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Volumn 16, Issue 1, 2015, Pages

Prospects and limits of marker imputation in quantitative genetic studies in European elite wheat (Triticum aestivum L.)

Author keywords

Association mapping; Elite wheat; genomic selection; Intensive simulation; Map dependent imputation; Map independent imputation

Indexed keywords

ALLELE; ARTICLE; EUROPE; GENE LINKAGE DISEQUILIBRIUM; GENE MAPPING; GENETIC ALGORITHM; GENETIC ASSOCIATION; GENETIC MARKER; GENETIC SELECTION; GENETIC VARIABILITY; INTERMETHOD COMPARISON; MEASUREMENT ACCURACY; NONHUMAN; QUANTITATIVE GENETICS; TRITICUM AESTIVUM; ALGORITHM; CHROMOSOME MAP; GENE FREQUENCY; GENETICS; PROCEDURES; QUANTITATIVE TRAIT LOCUS; WHEAT;

EID: 84925217749     PISSN: None     EISSN: 14712164     Source Type: Journal    
DOI: 10.1186/s12864-015-1366-y     Document Type: Article
Times cited : (27)

References (67)
  • 3
    • 77953808087 scopus 로고    scopus 로고
    • Genotype imputation for genome-wide association studies
    • Marchini J, Howie B. Genotype imputation for genome-wide association studies. Nat Rev Genet. 2010;11:499-511.
    • (2010) Nat Rev Genet , vol.11 , pp. 499-511
    • Marchini, J.1    Howie, B.2
  • 4
    • 84901366592 scopus 로고    scopus 로고
    • Genetic Diversity Analysis of Highly Incomplete SNP Genotype Data with Imputations: An Empirical Assessment
    • Fu Y-B. Genetic Diversity Analysis of Highly Incomplete SNP Genotype Data with Imputations: An Empirical Assessment. G3-GENES GENOM GENET. 2014;4:891-900.
    • (2014) G3-GENES GENOM GENET , vol.4 , pp. 891-900
    • Fu, Y.-B.1
  • 5
    • 77953929301 scopus 로고    scopus 로고
    • Marker genotype imputation in a low-marker-density panel with a high-marker-density reference panel: accuracy evaluation in barley breeding lines
    • Iwata H, Jannink J-L. Marker genotype imputation in a low-marker-density panel with a high-marker-density reference panel: accuracy evaluation in barley breeding lines. Crop Sci. 2010;50:1269-78.
    • (2010) Crop Sci , vol.50 , pp. 1269-1278
    • Iwata, H.1    Jannink, J.-L.2
  • 7
    • 84865322262 scopus 로고    scopus 로고
    • Reliability of genomic prediction for German Holsteins using imputed genotypes from low-density chips
    • Segelke D, Chen J, Liu Z, Reinhardt F, Thaller G, Reents R. Reliability of genomic prediction for German Holsteins using imputed genotypes from low-density chips. J Dairy Sci. 2012;95:5403-11.
    • (2012) J Dairy Sci , vol.95 , pp. 5403-5411
    • Segelke, D.1    Chen, J.2    Liu, Z.3    Reinhardt, F.4    Thaller, G.5    Reents, R.6
  • 8
    • 84856920619 scopus 로고    scopus 로고
    • Factors affecting the accuracy of genotype imputation in populations from several maize breeding programs
    • Hickey JM, Crossa J, Babu R, de los Campos G. Factors affecting the accuracy of genotype imputation in populations from several maize breeding programs. Crop Sci. 2012;52:654-63.
    • (2012) Crop Sci , vol.52 , pp. 654-663
    • Hickey, J.M.1    Crossa, J.2    Babu, R.3    Campos, G.4
  • 9
    • 78649508578 scopus 로고    scopus 로고
    • MaCH: using sequence and genotype data to estimate haplotypes and unobserved genotypes
    • Li Y, Willer CJ, Ding J, Scheet P, Abecasis GR. MaCH: using sequence and genotype data to estimate haplotypes and unobserved genotypes. Genet Epidemiol. 2010;34:816-34.
