soybean is a polygenic trait regulated by many genes with mostly small effects and which is negatively associated with protein concentration. The objectives of this study were to discover and validate oil QTL in two recombinant inbred line (RIL) populations derived from crosses between three moderately high-oil soybean cultivars, OAC Wallace, OAC Glencoe, and RCAT Angora. The RIL populations were grown across several environments over 2 years in Ontario, Canada. In a population of 203 F(3:6) RILs from a cross of OAC Wallace and OAC Glencoe, a total of 11 genomic regions on nine different chromosomes were identified as associated with oil concentration using multiple QTL mapping and single-factor ANOVA. The percentage of the phenotypic variation accounted for by each QTL ranged from 4 to 11 %. Of the five QTL that were tested in a population of 211 F(3:5) RILs from the cross RCAT Angora × OAC Wallace, a "trait-based" bidirectional selective genotyping analysis validated four QTL (80 %). In addition, a total of seven two-way epistatic interactions were identified for oil concentration in this study. The QTL and epistatic interactions identified in this study could be used in marker-assisted introgression aimed at pyramiding high-oil alleles in soybean cultivars to increase oil concentration for biodiesel as well as edible oil applications.

  12. Detecção de locos de características quantitativas com efeito da origem parental dos alelos nos cromossomos 1, 2 e 4 de suínos

    OpenAIRE

    Silva Filho,Miguel Inácio da

    2010-01-01

    Com o objetivo de detectar QTL com efeito da origem parental dos alelos, foram utilizados dados de uma população F2 de suínos, composta de 600 animais, obtidos a partir do cruzamento de machos Piau e fêmeas comerciais. Nos animais F2, foram avaliadas características de desempenho, carcaça, órgãos e vísceras, cortes de carcaça e qualidade de carne. Para a genotipagem de todos os animais, foram utilizados 16 locos de microssatélites distribuídos nos cromossomos 1, 2 e 4. Com o resultado da g...

  13. Expression QTL analysis of top loci from GWAS meta-analysis highlights additional schizophrenia candidate genes.

    Science.gov (United States)

    de Jong, Simone; van Eijk, Kristel R; Zeegers, Dave W L H; Strengman, Eric; Janson, Esther; Veldink, Jan H; van den Berg, Leonard H; Cahn, Wiepke; Kahn, René S; Boks, Marco P M; Ophoff, Roel A

    2012-09-01

    There is genetic evidence that schizophrenia is a polygenic disorder with a large number of loci of small effect on disease susceptibility. Genome-wide association studies (GWASs) of schizophrenia have had limited success, with the best finding at the MHC locus at chromosome 6p. A recent effort of the Psychiatric GWAS consortium (PGC) yielded five novel loci for schizophrenia. In this study, we aim to highlight additional schizophrenia susceptibility loci from the PGC study by combining the top association findings from the discovery stage (9394 schizophrenia cases and 12 462 controls) with expression QTLs (eQTLs) and differential gene expression in whole blood of schizophrenia patients and controls. We examined the 6192 single-nucleotide polymorphisms (SNPs) with significance threshold at Pschizophrenia cases and controls (n=202). After correction for multiple testing, the eQTL analysis yielded 40 significant cis-acting effects of the SNPs. Seven of these transcripts show differential expression between cases and controls. Of these, the effect of three genes (RNF5, TRIM26 and HLA-DRB3) coincided with the direction expected from meta-analysis findings and were all located within the MHC region. Our results identify new genes of interest and highlight again the involvement of the MHC region in schizophrenia susceptibility.

  14. Relationship Between Coleoptile Length and Drought Resistance and Their QTL Mapping in Rice

    Institute of Scientific and Technical Information of China (English)

    HU Song-ping; YANG Hua; ZOU Gui-hua; LIU Hong-yan; LIU Guo-lan; MEI Han-wei; CAI Run; LI Ming-shou; LUO Li-jun

    2007-01-01

    By using a set of recombinant inbred line (RIL) population involving in 195 lines derived from a cross of Zhenshan 97B (lowland variety) and IRAT109 (upland variety), the correlation analysis between coleoptile length (CL) and drought resistance index (DRI) and their QTL identification were conducted. There existed a significantly positive relationship between CL and DRI with the correlation coefficient of 0.2206** under water stress conditions. Under normal and water stress conditions, a total of eleven and four QTLs for CL and DRI, respectively, were detected on chromosomes 1, 2, 4, 5, 6, 7, 9, 11 and 12 by using a linkage map including 213SSR markers, which explained 4.84% to 22.65% of phenotypic variance. Chromosomes 1 and 9 possessing the QTLs for DRI harbored simultaneously QTLs for CL, and qCL9 shared the same chromosome location with qDRI9 (RM160-RM215). Comparing the QTLs related to drought resistance in other studies, QTLs for CL and DRI were located in the same or adjacent marker interval as those related to root traits, such as number, dry weight, depth, and length of root. Moreover, sixteen and three pairs of epistatic loci for CL and DRI were found, which accounted for 56.17% and 11.93% of the total variation in CL and DRI, respectively.

