Association genetics of complex traits in plants

被引:223
作者
Ingvarsson, Paer K. [1 ]
Street, Nathaniel R. [1 ]
机构
[1] Umea Univ, Umca Plant Sci Ctr, Dept Ecol & Environm Sci, SE-90187 Umea, Sweden
基金
瑞典研究理事会;
关键词
association mapping; complex traits; genetic architecture; genotyping; phenotyping; GENOME-WIDE ASSOCIATION; TRANSCRIPT-LEVEL VARIATION; FLOWERING-LOCUS-C; ARABIDOPSIS-THALIANA; QUANTITATIVE TRAITS; HUMAN-DISEASE; LINKAGE-DISEQUILIBRIUM; POPULATION-STRUCTURE; GENOTYPING ERRORS; INBRED LINES;
D O I
10.1111/j.1469-8137.2010.03593.x
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Association mapping is rapidly becoming the main method for dissecting the genetic architecture of complex traits in plants. Currently most association mapping studies in plants are preformed using sets of genes selected to be putative candidates for the trait of interest, but rapid developments in genomics will allow for genome-wide mapping in virtually any plant species in the near future. As the costs for genotyping are decreasing, the focus has shifted towards phenotyping. In plants, clonal replication and/or inbred lines allows for replicated phenotyping under many different environmental conditions. Reduced sequencing costs will increase the number of studies that use RNA sequencing data to perform expression quantitative trait locus (eQTL) mapping, which will increase our knowledge of how gene expression variation contributes to phenotypic variation. Current population sizes used in association mapping studies are modest in size and need to be greatly increased if mutations explaining less than a few per cent of the phenotypic variation are to be detected. Association mapping has started to yield insights into the genetic architecture of complex traits in plants, and future studies with greater genome coverage will help to elucidate how plants have managed to adapt to a wide variety of environmental conditions.
引用
收藏
页码:909 / 922
页数:14
相关论文
共 108 条
[71]   Association genetics of complex traits in conifers [J].
Neale, DB ;
Savolainen, O .
TRENDS IN PLANT SCIENCE, 2004, 9 (07) :325-330
[72]   Trait-Associated SNPs Are More Likely to Be eQTLs: Annotation to Enhance Discovery from GWAS [J].
Nicolae, Dan L. ;
Gamazon, Eric ;
Zhang, Wei ;
Duan, Shiwei ;
Dolan, M. Eileen ;
Cox, Nancy J. .
PLOS GENETICS, 2010, 6 (04)
[73]   Linkage disequilibrium:: what history has to tell us [J].
Nordborg, M ;
Tavaré, S .
TRENDS IN GENETICS, 2002, 18 (02) :83-90
[74]   Next-generation genetics in plants [J].
Nordborg, Magnus ;
Weigel, Detlef .
NATURE, 2008, 456 (7223) :720-723
[75]   Genotype and expression analysis of two inbred mouse strains and two derived congenic strains suggest that most gene expression is trans regulated and sensitive to genetic background [J].
Noyes, Harry A. ;
Agaba, Morris ;
Anderson, Susan ;
Archibald, Alan L. ;
Brass, Andy ;
Gibson, John ;
Hall, Laurence ;
Hulme, Helen ;
Oh, Sung Jong ;
Kemp, Stephen .
BMC GENOMICS, 2010, 11
[76]   THE GENETICS OF ADAPTATION - A REASSESSMENT [J].
ORR, HA ;
COYNE, JA .
AMERICAN NATURALIST, 1992, 140 (05) :725-742
[77]   Sequencing of natural strains of Arabidopsis thaliana with short reads [J].
Ossowski, Stephan ;
Schneeberger, Korbinian ;
Clark, Richard M. ;
Lanz, Christa ;
Warthmann, Norman ;
Weigel, Detlef .
GENOME RESEARCH, 2008, 18 (12) :2024-2033
[78]   The Sorghum bicolor genome and the diversification of grasses [J].
Paterson, Andrew H. ;
Bowers, John E. ;
Bruggmann, Remy ;
Dubchak, Inna ;
Grimwood, Jane ;
Gundlach, Heidrun ;
Haberer, Georg ;
Hellsten, Uffe ;
Mitros, Therese ;
Poliakov, Alexander ;
Schmutz, Jeremy ;
Spannagl, Manuel ;
Tang, Haibao ;
Wang, Xiyin ;
Wicker, Thomas ;
Bharti, Arvind K. ;
Chapman, Jarrod ;
Feltus, F. Alex ;
Gowik, Udo ;
Grigoriev, Igor V. ;
Lyons, Eric ;
Maher, Christopher A. ;
Martis, Mihaela ;
Narechania, Apurva ;
Otillar, Robert P. ;
Penning, Bryan W. ;
Salamov, Asaf A. ;
Wang, Yu ;
Zhang, Lifang ;
Carpita, Nicholas C. ;
Freeling, Michael ;
Gingle, Alan R. ;
Hash, C. Thomas ;
Keller, Beat ;
Klein, Patricia ;
Kresovich, Stephen ;
McCann, Maureen C. ;
Ming, Ray ;
Peterson, Daniel G. ;
Mehboob-ur-Rahman ;
Ware, Doreen ;
Westhoff, Peter ;
Mayer, Klaus F. X. ;
Messing, Joachim ;
Rokhsar, Daniel S. .
NATURE, 2009, 457 (7229) :551-556
[79]   How to interpret a genome-wide association study [J].
Pearson, Thomas A. ;
Manolio, Teri A. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2008, 299 (11) :1335-1344
[80]   'Green revolution' genes encode mutant gibberellin response modulators [J].
Peng, JR ;
Richards, DE ;
Hartley, NM ;
Murphy, GP ;
Devos, KM ;
Flintham, JE ;
Beales, J ;
Fish, LJ ;
Worland, AJ ;
Pelica, F ;
Sudhakar, D ;
Christou, P ;
Snape, JW ;
Gale, MD ;
Harberd, NP .
NATURE, 1999, 400 (6741) :256-261