    • (2010) Genet Epidemiol , vol.34 , pp. 816-834
    • Li, Y.1    Willer, C.J.2    Ding, J.3    Scheet, P.4    Abecasis, G.R.5
  • 11
    • 84902265933 scopus 로고    scopus 로고
    • Genetic architecture of main effect QTL for heading date in European winter wheat
    • Zanke C, Ling J, Plieske J, Kollers S, Ebmeyer E, Korzun V, et al. Genetic architecture of main effect QTL for heading date in European winter wheat. Front Plant Sci. 2014;5:217.
    • (2014) Front Plant Sci , vol.5 , pp. 217
    • Zanke, C.1    Ling, J.2    Plieske, J.3    Kollers, S.4    Ebmeyer, E.5    Korzun, V.6
  • 12
    • 84877851614 scopus 로고    scopus 로고
    • Genome-wide comparative diversity uncovers multiple targets of selection for improvement in hexaploid wheat landraces and cultivars
    • Cavanagh CR, Chao S, Wang S, Huang BE, Stephen S, Kiani S, et al. Genome-wide comparative diversity uncovers multiple targets of selection for improvement in hexaploid wheat landraces and cultivars. Proc Natl Acad Sci. 2013;110:8057-62.
    • (2013) Proc Natl Acad Sci , vol.110 , pp. 8057-8062
    • Cavanagh, C.R.1    Chao, S.2    Wang, S.3    Huang, B.E.4    Stephen, S.5    Kiani, S.6
  • 13
    • 84904727598 scopus 로고    scopus 로고
    • Characterization of polyploid wheat genomic diversity using a high-density 90 000 single nucleotide polymorphism array
    • Wang S, Wong D, Forrest K, Allen A, Chao S, Huang BE, et al. Characterization of polyploid wheat genomic diversity using a high-density 90 000 single nucleotide polymorphism array. Plant Biotechnol J. 2014;12:787-96.
    • (2014) Plant Biotechnol J , vol.12 , pp. 787-796
    • Wang, S.1    Wong, D.2    Forrest, K.3    Allen, A.4    Chao, S.5    Huang, B.E.6
  • 14
    • 84874299005 scopus 로고    scopus 로고
    • Whole genome association mapping of Fusarium head blight resistance in European winter wheat (Triticum aestivum L.)
    • Kollers S, Rodemann B, Ling J, Korzun V, Ebmeyer E, Argillier O, et al. Whole genome association mapping of Fusarium head blight resistance in European winter wheat (Triticum aestivum L.). PLoS One. 2013;8:e57500.
    • (2013) PLoS One , vol.8 , pp. e57500
    • Kollers, S.1    Rodemann, B.2    Ling, J.3    Korzun, V.4    Ebmeyer, E.5    Argillier, O.6
  • 15
    • 84901610057 scopus 로고    scopus 로고
    • Genome-based prediction of maize hybrid performance across genetic groups, testers, locations, and years
    • Albrecht T, Auinger H-J, Wimmer V, Ogutu J, Knaak C, Ouzunova M, et al. Genome-based prediction of maize hybrid performance across genetic groups, testers, locations, and years. Theor Appl Genet. 2014;127:1375-86.
    • (2014) Theor Appl Genet , vol.127 , pp. 1375-1386
    • Albrecht, T.1    Auinger, H.-J.2    Wimmer, V.3    Ogutu, J.4    Knaak, C.5    Ouzunova, M.6
  • 16
    • 35348817330 scopus 로고    scopus 로고
    • Rapid and accurate haplotype phasing and missing-data inference for whole-genome association studies by use of localized haplotype clustering
    • Browning SR, Browning BL. Rapid and accurate haplotype phasing and missing-data inference for whole-genome association studies by use of localized haplotype clustering. Am J Hum Genet. 2007;81:1084.
    • (2007) Am J Hum Genet , vol.81 , pp. 1084
    • Browning, S.R.1    Browning, B.L.2
  • 17
    • 84862527203 scopus 로고    scopus 로고
    • FImpute-An efficient imputation algorithm for dairy cattle populations
    • Sargolzaei M, Chesnais J, Schenkel F. FImpute-An efficient imputation algorithm for dairy cattle populations. J Dairy Sci. 2011;94:421.
