Trait-Associated SNPs Are More Likely to Be eQTLs: Annotation to Enhance Discovery from GWAS

被引:936
作者
Nicolae, Dan L. [1 ,2 ,3 ]
Gamazon, Eric [1 ]
Zhang, Wei [1 ]
Duan, Shiwei [1 ]
Dolan, M. Eileen [1 ,2 ]
Cox, Nancy J. [1 ,2 ]
机构
[1] Univ Chicago, Dept Med, Chicago, IL 60637 USA
[2] Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
[3] Univ Chicago, Dept Stat, Chicago, IL 60637 USA
关键词
GENOME-WIDE ASSOCIATION; GENE-EXPRESSION; CROHNS-DISEASE; SCAN; LOCI;
D O I
10.1371/journal.pgen.1000888
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Although genome-wide association studies (GWAS) of complex traits have yielded more reproducible associations than had been discovered using any other approach, the loci characterized to date do not account for much of the heritability to such traits and, in general, have not led to improved understanding of the biology underlying complex phenotypes. Using a web site we developed to serve results of expression quantitative trait locus (eQTL) studies in lymphoblastoid cell lines from HapMap samples (http://www.scandb.org), we show that single nucleotide polymorphisms (SNPs) associated with complex traits (from http://www.genome.gov/gwastudies/) are significantly more likely to be eQTLs than minor-allele-frequency-matched SNPs chosen from high-throughput GWAS platforms. These findings are robust across a range of thresholds for establishing eQTLs (p-values from 10(-4)-10(-8)), and a broad spectrum of human complex traits. Analyses of GWAS data from the Wellcome Trust studies confirm that annotating SNPs with a score reflecting the strength of the evidence that the SNP is an eQTL can improve the ability to discover true associations and clarify the nature of the mechanism driving the associations. Our results showing that trait-associated SNPs are more likely to be eQTLs and that application of this information can enhance discovery of trait-associated SNPs for complex phenotypes raise the possibility that we can utilize this information both to increase the heritability explained by identifiable genetic factors and to gain a better understanding of the biology underlying complex traits.
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页数:10
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共 31 条
[1]   A general test of association for quantitative traits in nuclear families [J].
Abecasis, GR ;
Cardon, LR ;
Cookson, WOC .
AMERICAN JOURNAL OF HUMAN GENETICS, 2000, 66 (01) :279-292
[2]   Genome-wide association defines more than 30 distinct susceptibility loci for Crohn's disease [J].
Barrett, Jeffrey C. ;
Hansoul, Sarah ;
Nicolae, Dan L. ;
Cho, Judy H. ;
Duerr, Richard H. ;
Rioux, John D. ;
Brant, Steven R. ;
Silverberg, Mark S. ;
Taylor, Kent D. ;
Barmada, M. Michael ;
Bitton, Alain ;
Dassopoulos, Themistocles ;
Datta, Lisa Wu ;
Green, Todd ;
Griffiths, Anne M. ;
Kistner, Emily O. ;
Murtha, Michael T. ;
Regueiro, Miguel D. ;
Rotter, Jerome I. ;
Schumm, L. Philip ;
Steinhart, A. Hillary ;
Targan, Stephan R. ;
Xavier, Ramnik J. ;
Libioulle, Cecile ;
Sandor, Cynthia ;
Lathrop, Mark ;
Belaiche, Jacques ;
Dewit, Olivier ;
Gut, Ivo ;
Heath, Simon ;
Laukens, Debby ;
Mni, Myriam ;
Rutgeerts, Paul ;
Van Gossum, Andre ;
Zelenika, Diana ;
Franchimont, Denis ;
Hugot, Jean-Pierre ;
de Vos, Martine ;
Vermeire, Severine ;
Louis, Edouard ;
Cardon, Lon R. ;
Anderson, Carl A. ;
Drummond, Hazel ;
Nimmo, Elaine ;
Ahmad, Tariq ;
Prescott, Natalie J. ;
Onnie, Clive M. ;
Fisher, Sheila A. ;
Marchini, Jonathan ;
Ghori, Jilur .
NATURE GENETICS, 2008, 40 (08) :955-962
[3]  
BULLAUGHEY K, 2009, HUM MOL GEN IN PRESS
[4]   Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls [J].
