Integrative Genomics Reveals Novel Molecular Pathways and Gene Networks for Coronary Artery Disease

被引:160
|
作者
Makinen, Ville-Petteri [1 ,2 ,3 ]
Civelek, Mete [4 ]
Meng, Qingying [1 ]
Zhang, Bin [5 ]
Zhu, Jun [5 ]
Levian, Candace [1 ]
Huan, Tianxiao [6 ]
Segre, Ayellet V. [7 ]
Ghosh, Sujoy [8 ,9 ]
Vivar, Juan [8 ]
Nikpay, Majid [10 ]
Stewart, Alexandre F. R. [11 ]
Nelson, Christopher P. [12 ,13 ]
Willenborg, Christina [14 ]
Erdmann, Jeanette [14 ,15 ]
Blakenberg, Stefan [16 ]
O'Donnell, Christopher J. [6 ,17 ,18 ]
Marz, Winfried [19 ,20 ]
Laaksonen, Reijo [21 ]
Epstein, Stephen E. [22 ]
Kathiresan, Sekar [6 ,17 ,18 ,23 ]
Shah, Svati H. [24 ]
Hazen, Stanley L. [25 ]
Reilly, Muredach P. [26 ]
Lusis, Aldons J. [4 ]
Samani, Nilesh J. [12 ,13 ]
Schunkert, Heribert [27 ,28 ]
Quertermous, Thomas [29 ]
McPherson, Ruth [10 ]
Yang, Xia [1 ]
Assimes, Themistocles L. [29 ]
机构
[1] Univ Calif Los Angeles, Dept Integrat Biol & Physiol, Los Angeles, CA 90095 USA
[2] South Australian Hlth & Med Res Inst, Adelaide, SA, Australia
[3] Univ Adelaide, Sch Mol & Biomed Sci, Adelaide, SA, Australia
[4] Univ Calif Los Angeles, David Geffen Sch Med, Div Cardiol, Dept Med, Los Angeles, CA 90095 USA
[5] Icahn Sch Med Mt Sinai, Dept Genet & Genom Sci, New York, NY 10029 USA
[6] NHLBI, Framingham Heart Study, Framingham, MA USA
[7] Broad Inst Harvard & MIT, Cambridge, MA USA
[8] N Carolina Cent Univ, Dept Cardiovasc & Metab Res, Biomed Biotechnol Res Inst, Durham, NC USA
[9] Duke NUS Grad Med Sch, Program Cardiovasc & Metab Disorders & Ctr Comput, Singapore, Singapore
[10] Univ Ottawa, Inst Heart, Atherogen Lab, Ottawa, ON, Canada
[11] Univ Ottawa, Inst Heart, John & Jennifer Ruddy Canadian Cardiovasc Res, Ottawa, ON, Canada
[12] Univ Leicester, Glenfield Hosp, Dept Cardiovasc Sci, Leicester, Leics, England
[13] Glenfield Hosp, Natl Inst Hlth Res NIHR, Leicester Cardiovasc Biomed Res Unit, Leicester, Leics, England
[14] Med Univ Lubeck, Inst Integrat & Expt Genom, D-23538 Lubeck, Germany
[15] DZHK German Res Ctr Cardiovasc Res, Lubeck, Germany
[16] Univ Heart Ctr Hamburg, Clin Gen & Intervent Cardiol, Hamburg, Germany
[17] Massachusetts Gen Hosp, Div Cardiol, Ctr Human Genet Res, Boston, MA 02114 USA
[18] Harvard Univ, Sch Med, Boston, MA USA
[19] Heidelberg Univ, Med Fac Mannheim, Mannheim Inst Publ Hlth Social & Prevent Med, Mannheim, Germany
[20] Synlab Acad, Mannheim, Germany
[21] Tampere Univ Hosp, Ctr Sci, Tampere, Finland
[22] Washington Hosp Ctr, Cardiovasc Res Inst, Washington, DC 20010 USA
[23] Massachusetts Gen Hosp, Cardiovasc Res Ctr, Boston, MA 02114 USA
[24] Duke Univ, Med Ctr, Dept Med, Durham, NC 27710 USA
[25] Cleveland Clin, Cleveland, OH 44106 USA
[26] Univ Penn, Perelman Sch Med, Cardiovasc Inst, Philadelphia, PA 19104 USA
[27] DZHK German Res Ctr Cardiovasc Res, Munich, Germany
[28] Tech Univ Munich, Deutsch Herzzentrum Munchen, D-80290 Munich, Germany
[29] Stanford Univ, Dept Med, Sch Med, Stanford, CA 94305 USA