    • (2011) J Dairy Sci , vol.94 , pp. 421
    • Sargolzaei, M.1    Chesnais, J.2    Schenkel, F.3
  • 18
    • 67651222400 scopus 로고    scopus 로고
    • A flexible and accurate genotype imputation method for the next generation of genome-wide association studies
    • Howie BN, Donnelly P, Marchini J. A flexible and accurate genotype imputation method for the next generation of genome-wide association studies. PLoS Genet. 2009;5:e1000529.
    • (2009) PLoS Genet , vol.5 , pp. e1000529
    • Howie, B.N.1    Donnelly, P.2    Marchini, J.3
  • 19
    • 33646869900 scopus 로고    scopus 로고
    • Multilocus association mapping using variable-length Markov chains
    • Browning SR. Multilocus association mapping using variable-length Markov chains. Am J Hum Genet. 2006;78:903-13.
    • (2006) Am J Hum Genet , vol.78 , pp. 903-913
    • Browning, S.R.1
  • 20
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Rabiner L. A tutorial on hidden Markov models and selected applications in speech recognition. Proc IEEE. 1989;77:257-86.
    • (1989) Proc IEEE , vol.77 , pp. 257-286
    • Rabiner, L.1
  • 21
    • 34347344976 scopus 로고    scopus 로고
    • A new multipoint method for genome-wide association studies by imputation of genotypes
    • Marchini J, Howie B, Myers S, McVean G, Donnelly P. A new multipoint method for genome-wide association studies by imputation of genotypes. Nat Genet. 2007;39:906-13.
    • (2007) Nat Genet , vol.39 , pp. 906-913
    • Marchini, J.1    Howie, B.2    Myers, S.3    McVean, G.4    Donnelly, P.5
  • 22
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L. Random forests. Mach Learn. 2001;45:5-32.
    • (2001) Mach Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 23
    • 84855177476 scopus 로고    scopus 로고
    • MissForest-non-parametric missing value imputation for mixed-type data
    • Stekhoven DJ, Bühlmann P. MissForest-non-parametric missing value imputation for mixed-type data. Bioinformatics. 2012;28:112-8.
    • (2012) Bioinformatics , vol.28 , pp. 112-118
    • Stekhoven, D.J.1    Bühlmann, P.2
  • 24
    • 62649155943 scopus 로고    scopus 로고
    • A unified approach to genotype imputation and haplotype-phase inference for large data sets of trios and unrelated individuals
    • Browning BL, Browning SR. A unified approach to genotype imputation and haplotype-phase inference for large data sets of trios and unrelated individuals. Am J Hum Genet. 2009;84:210-23.
    • (2009) Am J Hum Genet , vol.84 , pp. 210-223
    • Browning, B.L.1    Browning, S.R.2
  • 25
    • 34249745246 scopus 로고    scopus 로고
    • Evaluation of linkage disequilibrium measures between multi-allelic markers as predictors of linkage disequilibrium between single nucleotide polymorphisms
    • Zhao H, Nettleton D, Dekkers J. Evaluation of linkage disequilibrium measures between multi-allelic markers as predictors of linkage disequilibrium between single nucleotide polymorphisms. Genet Res. 2007;89:1-6.
    • (2007) Genet Res , vol.89 , pp. 1-6
    • Zhao, H.1    Nettleton, D.2    Dekkers, J.3
  • 26
    • 0000413758 scopus 로고
    • Measures of genetic similarity and genetic distance
    • Rogers JS. Measures of genetic similarity and genetic distance. Studies in Genetics. 1972;7:145-53.
    • (1972) Studies in Genetics , vol.7 , pp. 145-153
    • Rogers, J.S.1
  • 27
    • 12344325846 scopus 로고    scopus 로고
    • Genetical and mathematical properties of similarity and dissimilarity coefficients applied in plant breeding and seed bank management
    • Reif JC, Melchinger AE, Frisch M. Genetical and mathematical properties of similarity and dissimilarity coefficients applied in plant breeding and seed bank management. Crop Sci. 2005;45:1-7.
    • (2005) Crop Sci , vol.45 , pp. 1-7
    • Reif, J.C.1    Melchinger, A.E.2    Frisch, M.3
  • 28
    • 0004251747 scopus 로고
    • Mathematics of heredity
    • Les mathematiques de l'heredite
    • Malécot G: Mathematics of heredity. Les mathematiques de l'heredite 1948.