Burton, Paul R. ;
Clayton, David G. ;
Cardon, Lon R. ;
Craddock, Nick ;
Deloukas, Panos ;
Duncanson, Audrey ;
Kwiatkowski, Dominic P. ;
McCarthy, Mark I. ;
Ouwehand, Willem H. ;
Samani, Nilesh J. ;
Todd, John A. ;
Donnelly, Peter ;
Barrett, Jeffrey C. ;
Davison, Dan ;
Easton, Doug ;
Evans, David ;
Leung, Hin-Tak ;
Marchini, Jonathan L. ;
Morris, Andrew P. ;
Spencer, Chris C. A. ;
Tobin, Martin D. ;
Attwood, Antony P. ;
Boorman, James P. ;
Cant, Barbara ;
Everson, Ursula ;
Hussey, Judith M. ;
Jolley, Jennifer D. ;
Knight, Alexandra S. ;
Koch, Kerstin ;
Meech, Elizabeth ;
Nutland, Sarah ;
Prowse, Christopher V. ;
Stevens, Helen E. ;
Taylor, Niall C. ;
Walters, Graham R. ;
Walker, Neil M. ;
Watkins, Nicholas A. ;
Winzer, Thilo ;
Jones, Richard W. ;
McArdle, Wendy L. ;
Ring, Susan M. ;
Strachan, David P. ;
Pembrey, Marcus ;
Breen, Gerome ;
St Clair, David ;
Caesar, Sian ;
Gordon-Smith, Katherine ;
Jones, Lisa ;
Fraser, Christine ;
Green, Elain K. .
NATURE, 2007, 447 (7145) :661-678
[5]   Genetic Analysis of Human Traits In Vitro: Drug Response and Gene Expression in Lymphoblastoid Cell Lines [J].
Choy, Edwin ;
Yelensky, Roman ;
Bonakdar, Sasha ;
Plenge, Robert M. ;
Saxena, Richa ;
De Jager, Philip L. ;
Shaw, Stanley Y. ;
Wolfish, Cara S. ;
Slavik, Jacqueline M. ;
Cotsapas, Chris ;
Rivas, Manuel ;
Dermitzakis, Emmanouil T. ;
Cahir-McFarland, Ellen ;
Kieff, Elliott ;
Hafler, David ;
Daly, Mark J. ;
Altshuler, David .
PLOS GENETICS, 2008, 4 (11)
[6]   Age-related macular degeneration [J].
Coleman, Hanna R. ;
Chan, Chi-Chao ;
Ferris, Frederick L., III ;
Chew, Emily Y. .
LANCET, 2008, 372 (9652) :1835-1845
[7]   Identification of a Novel Risk Locus for Multiple Sclerosis at 13q31.3 by a Pooled Genome-Wide Scan of 500,000 Single Nucleotide Polymorphisms [J].
Comabella, Manuel ;
Craig, David W. ;
Camina-Tato, Montse ;
Morcillo, Carlos ;
Lopez, Cristina ;
Navarro, Arcadi ;
Rio, Jordi ;
Montalban, Xavier ;
Martin, Roland .
PLOS ONE, 2008, 3 (10)
[8]   Intra- and inter-individual genetic differences in gene expression [J].
Cowley, Mark J. ;
Cotsapas, Chris J. ;
Williams, Rohan B. H. ;
Chan, Eva K. F. ;
Pulvers, Jeremy N. ;
Liu, Michael Y. ;
Luo, Oscar J. ;
Nott, David J. ;
Little, Peter F. R. .
MAMMALIAN GENOME, 2009, 20 (05) :281-295
[9]  
DIMAS AS, 2009, SCIENCE
[10]   Genetic architecture of transcript-level variation in humans [J].
Duan, Shiwei ;
Huang, R. Stephanie ;
Zhang, Wei ;
Bleibel, Wasim K. ;
Roe, Cheryl A. ;
Clark, Tyson A. ;
Chen, Tina X. ;
Schweitzer, Anthony C. ;
Blume, John E. ;
Cox, Nancy J. ;
Dolan, M. Eileen .
AMERICAN JOURNAL OF HUMAN GENETICS, 2008, 82 (05) :1101-1113