  15. QTL mapping of leafy heads by genome resequencing in the RIL population of Brassica rapa.

    Directory of Open Access Journals (Sweden)

    Xiang Yu

    Full Text Available Leaf heads of cabbage (Brassica oleracea, Chinese cabbage (B. rapa, and lettuce (Lactuca sativa are important vegetables that supply mineral nutrients, crude fiber and vitamins in the human diet. Head size, head shape, head weight, and heading time contribute to yield and quality. In an attempt to investigate genetic basis of leafy head in Chinese cabbage (B. rapa, we took advantage of recent technical advances of genome resequencing to perform quantitative trait locus (QTL mapping using 150 recombinant inbred lines (RILs derived from the cross between heading and non-heading Chinese cabbage. The resequenced genomes of the parents uncovered more than 1 million SNPs. Genotyping of RILs using the high-quality SNPs assisted by Hidden Markov Model (HMM generated a recombination map. The raw genetic map revealed some physical assembly error and missing fragments in the reference genome that reduced the quality of SNP genotyping. By deletion of the genetic markers in which recombination rates higher than 20%, we have obtained a high-quality genetic map with 2209 markers and detected 18 QTLs for 6 head traits, from which 3 candidate genes were selected. These QTLs provide the foundation for study of genetic basis of leafy heads and the other complex traits.

  16. QTL mapping of leafy heads by genome resequencing in the RIL population of Brassica rapa.

    Science.gov (United States)

    Yu, Xiang; Wang, Han; Zhong, Weili; Bai, Jinjuan; Liu, Pinglin; He, Yuke

    2013-01-01

    Leaf heads of cabbage (Brassica oleracea), Chinese cabbage (B. rapa), and lettuce (Lactuca sativa) are important vegetables that supply mineral nutrients, crude fiber and vitamins in the human diet. Head size, head shape, head weight, and heading time contribute to yield and quality. In an attempt to investigate genetic basis of leafy head in Chinese cabbage (B. rapa), we took advantage of recent technical advances of genome resequencing to perform quantitative trait locus (QTL) mapping using 150 recombinant inbred lines (RILs) derived from the cross between heading and non-heading Chinese cabbage. The resequenced genomes of the parents uncovered more than 1 million SNPs. Genotyping of RILs using the high-quality SNPs assisted by Hidden Markov Model (HMM) generated a recombination map. The raw genetic map revealed some physical assembly error and missing fragments in the reference genome that reduced the quality of SNP genotyping. By deletion of the genetic markers in which recombination rates higher than 20%, we have obtained a high-quality genetic map with 2209 markers and detected 18 QTLs for 6 head traits, from which 3 candidate genes were selected. These QTLs provide the foundation for study of genetic basis of leafy heads and the other complex traits.

  17. QTL mapping of protein content and seed characteristics under water-stress conditions in sunflower.

    Science.gov (United States)

    Ebrahimi, A; Maury, P; Berger, M; Calmon, A; Grieu, P; Sarrafi, A

    2009-05-01

    The purpose of this study was to identify genomic regions controlling seed protein content, kernel and hull weights, and seed density in water-stress conditions in sunflower (Helianthus annuus L.). The experiments consisted of a split-plot design (water treatment and recombinant inbred lines) with three blocks in two environments (greenhouse and field). High significant variation was observed between genotypes for all traits as well as for water treatment x genotype interaction. Several specific and nonspecific QTLs were detected for all traits under well-watered and water-stress conditions. Two SSR markers, ORS671_2 and HA2714, linked to protein content were identified that have no interaction with water treatments in greenhouse conditions. We also detected the E35M60_4 marker associated with kernel weight that had no interaction with water treatments. A specific QTL for protein content was detected with important phenotypic variance (17%) under water-stress conditions. Overlapping QTLs for protein content and seed density were identified in linkage group 15. This region probably has a peliotropic effect on protein content and seed density. QTLs for protein content colocated with grain weight traits were also identified.

