Exploring the phenotypic consequences of tissue specific gene expression variation inferred from GWAS summary statistics

被引:654
作者
Barbeira, Alvaro N. [1 ]
Dickinson, Scott P. [1 ]
Bonazzola, Rodrigo [1 ]
Zheng, Jiamao [1 ]
Wheeler, Heather E. [2 ,3 ]
Torres, Jason M. [4 ]
Torstenson, Eric S. [5 ]
Shah, Kaanan P. [1 ]
Garcia, Tzintzuni [6 ]
Edwards, Todd L. [7 ]
Stahl, Eli A. [8 ,9 ]
Huckins, Laura M. [8 ,9 ]
Nicolae, Dan L. [1 ]
Cox, Nancy J. [5 ]
Im, Hae Kyung [1 ]
机构
[1] Univ Chicago, Sect Genet Med, Chicago, IL 60637 USA
[2] Loyola Univ, Dept Biol, Chicago, IL 60660 USA
[3] Loyola Univ, Dept Comp Sci, Chicago, IL 60660 USA
[4] Univ Chicago, Comm Mol Metab & Nutr, Chicago, IL 60637 USA
[5] Vanderbilt Univ, Med Ctr, Vanderbilt Genet Inst, Nashville, TN 37232 USA
[6] Univ Chicago, Ctr Res Informat, Chicago, IL 60615 USA
[7] Vanderbilt Univ, Med Ctr, Vanderbilt Genet Inst, Div Epidemiol,Dept Med, Nashville, TN 37232 USA
[8] Icahn Sch Med Mt Sinai, Div Psychiat Genom, Nyc, NY 10029 USA
[9] Icahn Sch Med Mt Sinai, Dept Genet & Genom, Nyc, NY 10029 USA
基金
美国国家卫生研究院; 英国惠康基金;
关键词
GENOME-WIDE ASSOCIATION; RISK LOCI; TRANSCRIPTOME; IDENTIFICATION; VARIANTS; TRAITS; EQTL;
D O I
10.1038/s41467-018-03621-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Scalable, integrative methods to understand mechanisms that link genetic variants with phenotypes are needed. Here we derive a mathematical expression to compute PrediXcan (a gene mapping approach) results using summary data (S-PrediXcan) and show its accuracy and general robustness to misspecified reference sets. We apply this framework to 44 GTEx tissues and 100+ phenotypes from GWAS and meta-analysis studies, creating a growing public catalog of associations that seeks to capture the effects of gene expression variation on human phenotypes. Replication in an independent cohort is shown. Most of the associations are tissue specific, suggesting context specificity of the trait etiology. Colocalized significant associations in unexpected tissues underscore the need for an agnostic scanning of multiple contexts to improve our ability to detect causal regulatory mechanisms. Mono-genic disease genes are enriched among significant associations for related traits, suggesting that smaller alterations of these genes may cause a spectrum of milder phenotypes.
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页数:20
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