A Systems Biology Framework Identifies Molecular Underpinnings of Coronary Heart Disease

被引:137
作者
Huan, Tianxiao [1 ,2 ,3 ]
Zhang, Bin [4 ,5 ,6 ]
Wang, Zhi [7 ,8 ]
Joehanes, Roby [1 ,2 ,3 ,9 ]
Zhu, Jun [4 ,5 ,6 ]
Johnson, Andrew D. [1 ,2 ,3 ]
Ying, Saixia [9 ]
Munson, Peter J. [9 ]
Raghavachari, Nalini [10 ]
Wang, Richard [10 ]
Liu, Poching [10 ]
Courchesne, Paul [1 ]
Hwang, Shih-Jen [1 ,2 ,3 ]
Assimes, Themistocles L. [11 ]
McPherson, Ruth [12 ,13 ]
Samani, Nilesh J. [14 ,15 ]
Schunkert, Heribert [16 ,17 ]
Meng, Qingying [18 ]
Suver, Christine [7 ]
O'Donnell, Christopher J. [2 ,3 ]
Derry, Jonathan [7 ]
Yang, Xia [18 ]
Levy, Daniel [1 ,2 ,3 ]
机构
[1] NHLBI, Framingham Heart Study, Framingham, MA 01702 USA
[2] NHLBI, Ctr Populat Studies, Bethesda, MD 20892 USA
[3] NHLBI, Div Intramural Res, Bethesda, MD 20892 USA
[4] Mt Sinai Sch Med, Dept Genet & Genom Sci, New York, NY 10029 USA
[5] Mt Sinai Sch Med, Inst Genom & Multiscale Biol, New York, NY 10029 USA
[6] Mt Sinai Sch Med, Grad Sch Biol Sci, New York, NY 10029 USA
[7] Sage Bionetworks, Seattle, WA 98109 USA
[8] Arizona State Univ, Sch Life Sci, Ctr Evolutionary Med & Informat, Biodesign Inst, Tempe, AZ 85287 USA
[9] NIH, Math & Stat Comp Lab, Ctr Informat Technol, Bethesda, MD 20892 USA
[10] NHLBI, Genom Core Facil, Genet & Dev Biol Ctr, Bethesda, MD 20892 USA
[11] Stanford Univ, Dept Med, Sch Med, Stanford, CA 94305 USA
[12] Univ Ottawa, Dept Med, Ottawa, ON, Canada
[13] Univ Ottawa, Dept Biochem, Ottawa, ON, Canada
[14] Univ Leicester, Dept Cardiovasc Sci, Leicester, Leics, England
[15] Natl Inst Hlth Res, Leicester Cardiovasc Biomed Res Unit, Leicester, Leics, England
[16] Univ Lubeck, Med Klin 2, Lubeck, Germany
[17] Univ Lubeck, Deutsch Zentrum Herz Kreislauf Forsch, Lubeck, Germany
[18] Univ Calif Los Angeles, Dept Integrat Biol & Physiol, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院;
关键词
coexpression network; coronary heart disease; gene expression; systems biology; GENOME-WIDE ASSOCIATION; GENE-EXPRESSION; SUSCEPTIBILITY LOCI; ENRICHMENT ANALYSIS; ARTERY-DISEASE; BLOOD-PRESSURE; B-CELLS; ATHEROSCLEROSIS; DATABASE; VALIDATION;
D O I
10.1161/ATVBAHA.112.300112
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective-Genetic approaches have identified numerous loci associated with coronary heart disease (CHD). The molecular mechanisms underlying CHD gene-disease associations, however, remain unclear. We hypothesized that genetic variants with both strong and subtle effects drive gene subnetworks that in turn affect CHD. Approach and Results-We surveyed CHD-associated molecular interactions by constructing coexpression networks using whole blood gene expression profiles from 188 CHD cases and 188 age-and sex-matched controls. Twenty-four coexpression modules were identified, including 1 case-specific and 1 control-specific differential module (DM). The DMs were enriched for genes involved in B-cell activation, immune response, and ion transport. By integrating the DMs with gene expression-associated single-nucleotide polymorphisms and with results of genome-wide association studies of CHD and its risk factors, the control-specific DM was implicated as CHD causal based on its significant enrichment for both CHD and lipid expression-associated single-nucleotide polymorphisms. This causal DM was further integrated with tissue-specific Bayesian networks and protein-protein interaction networks to identify regulatory key driver genes. Multitissue key drivers (SPIB and TNFRSF13C) and tissue-specific key drivers (eg, EBF1) were identified. Conclusions-Our network-driven integrative analysis not only identified CHD-related genes, but also defined network structure that sheds light on the molecular interactions of genes associated with CHD risk.
引用
收藏
页码:1427 / +
页数:52
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