  18. QTL analysis of leaf photosynthesis rate and related physiological traits in Brassica napus

    Institute of Scientific and Technical Information of China (English)

    YAN Xing-ying; QU Cun-min; LI Jia-na; CHEN Li; LIU Lie-zhao

    2015-01-01

    Rapeseed (Brassica napus L.) oil is the crucial source of edible oil in China. In addition, it can become a major renewable and sustainable feedstock for biodiesel production in the future. It is known that photosynthesis products are the primary sources for dry matter accumulation in rapeseed. Therefore, increasing the photosynthetic efifciency is desirable for the raise of rapeseed yield. The objective of the present study was to identify the genetic mechanism of photosynthesis based on the description of relationships between different photosynthetic traits and their quantitative trait loci (QTL) by using a recombinant inbred line (RIL) population with 172 lines. Speciifcal y, correlation analysis in this study showed that internal CO2 concentration has negative correlations with other three physiological traits under two different stages. Total y, 11 and 12 QTLs of the four physiological traits measured at the stages 1 and 2 were detected by using a high-density single nu-cleotidepolymorphism (SNP) markers linkage map with composite interval mapping (CIM), respectively. Three co-localized QTLs on A03 were detected at stage 1 with 5, 5, and 10%of the phenotypic variation, respectively. Other two co-localized QTLs were located on A05 at stage 2, which explained up to 12 and 5%of the phenotypic variation, respectively. The results are beneifcial for our understanding of genetic control of photosynthetic physiological characterizations and improvement of rapeseed yield in the future.

  19. A Linkage Map and QTL Analysis for Pyrethroid Resistance in the Bed Bug Cimex lectularius.

    Science.gov (United States)

    Fountain, Toby; Ravinet, Mark; Naylor, Richard; Reinhardt, Klaus; Butlin, Roger K

    2016-12-07

    The rapid evolution of insecticide resistance remains one of the biggest challenges in the control of medically and economically important pests. Insects have evolved a diverse range of mechanisms to reduce the efficacy of the commonly used classes of insecticides, and finding the genetic basis of resistance is a major aid to management. In a previously unstudied population, we performed an F2 resistance mapping cross for the common bed bug, Cimex lectularius, for which insecticide resistance is increasingly widespread. Using 334 SNP markers obtained through RAD-sequencing, we constructed the first linkage map for the species, consisting of 14 putative linkage groups (LG), with a length of 407 cM and an average marker spacing of 1.3 cM. The linkage map was used to reassemble the recently published reference genome, facilitating refinement and validation of the current genome assembly. We detected a major QTL on LG12 associated with insecticide resistance, occurring in close proximity (1.2 Mb) to a carboxylesterase encoding candidate gene for pyrethroid resistance. This provides another example of this candidate gene playing a major role in determining survival in a bed bug population following pesticide resistance evolution. The recent availability of the bed bug genome, complete with a full list of potential candidate genes related to insecticide resistance, in addition to the linkage map generated here, provides an excellent resource for future research on the development and spread of insecticide resistance in this resurging pest species. Copyright © 2016 Fountain et al.

  20. A Linkage Map and QTL Analysis for Pyrethroid Resistance in the Bed Bug Cimex lectularius

    Directory of Open Access Journals (Sweden)

    Toby Fountain

    2016-12-01

    Full Text Available The rapid evolution of insecticide resistance remains one of the biggest challenges in the control of medically and economically important pests. Insects have evolved a diverse range of mechanisms to reduce the efficacy of the commonly used classes of insecticides, and finding the genetic basis of resistance is a major aid to management. In a previously unstudied population, we performed an F2 resistance mapping cross for the common bed bug, Cimex lectularius, for which insecticide resistance is increasingly widespread. Using 334 SNP markers obtained through RAD-sequencing, we constructed the first linkage map for the species, consisting of 14 putative linkage groups (LG, with a length of 407 cM and an average marker spacing of 1.3 cM. The linkage map was used to reassemble the recently published reference genome, facilitating refinement and validation of the current genome assembly. We detected a major QTL on LG12 associated with insecticide resistance, occurring in close proximity (1.2 Mb to a carboxylesterase encoding candidate gene for pyrethroid resistance. This provides another example of this candidate gene playing a major role in determining survival in a bed bug population following pesticide resistance evolution. The recent availability of the bed bug genome, complete with a full list of potential candidate genes related to insecticide resistance, in addition to the linkage map generated here, provides an excellent resource for future research on the development and spread of insecticide resistance in this resurging pest species.