    • (1948)
    • Malécot, G.1
  • 29
    • 0000922699 scopus 로고
    • Diversity and relationships among US maize inbreds revealed by restriction fragment length polymorphisms
    • Melchinger A, Messmer M, Lee M, Woodman W, Lamkey K. Diversity and relationships among US maize inbreds revealed by restriction fragment length polymorphisms. Crop Sci. 1991;31:669-78.
    • (1991) Crop Sci , vol.31 , pp. 669-678
    • Melchinger, A.1    Messmer, M.2    Lee, M.3    Woodman, W.4    Lamkey, K.5
  • 30
    • 0014054519 scopus 로고
    • The detection of disease clustering and a generalized regression approach
    • Mantel N. The detection of disease clustering and a generalized regression approach. Cancer Res. 1967;27:209-20.
    • (1967) Cancer Res , vol.27 , pp. 209-220
    • Mantel, N.1
  • 31
    • 0035045051 scopus 로고    scopus 로고
    • Prediction of Total Genetic Value Using Genome-Wide Dense Marker Maps
    • Meuwissen THE, Hayes BJ, Goddard ME. Prediction of Total Genetic Value Using Genome-Wide Dense Marker Maps. Genetics. 2001;157:1819-29.
    • (2001) Genetics , vol.157 , pp. 1819-1829
    • Meuwissen, T.H.E.1    Hayes, B.J.2    Goddard, M.E.3
  • 32
    • 55849133422 scopus 로고    scopus 로고
    • Efficient methods to compute genomic predictions
    • VanRaden P. Efficient methods to compute genomic predictions. J Dairy Sci. 2008;91:4414-23.
    • (2008) J Dairy Sci , vol.91 , pp. 4414-4423
    • VanRaden, P.1
  • 33
    • 37249083895 scopus 로고    scopus 로고
    • The Impact of Genetic Relationship Information on Genome-Assisted Breeding Values
    • Habier D, Fernando RL, Dekkers JCM. The Impact of Genetic Relationship Information on Genome-Assisted Breeding Values. Genetics. 2007;177:2389-97.
    • (2007) Genetics , vol.177 , pp. 2389-2397
    • Habier, D.1    Fernando, R.L.2    Dekkers, J.C.M.3
  • 34
    • 31744440502 scopus 로고    scopus 로고
    • A unified mixed-model method for association mapping that accounts for multiple levels of relatedness
    • Yu J, Pressoir G, Briggs WH, Bi IV, Yamasaki M, Doebley JF, et al. A unified mixed-model method for association mapping that accounts for multiple levels of relatedness. Nat Genet. 2005;38:203-8.
    • (2005) Nat Genet , vol.38 , pp. 203-208
    • Yu, J.1    Pressoir, G.2    Briggs, W.H.3    Bi, I.V.4    Yamasaki, M.5    Doebley, J.F.6
  • 35
    • 0032766187 scopus 로고    scopus 로고
    • Capturing heterosis in forage crop cultivar development
    • Brummer EC. Capturing heterosis in forage crop cultivar development. Crop Sci. 1999;39:943-54.
    • (1999) Crop Sci , vol.39 , pp. 943-954
    • Brummer, E.C.1
  • 36
    • 84863539332 scopus 로고    scopus 로고
    • Mapping QTL for agronomic traits in breeding populations
    • Würschum T. Mapping QTL for agronomic traits in breeding populations. Theor Appl Genet. 2012;125:201-10.
    • (2012) Theor Appl Genet , vol.125 , pp. 201-210
    • Würschum, T.1
  • 37
    • 0032846918 scopus 로고    scopus 로고
    • Comparison of selection strategies for marker-assisted backcrossing of a gene
    • Frisch M, Bohn M, Melchinger AE. Comparison of selection strategies for marker-assisted backcrossing of a gene. Crop Sci. 1999;39:1295-301.
    • (1999) Crop Sci , vol.39 , pp. 1295-1301
    • Frisch, M.1    Bohn, M.2    Melchinger, A.E.3
  • 39
    • 84876450103 scopus 로고    scopus 로고
    • Genomic prediction of hybrid wheat performance
    • Zhao Y, Zeng J, Fernando R, Reif JC. Genomic prediction of hybrid wheat performance. Crop Sci. 2013;53:802-10.
