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

被引:609
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.
引用
收藏
页数:20
相关论文
共 46 条
  • [1] A global reference for human genetic variation
    Altshuler, David M.
    Durbin, Richard M.
    Abecasis, Goncalo R.
    Bentley, David R.
    Chakravarti, Aravinda
    Clark, Andrew G.
    Donnelly, Peter
    Eichler, Evan E.
    Flicek, Paul
    Gabriel, Stacey B.
    Gibbs, Richard A.
    Green, Eric D.
    Hurles, Matthew E.
    Knoppers, Bartha M.
    Korbel, Jan O.
    Lander, Eric S.
    Lee, Charles
    Lehrach, Hans
    Mardis, Elaine R.
    Marth, Gabor T.
    McVean, Gil A.
    Nickerson, Deborah A.
    Wang, Jun
    Wilson, Richard K.
    Boerwinkle, Eric
    Doddapaneni, Harsha
    Han, Yi
    Korchina, Viktoriya
    Kovar, Christie
    Lee, Sandra
    Muzny, Donna
    Reid, Jeffrey G.
    Zhu, Yiming
    Chang, Yuqi
    Feng, Qiang
    Fang, Xiaodong
    Guo, Xiaosen
    Jian, Min
    Jiang, Hui
    Jin, Xin
    Lan, Tianming
    Li, Guoqing
    Li, Jingxiang
    Li, Yingrui
    Liu, Shengmao
    Liu, Xiao
    Lu, Yao
    Ma, Xuedi
    Tang, Meifang
    Wang, Bo
    [J]. NATURE, 2015, 526 (7571) : 68 - +
  • [2] [Anonymous], LOCAL GENETIC EFFECT
  • [3] Characterizing the genetic basis of transcriptome diversity through RNA-sequencing of 922 individuals
    Battle, Alexis
    Mostafavi, Sara
    Zhu, Xiaowei
    Potash, James B.
    Weissman, Myrna M.
    McCormick, Courtney
    Haudenschild, Christian D.
    Beckman, Kenneth B.
    Shi, Jianxin
    Mei, Rui
    Urban, Alexander E.
    Montgomery, Stephen B.
    Levinson, Douglas F.
    Koller, Daphne
    [J]. GENOME RESEARCH, 2014, 24 (01) : 14 - 24
  • [4] An Expanded View of Complex Traits: From Polygenic to Omnigenic
    Boyle, Evan A.
    Li, Yang I.
    Pritchard, Jonathan K.
    [J]. CELL, 2017, 169 (07) : 1177 - 1186
  • [5] Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls
    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.
    [J]. NATURE, 2007, 447 (7145) : 661 - 678
  • [6] Large-scale association analysis identifies new risk loci for coronary artery disease
    Deloukas, Panos
    Kanoni, Stavroula
    Willenborg, Christina
    Farrall, Martin
    Assimes, Themistocles L.
    Thompson, John R.
    Ingelsson, Erik
    Saleheen, Danish
    Erdmann, Jeanette
    Goldstein, Benjamin A.
    Stirrups, Kathleen
    Koenig, Inke R.
    Cazier, Jean-Baptiste
    Johansson, Asa
    Hall, Alistair S.
    Lee, Jong-Young
    Willer, Cristen J.
    Chambers, John C.
    Esko, Tonu
    Folkersen, Lasse
    Goel, Anuj
    Grundberg, Elin
    Havulinna, Aki S.
    Ho, Weang K.
    Hopewell, Jemma C.
    Eriksson, Niclas
    Kleber, Marcus E.
    Kristiansson, Kati
    Lundmark, Per
    Lyytikainen, Leo-Pekka
    Rafelt, Suzanne
    Shungin, Dmitry
    Strawbridge, Rona J.
    Thorleifsson, Gudmar
    Tikkanen, Emmi
    Van Zuydam, Natalie
    Voight, Benjamin F.
    Waite, Lindsay L.
    Zhang, Weihua
    Ziegler, Andreas
    Absher, Devin
    Altshuler, David
    Balmforth, Anthony J.
    Barroso, Ines
    Braund, Peter S.
    Burgdorf, Christof
    Claudi-Boehm, Simone
    Cox, David
    Dimitriou, Maria
    Do, Ron
    [J]. NATURE GENETICS, 2013, 45 (01) : 25 - U52
  • [7] Castel S. E., 2017, MODIFIED PENETRANCE
  • [8] Second-generation PLINK: rising to the challenge of larger and richer datasets
    Chang, Christopher C.
    Chow, Carson C.
    Tellier, Laurent C. A. M.
    Vattikuti, Shashaank
    Purcell, Shaun M.
    Lee, James J.
    [J]. GIGASCIENCE, 2015, 4
  • [9] Multi-ethnic genome-wide association study identifies novel locus for type 2 diabetes susceptibility
    Cook, James P.
    Morris, Andrew P.
    [J]. EUROPEAN JOURNAL OF HUMAN GENETICS, 2016, 24 (08) : 1175 - 1180
  • [10] Lipid lowering with PCSK9 inhibitors
    Dadu, Razvan T.
    Ballantyne, Christie M.
    [J]. NATURE REVIEWS CARDIOLOGY, 2014, 11 (10) : 563 - 575