来源
PLOS GENETICS | 2014年 / 10卷 / 07期
基金
加拿大健康研究院;
关键词
LIPID-LEVEL MANAGEMENT; WIDE ASSOCIATION; HEART-DISEASE; FUNCTIONAL VARIATION; CANDIDATE GENES; EXPRESSION; IDENTIFICATION; LOCI; TRANSCRIPTOME; UNDERSTAND;
D O I
10.1371/journal.pgen.1004502
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The majority of the heritability of coronary artery disease (CAD) remains unexplained, despite recent successes of genome-wide association studies (GWAS) in identifying novel susceptibility loci. Integrating functional genomic data from a variety of sources with a large-scale meta-analysis of CAD GWAS may facilitate the identification of novel biological processes and genes involved in CAD, as well as clarify the causal relationships of established processes. Towards this end, we integrated 14 GWAS from the CARDIoGRAM Consortium and two additional GWAS from the Ottawa Heart Institute (25,491 cases and 66,819 controls) with 1) genetics of gene expression studies of CAD-relevant tissues in humans, 2) metabolic and signaling pathways from public databases, and 3) data-driven, tissue-specific gene networks from a multitude of human and mouse experiments. We not only detected CAD-associated gene networks of lipid metabolism, coagulation, immunity, and additional networks with no clear functional annotation, but also revealed key driver genes for each CAD network based on the topology of the gene regulatory networks. In particular, we found a gene network involved in antigen processing to be strongly associated with CAD. The key driver genes of this network included glyoxalase I (GLO1) and peptidylprolyl isomerase I (PPIL1), which we verified as regulatory by siRNA experiments in human aortic endothelial cells. Our results suggest genetic influences on a diverse set of both known and novel biological processes that contribute to CAD risk. The key driver genes for these networks highlight potential novel targets for further mechanistic studies and therapeutic interventions.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] Integrative functional genomics identifies regulatory mechanisms at coronary artery disease loci
    Miller, Clint L.
    Pjanic, Milos
    Wang, Ting
    Nguyen, Trieu
    Cohain, Ariella
    Lee, Jonathan D.
    Perisic, Ljubica
    Hedin, Ulf
    Kundu, Ramendra K.
    Majmudar, Deshna
    Kim, Juyong B.
    Wang, Oliver
    Betsholtz, Christer
    Ruusalepp, Arno
    Franzen, Oscar
    Assimes, Themistocles L.
    Montgomery, Stephen B.
    Schadt, Eric E.
    Bjorkegren, Johan L. M.
    Quertermous, Thomas
    NATURE COMMUNICATIONS, 2016, 7
  • [2] Integrative analysis of promising molecular biomarkers and pathways for coronary artery disease using WGCNA and MetaDE methods
    Yan, Shilin
    MOLECULAR MEDICINE REPORTS, 2018, 18 (03) : 2789 - 2797
  • [3] Gene Regulatory Networks in Coronary Artery Disease
    Cheng, Jenny
    Cheng, Michael
    Lusis, Aldons J.