    • (2013) Crop Sci , vol.53 , pp. 802-810
    • Zhao, Y.1    Zeng, J.2    Fernando, R.3    Reif, J.C.4
  • 40
    • 84887616822 scopus 로고    scopus 로고
    • Optimizing the allocation of resources for genomic selection in one breeding cycle
    • Riedelsheimer C, Melchinger AE. Optimizing the allocation of resources for genomic selection in one breeding cycle. Theor Appl Genet. 2013;126:2835-48.
    • (2013) Theor Appl Genet , vol.126 , pp. 2835-2848
    • Riedelsheimer, C.1    Melchinger, A.E.2
  • 41
    • 84904382612 scopus 로고    scopus 로고
    • A chromosome-based draft sequence of the hexaploid bread wheat (Triticum aestivum) genome
    • Mayer KF, Rogers J, Doležel J, Pozniak C, Eversole K, Feuillet C, et al. A chromosome-based draft sequence of the hexaploid bread wheat (Triticum aestivum) genome. Science. 2014;345:1251788.
    • (2014) Science , vol.345 , pp. 1251788
    • Mayer, K.F.1    Rogers, J.2    Doležel, J.3    Pozniak, C.4    Eversole, K.5    Feuillet, C.6
  • 42
    • 78650614679 scopus 로고    scopus 로고
    • Population-and genome-specific patterns of linkage disequilibrium and SNP variation in spring and winter wheat (Triticum aestivum L.)
    • Chao S, Dubcovsky J, Dvorak J, Luo M-C, Baenziger SP, Matnyazov R, et al. Population-and genome-specific patterns of linkage disequilibrium and SNP variation in spring and winter wheat (Triticum aestivum L.). BMC Genomics. 2010;11:727.
    • (2010) BMC Genomics , vol.11 , pp. 727
    • Chao, S.1    Dubcovsky, J.2    Dvorak, J.3    Luo, M.-C.4    Baenziger, S.P.5    Matnyazov, R.6
  • 43
    • 79951980560 scopus 로고    scopus 로고
    • Genetic diversity and linkage disequilibrium in Chinese bread wheat (Triticum aestivum L.) revealed by SSR markers
    • Hao C, Wang L, Ge H, Dong Y, Zhang X. Genetic diversity and linkage disequilibrium in Chinese bread wheat (Triticum aestivum L.) revealed by SSR markers. PLoS One. 2011;6:e17279.
    • (2011) PLoS One , vol.6 , pp. e17279
    • Hao, C.1    Wang, L.2    Ge, H.3    Dong, Y.4    Zhang, X.5
  • 44
    • 79961210802 scopus 로고    scopus 로고
    • Mapping QTLs with main and epistatic effects underlying grain yield and heading time in soft winter wheat
    • Reif JC, Maurer HP, Korzun V, Ebmeyer E, Miedaner T, Würschum T. Mapping QTLs with main and epistatic effects underlying grain yield and heading time in soft winter wheat. Theor Appl Genet. 2011;123:283-92.
    • (2011) Theor Appl Genet , vol.123 , pp. 283-292
    • Reif, J.C.1    Maurer, H.P.2    Korzun, V.3    Ebmeyer, E.4    Miedaner, T.5    Würschum, T.6
  • 45
    • 84878377382 scopus 로고    scopus 로고
    • Population structure, genetic diversity and linkage disequilibrium in elite winter wheat assessed with SNP and SSR markers
    • Würschum T, Langer SM, Longin CFH, Korzun V, Akhunov E, Ebmeyer E, et al. Population structure, genetic diversity and linkage disequilibrium in elite winter wheat assessed with SNP and SSR markers. Theor Appl Genet. 2013;126:1477-86.
    • (2013) Theor Appl Genet , vol.126 , pp. 1477-1486
    • Würschum, T.1    Langer, S.M.2    Longin, C.F.H.3    Korzun, V.4    Akhunov, E.5    Ebmeyer, E.6
  • 48
    • 79958163084 scopus 로고    scopus 로고
    • Extent and genome-wide distribution of linkage disequilibrium in commercial maize germplasm
    • Van Inghelandt D, Reif JC, Dhillon BS, Flament P, Melchinger AE. Extent and genome-wide distribution of linkage disequilibrium in commercial maize germplasm. Theor Appl Genet. 2011;123:11-20.
