Systems Genetics Analysis of Genome-Wide Association Study Reveals Novel Associations Between Key Biological Processes and Coronary Artery Disease

被引:68
作者
Ghosh, Sujoy [1 ,2 ,3 ]
Vivar, Juan [3 ]
Nelson, Christopher P. [4 ,26 ]
Willenborg, Christina [5 ,6 ]
Segre, Ayellet V. [7 ]
Maekinen, Ville-Petteri [8 ]
Nikpay, Majid [9 ]
Erdmann, Jeannette [5 ,6 ]
Blankenberg, Stefan [12 ]
O'Donnell, Christopher [13 ]
Maerz, Winfried [14 ,15 ]
Laaksonen, Reijo [16 ]
Stewart, Alexandre F. R. [10 ]
Epstein, Stephen E. [17 ]
Shah, Svati H. [18 ]
Granger, Christopher B. [18 ]
Hazen, Stanley L. [19 ]
Kathiresan, Sekar [7 ,20 ,21 ]
Reilly, Muredach P. [22 ]
Yang, Xia [8 ]
Quertermous, Thomas [23 ]
Samani, Nilesh J. [4 ,24 ]
Schunkert, Heribert [25 ,26 ]
Assimes, Themistocles L. [23 ]
McPherson, Ruth [9 ,10 ,11 ]
机构
[1] Duke NUS Grad Med Sch, Program Cardiovasc & Metab Disorders, Singapore, Singapore
[2] Duke NUS Grad Med Sch, Ctr Computat Biol, Singapore, Singapore
[3] N Carolina Cent Univ, Biomed Biotechnol Res Inst, Dept Cardiovasc & Metab Res, Durham, NC USA
[4] Univ Leicester, Glenfield Hosp, Dept Cardiovasc Sci, Leicester, Leics, England
[5] Med Univ Lubeck, Inst Integrat & Expt Genom, D-23538 Lubeck, Germany
[6] DZHK German Res Ctr Cardiovasc Res, Lubeck, Germany
[7] Broad Inst Harvard & MIT, Cambridge, MA USA
[8] Univ Calif Los Angeles, Dept Integrat Biol & Physiol, Los Angeles, CA USA
[9] Univ Ottawa, Inst Heart, Atherogen Lab, Ottawa, ON K1Y 4W7, Canada
[10] Univ Ottawa, Inst Heart, John & Jennifer Ruddy Canadian Cardiovasc Res, Ottawa, ON K1Y 4W7, Canada
[11] Univ Ottawa, Inst Heart, Div Cardiol, Ottawa, ON K1Y 4W7, Canada
[12] Univ Heart Ctr Hamburg, Clin Gen & Intervent Cardiol, Framingham, MA USA
[13] NHLBI, Framingham Heart Study, Boston, MA USA
[14] Heidelberg Univ, Mannheim Inst Publ Hlth Social & Prevent Med, D-69115 Heidelberg, Germany
[15] Synlab Acad, Mannheim, Germany
[16] Tampere Univ Hosp, Ctr Sci, Tampere, Finland
[17] Duke Univ, Washington Hosp Ctr, Med Ctr, Cardiovasc Res Inst, Durham, NC USA
[18] Duke Univ, Med Ctr, Dept Med, Durham, NC 27710 USA
[19] Cleveland Clin, Cleveland, OH USA
[20] Harvard Univ, Sch Med, Div Cardiol, Massachusetts Gen Hosp,Ctr Human Genet Res, Boston, MA USA
[21] Harvard Univ, Sch Med, Cardiovasc Res Ctr, Massachusetts Gen Hosp, Boston, MA USA
[22] Univ Penn, Perelman Sch Med, Cardiovasc Inst, Philadelphia, PA 19104 USA
[23] Stanford Univ, Sch Med, Dept Med, Stanford, CA 94305 USA
[24] Glenfield Hosp, Natl Inst Hlth Res NIHR, Leicester Cardiovasc Biomed Res Unit, Leicester, Leics, England
[25] Tech Univ Munich, Deutsch Herzzentrum Munchen, D-80290 Munich, Germany
[26] Partner Site Munich Heart Alliance, DZHK German Res Ctr Cardiovasc Res, Munich, Germany
基金
美国国家卫生研究院; 加拿大健康研究院; 英国惠康基金; 加拿大创新基金会;
关键词
coronary artery disease; pathway analysis; SET ENRICHMENT ANALYSIS; GUIDANCE CUE NETRIN-1; EXPRESSION; IDENTIFICATION; PATHWAY; LOCI; SUSCEPTIBILITY; INFERENCE; GENES; SORT1;
D O I
10.1161/ATVBAHA.115.305513
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective Genome-wide association studies have identified multiple genetic variants affecting the risk of coronary artery disease (CAD). However, individually these explain only a small fraction of the heritability of CAD and for most, the causal biological mechanisms remain unclear. We sought to obtain further insights into potential causal processes of CAD by integrating large-scale GWA data with expertly curated databases of core human pathways and functional networks. Approaches and Results Using pathways (gene sets) from Reactome, we carried out a 2-stage gene set enrichment analysis strategy. From a meta-analyzed discovery cohort of 7 CAD genome-wide association study data sets (9889 cases/11089 controls), nominally significant gene sets were tested for replication in a meta-analysis of 9 additional studies (15502 cases/55730 controls) from the Coronary ARtery DIsease Genome wide Replication and Meta-analysis (CARDIoGRAM) Consortium. A total of 32 of 639 Reactome pathways tested showed convincing association with CAD (replication P<0.05). These pathways resided in 9 of 21 core biological processes represented in Reactome, and included pathways relevant to extracellular matrix (ECM) integrity, innate immunity, axon guidance, and signaling by PDRF (platelet-derived growth factor), NOTCH, and the transforming growth factor-/SMAD receptor complex. Many of these pathways had strengths of association comparable to those observed in lipid transport pathways. Network analysis of unique genes within the replicated pathways further revealed several interconnected functional and topologically interacting modules representing novel associations (eg, semaphoring-regulated axonal guidance pathway) besides confirming known processes (lipid metabolism). The connectivity in the observed networks was statistically significant compared with random networks (P<0.001). Network centrality analysis (degree and betweenness) further identified genes (eg, NCAM1, FYN, FURIN, etc) likely to play critical roles in the maintenance and functioning of several of the replicated pathways. Conclusions These findings provide novel insights into how genetic variation, interpreted in the context of biological processes and functional interactions among genes, may help define the genetic architecture of CAD.
引用
收藏
页码:1712 / 1722
页数:11
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