    Yang, Xia
    CURRENT ATHEROSCLEROSIS REPORTS, 2023, 25 (12) : 1013 - 1023
  • [4] Molecular fingerprinting of the podocyte reveals novel gene and protein regulatory networks
    Boerries, Melanie
    Grahammer, Florian
    Eiselein, Sven
    Buck, Moritz
    Meyer, Charlotte
    Goedel, Markus
    Bechtel, Wibke
    Zschiedrich, Stefan
    Pfeifer, Dietmar
    Laloe, Denis
    Arrondel, Christelle
    Goncalves, Sara
    Krueger, Marcus
    Harvey, Scott J.
    Busch, Hauke
    Dengjel, Joern
    Huber, Tobias B.
    KIDNEY INTERNATIONAL, 2013, 83 (06) : 1052 - 1064
  • [5] Integrative metabolomics-genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease
    Horgusluoglu, Emrin
    Neff, Ryan
    Song, Won-Min
    Wang, Minghui
    Wang, Qian
    Arnold, Matthias
    Krumsiek, Jan
    Galindo-Prieto, Beatriz
    Ming, Chen
    Nho, Kwangsik
    Kastenmueller, Gabi
    Han, Xianlin
    Baillie, Rebecca
    Zeng, Qi
    Andrews, Shea
    Cheng, Haoxiang
    Hao, Ke
    Goate, Alison
    Bennett, David A.
    Saykin, Andrew J.
    Kaddurah-Daouk, Rima
    Zhang, Bin
    ALZHEIMERS & DEMENTIA, 2022, 18 (06) : 1260 - 1278
  • [6] Protein interaction networks in the vasculature prioritize genes and pathways underlying coronary artery disease
    Zhu, Qiuyu Martin
    Hsu, Yu-Han H.
    Lassen, Frederik H.
    MacDonald, Bryan T.
    Stead, Stephanie
    Malolepsza, Edyta
    Kim, April
    Li, Taibo
    Mizoguchi, Taiji
    Schenone, Monica
    Guzman, Gaelen
    Tanenbaum, Benjamin
    Fornelos, Nadine
    Carr, Steven A.
    Gupta, Rajat M.
    Ellinor, Patrick T.
    Lage, Kasper
    COMMUNICATIONS BIOLOGY, 2024, 7 (01)
  • [7] The Integrative Analysis of Competitive Endogenous RNA Regulatory Networks in Coronary Artery Disease
    Ji, Yuyao
    Yan, Tao
    Zhu, Shijie
    Wu, Runda
    Zhu, Miao
    Zhang, Yangyang
    Guo, Changfa
    Yao, Kang
    FRONTIERS IN CARDIOVASCULAR MEDICINE, 2021, 8
  • [8] Integrative Network-Based Analysis Reveals Gene Networks and Novel Drug Repositioning Candidates for Alzheimer Disease
    Gerring, Zachary F.
    Gamazon, Eric R.
    White, Anthony
    Derks, Eske M.
    NEUROLOGY-GENETICS, 2021, 7 (05)
  • [9] Integrative genomic analysis identified common regulatory networks underlying the correlation between coronary artery disease and plasma lipid levels
    Chen, Liuying
    Yao, Yinghao
    Jin, Chaolun
    Wu, Shen
    Liu, Qiang
    Li, Jingjing
    Ma, Yunlong
    Xu, Yizhou
    Zhong, Yigang
    BMC CARDIOVASCULAR DISORDERS, 2019, 19 (01)
  • [10] Contribution of Gene Regulatory Networks to Heritability of Coronary Artery Disease
    Zeng, Lingyao
    Talukdar, Husain A.
    Koplev, Simon
    Giannarelli, Chiara
    Ivert, Torbjorn
    Gan, Li-Ming
    Ruusalepp, Arno
    Schadt, Eric E.
    Kovacic, Jason C.
    Lusis, Aldons J.
    Michoel, Tom
    Schunkert, Heribert
    Bjorkegren, Johan L. M.
    JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2019, 73 (23) : 2946 - 2957