    • (2011) Theor Appl Genet , vol.123 , pp. 11-20
    • Inghelandt, D.1    Reif, J.C.2    Dhillon, B.S.3    Flament, P.4    Melchinger, A.E.5
  • 49
    • 84890312913 scopus 로고    scopus 로고
    • Toward genomic prediction from whole-genome sequence data: impact of sequencing design on genotype imputation and accuracy of predictions
    • Druet T, Macleod IM, Hayes BJ. Toward genomic prediction from whole-genome sequence data: impact of sequencing design on genotype imputation and accuracy of predictions. Heredity. 2014;112:39-47.
    • (2014) Heredity , vol.112 , pp. 39-47
    • Druet, T.1    Macleod, I.M.2    Hayes, B.J.3
  • 50
    • 84857520461 scopus 로고    scopus 로고
    • Development of high-density genetic maps for barley and wheat using a novel two-enzyme genotyping-by-sequencing approach
    • Poland JA, Brown PJ, Sorrells ME, Jannink J-L. Development of high-density genetic maps for barley and wheat using a novel two-enzyme genotyping-by-sequencing approach. PLoS One. 2012;7:e32253.
    • (2012) PLoS One , vol.7 , pp. e32253
    • Poland, J.A.1    Brown, P.J.2    Sorrells, M.E.3    Jannink, J.-L.4
  • 51
    • 70949108214 scopus 로고    scopus 로고
    • Accuracy of genotypic value predictions for marker-based selection in biparental plant populations
    • Lorenzana RE, Bernardo R. Accuracy of genotypic value predictions for marker-based selection in biparental plant populations. Theor Appl Genet. 2009;120:151-61.
    • (2009) Theor Appl Genet , vol.120 , pp. 151-161
    • Lorenzana, R.E.1    Bernardo, R.2
  • 53
    • 84870241365 scopus 로고    scopus 로고
    • Genomic prediction of hybrid performance in maize with models incorporating dominance and population specific marker effects
    • Technow F, Riedelsheimer C, Schrag TA, Melchinger AE. Genomic prediction of hybrid performance in maize with models incorporating dominance and population specific marker effects. Theor Appl Genet. 2012;125:1181-94.
    • (2012) Theor Appl Genet , vol.125 , pp. 1181-1194
    • Technow, F.1    Riedelsheimer, C.2    Schrag, T.A.3    Melchinger, A.E.4
  • 55
    • 70949095163 scopus 로고    scopus 로고
    • Simulation appraisal of the adequacy of number of background markers for relationship estimation in association mapping
    • Yu J, Zhang Z, Zhu C, Tabanao DA, Pressoir G, Tuinstra MR, et al. Simulation appraisal of the adequacy of number of background markers for relationship estimation in association mapping. The Plant Genome. 2009;2:63-77.
    • (2009) The Plant Genome , vol.2 , pp. 63-77
    • Yu, J.1    Zhang, Z.2    Zhu, C.3    Tabanao, D.A.4    Pressoir, G.5    Tuinstra, M.R.6
  • 57
    • 34548176501 scopus 로고    scopus 로고
    • Prospects for genomewide selection for quantitative traits in maize
    • Bernardo R, Yu J. Prospects for genomewide selection for quantitative traits in maize. Crop Sci. 2007;47:1082-90.
    • (2007) Crop Sci , vol.47 , pp. 1082-1090
    • Bernardo, R.1    Yu, J.2
  • 58
    • 84901364838 scopus 로고    scopus 로고
    • Recovering Power in Association Mapping Panels with Variable Levels of Linkage Disequilibrium
    • Rincent R, Moreau L, Monod H, Kuhn E, Melchinger AE, Malvar RA, et al. Recovering Power in Association Mapping Panels with Variable Levels of Linkage Disequilibrium. Genetics. 2014;197:375-87.
