Contribution of Gene Regulatory Networks to Heritability of Coronary Artery Disease

被引:43
|
作者
Zeng, Lingyao [1 ]
Talukdar, Husain A. [2 ]
Koplev, Simon [3 ]
Giannarelli, Chiara [3 ,4 ]
Ivert, Torbjorn [5 ,6 ]
Gan, Li-Ming [7 ]
Ruusalepp, Arno [8 ,9 ]
Schadt, Eric E. [3 ]
Kovacic, Jason C. [4 ]
Lusis, Aldons J. [10 ,11 ,12 ,13 ,14 ,15 ]
Michoel, Tom [9 ,16 ]
Schunkert, Heribert [1 ]
Bjorkegren, Johan L. M. [1 ,2 ,3 ,9 ]
机构
[1] Tech Univ Munich, DZHK German Ctr Cardiovasc Res, Deutsch Herzzentrum Munchen, Klin Herz & Kreislauferkrankungen,Munich Heart Al, Munich, Germany
[2] Karolinska Univ Sjukhuset, Karolinska Inst, Dept Med, Integrated Cardio Metab Ctr, Huddinge, Sweden
[3] Icahn Sch Med Mt Sinai, Inst Genom & Multiscale Biol, Dept Genet & Genom Sci, New York, NY 10029 USA
[4] Icahn Sch Med Mt Sinai, Cardiovasc Res Ctr, New York, NY 10029 USA
[5] Karolinska Univ Hosp, Dept Thorac Surg, Stockholm, Sweden
[6] Karolinska Inst, Dept Mol Med & Surg, Stockholm, Sweden
[7] AstraZeneca, IMED Biotech Unit, Early Clin Dev, Cardiovasc Renal & Metab Translat Med Unit, Gothenburg, Sweden
[8] Tartu Univ Hosp, Dept Cardiac Surg, Tartu, Estonia
[9] Clin Gene Networks AB, Stockholm, Sweden
[10] Univ Calif Los Angeles, Dept Med, Los Angeles, CA 90024 USA
[11] Univ Calif Los Angeles, Dept Cardiol, Los Angeles, CA USA
[12] Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA USA
[13] Univ Calif Los Angeles, Dept Microbiol, Los Angeles, CA 90024 USA
[14] Univ Calif Los Angeles, Dept Immunol, Los Angeles, CA USA
[15] Univ Calif Los Angeles, Dept Mol Genet, Los Angeles, CA USA
[16] Univ Edinburgh, Roslin Inst, Div Genet & Genom, Edinburgh, Midlothian, Scotland
基金
美国国家卫生研究院; 瑞典研究理事会;
关键词
coronary artery disease; gene regulatory networks; heritability; systems genetics; GENOME-WIDE ASSOCIATION; RISK LOCI; SUSCEPTIBILITY; EXPRESSION;
D O I
10.1016/j.jacc.2019.03.520
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BACKGROUND Genetic variants currently known to affect coronary artery disease (CAD) risk explain less than one-quarter of disease heritability. The heritability contribution of gene regulatory networks (GRNs) in CAD, which are modulated by both genetic and environmental factors, is unknown. OBJECTIVES This study sought to determine the heritability contributions of single nucleotide polymorphisms affecting gene expression (eSNPs) in GRNs causally linked to CAD. METHODS Seven vascular and metabolic tissues collected in 2 independent genetics-of-gene-expression studies of patients with CAD were used to identify eSNPs and to infer coexpression networks. To construct GRNs with causal relations to CAD, the prior information of eSNPs in the coexpression networks was used in a Bayesian algorithm. Narrow-sense CAD heritability conferred by the GRNs was calculated from individual-level genotype data from 9 European genome-wide association studies (GWAS) (13,612 cases, 13,758 control cases). RESULTS The authors identified and replicated 28 independent GRNs active in CAD. The genetic variation in these networks contributed to 10.0% of CAD heritability beyond the 22% attributable to risk loci identified by GWAS. GRNs in the atherosclerotic arterial wall (n = 7) and subcutaneous or visceral abdominal fat (n = 9) were most strongly implicated, jointly explaining 8.2% of CAD heritability. In all, these 28 GRNs (each contributing to >0.2% of CAD heritability) comprised 24 to 841 genes, whereof 1 to 28 genes had strong regulatory effects (key disease drivers) and harbored many relevant functions previously associated with CAD. The gene activity in these 28 GRNs also displayed strong associations with genetic and phenotypic cardiometabolic disease variations both in humans and mice, indicative of their pivotal roles as mediators of gene-environmental interactions in CAD. CONCLUSIONS GRNs capture a major portion of genetic variance and contribute to heritability beyond that of genetic loci currently known to affect CAD risk. These networks provide a framework to identify novel risk genes/pathways and study molecular interactions within and across disease-relevant tissues leading to CAD. (C) 2019 by the American College of Cardiology Foundation.
引用
收藏
页码:2946 / 2957
页数:12
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