    • (2014) Genetics , vol.197 , pp. 375-387
    • Rincent, R.1    Moreau, L.2    Monod, H.3    Kuhn, E.4    Melchinger, A.E.5    Malvar, R.A.6
  • 59
    • 84883121798 scopus 로고    scopus 로고
    • Molecular footprints of domestication and improvement in soybean revealed by whole genome re-sequencing
    • Li Y, Zhao S, Ma J, Li D, Yan L, Li J, et al. Molecular footprints of domestication and improvement in soybean revealed by whole genome re-sequencing. BMC Genomics. 2013;14:579.
    • (2013) BMC Genomics , vol.14 , pp. 579
    • Li, Y.1    Zhao, S.2    Ma, J.3    Li, D.4    Yan, L.5    Li, J.6
  • 60
    • 84862981255 scopus 로고    scopus 로고
    • Genome-wide genetic changes during modern breeding of maize
    • Jiao Y, Zhao H, Ren L, Song W, Zeng B, Guo J, et al. Genome-wide genetic changes during modern breeding of maize. Nat Genet. 2012;44:812-5.
    • (2012) Nat Genet , vol.44 , pp. 812-815
    • Jiao, Y.1    Zhao, H.2    Ren, L.3    Song, W.4    Zeng, B.5    Guo, J.6
  • 62
    • 67749114150 scopus 로고    scopus 로고
    • Meta-QTL analysis of the genetic control of ear emergence in elite European winter wheat germplasm
    • Griffiths S, Simmonds J, Leverington M, Wang Y, Fish L, Sayers L, et al. Meta-QTL analysis of the genetic control of ear emergence in elite European winter wheat germplasm. Theor Appl Genet. 2009;119:383-95.
    • (2009) Theor Appl Genet , vol.119 , pp. 383-395
    • Griffiths, S.1    Simmonds, J.2    Leverington, M.3    Wang, Y.4    Fish, L.5    Sayers, L.6
  • 64
    • 84925224250 scopus 로고    scopus 로고
    • Copy number and haplotype variation at the VRN-A1 and central FR-A2 loci are associated with frost tolerance in hexaploid wheat
    • Zhu J, Pearce S, Burke A, See DR, Skinner DZ, Dubcovsky J, et al. Copy number and haplotype variation at the VRN-A1 and central FR-A2 loci are associated with frost tolerance in hexaploid wheat. Theor Appl Genet. 2014;127:1183-97.
    • (2014) Theor Appl Genet , vol.127 , pp. 1183-1197
    • Zhu, J.1    Pearce, S.2    Burke, A.3    See, D.R.4    Skinner, D.Z.5    Dubcovsky, J.6
  • 65
    • 84887929359 scopus 로고    scopus 로고
    • Dissecting the genetic architecture of frost tolerance in Central European winter wheat
    • Zhao Y, Gowda M, Würschum T, Longin CFH, Korzun V, Kollers S, et al. Dissecting the genetic architecture of frost tolerance in Central European winter wheat. J Exp Bot. 2013;64:4453-60.
    • (2013) J Exp Bot , vol.64 , pp. 4453-4460
    • Zhao, Y.1    Gowda, M.2    Würschum, T.3    Longin, C.F.H.4    Korzun, V.5    Kollers, S.6
  • 66
    • 84881467486 scopus 로고    scopus 로고
    • Identification of wheat gene Sr35 that confers resistance to Ug99 stem rust race group
    • Saintenac C, Zhang W, Salcedo A, Rouse MN, Trick HN, Akhunov E, et al. Identification of wheat gene Sr35 that confers resistance to Ug99 stem rust race group. Science. 2013;341:783-6.
    • (2013) Science , vol.341 , pp. 783-786
    • Saintenac, C.1    Zhang, W.2    Salcedo, A.3    Rouse, M.N.4    Trick, H.N.5    Akhunov, E.6
  • 67
    • 84901019284 scopus 로고    scopus 로고
    • Bridging the gap between marker-assisted and genomic selection of heading time and plant height in hybrid wheat
    • Zhao Y, Mette M, Gowda M, Longin C, Reif J. Bridging the gap between marker-assisted and genomic selection of heading time and plant height in hybrid wheat. Heredity. 2014;112:638-45.
    • (2014) Heredity , vol.112 , pp. 638-645
    • Zhao, Y.1    Mette, M.2    Gowda, M.3    Longin, C.4    Reif, J.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.