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Dehghan A, Bis JC, White CC, Smith AV, Morrison AC, Cupples LA, Trompet S, Chasman DI, Lumley T, Völker U, Buckley BM, Ding J, Jensen MK, Folsom AR, Kritchevsky SB, Girman CJ, Ford I, Dörr M, Salomaa V, Uitterlinden AG, Eiriksdottir G, Vasan RS, Franceschini N, Carty CL, Virtamo J, Demissie S, Amouyel P, Arveiler D, Heckbert SR, Ferrières J, Ducimetière P, Smith NL, Wang YA, Siscovick DS, Rice KM, Wiklund PG, Taylor KD, Evans A, Kee F, Rotter JI, Karvanen J, Kuulasmaa K, Heiss G, Kraft P, Launer LJ, Hofman A, Markus MRP, Rose LM, Silander K, Wagner P, Benjamin EJ, Lohman K, Stott DJ, Rivadeneira F, Harris TB, Levy D, Liu Y, Rimm EB, Jukema JW, Völzke H, Ridker PM, Blankenberg S, Franco OH, Gudnason V, Psaty BM, Boerwinkle E, O'Donnell CJ. Genome-Wide Association Study for Incident Myocardial Infarction and Coronary Heart Disease in Prospective Cohort Studies: The CHARGE Consortium. PLoS One 2016; 11:e0144997. [PMID: 26950853 PMCID: PMC4780701 DOI: 10.1371/journal.pone.0144997] [Citation(s) in RCA: 58] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2015] [Accepted: 11/25/2015] [Indexed: 12/16/2022] Open
Abstract
Background Data are limited on genome-wide association studies (GWAS) for incident coronary heart disease (CHD). Moreover, it is not known whether genetic variants identified to date also associate with risk of CHD in a prospective setting. Methods We performed a two-stage GWAS analysis of incident myocardial infarction (MI) and CHD in a total of 64,297 individuals (including 3898 MI cases, 5465 CHD cases). SNPs that passed an arbitrary threshold of 5×10−6 in Stage I were taken to Stage II for further discovery. Furthermore, in an analysis of prognosis, we studied whether known SNPs from former GWAS were associated with total mortality in individuals who experienced MI during follow-up. Results In Stage I 15 loci passed the threshold of 5×10−6; 8 loci for MI and 8 loci for CHD, for which one locus overlapped and none were reported in previous GWAS meta-analyses. We took 60 SNPs representing these 15 loci to Stage II of discovery. Four SNPs near QKI showed nominally significant association with MI (p-value<8.8×10−3) and three exceeded the genome-wide significance threshold when Stage I and Stage II results were combined (top SNP rs6941513: p = 6.2×10−9). Despite excellent power, the 9p21 locus SNP (rs1333049) was only modestly associated with MI (HR = 1.09, p-value = 0.02) and marginally with CHD (HR = 1.06, p-value = 0.08). Among an inception cohort of those who experienced MI during follow-up, the risk allele of rs1333049 was associated with a decreased risk of subsequent mortality (HR = 0.90, p-value = 3.2×10−3). Conclusions QKI represents a novel locus that may serve as a predictor of incident CHD in prospective studies. The association of the 9p21 locus both with increased risk of first myocardial infarction and longer survival after MI highlights the importance of study design in investigating genetic determinants of complex disorders.
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Affiliation(s)
- Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- * E-mail: . (AD); (CJO)
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
| | - Charles C. White
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- University of Iceland, Reykjavik, Iceland
| | - Alanna C. Morrison
- Human Genetics Center, and Division of Epidemiology, Human Genetics, and Environmental Sciences, University of Texas Health Science Center at Houston, Houston, TX, United States of America
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Thomas Lumley
- Department of Biostatistics, University of Washington, Seattle, WA, United States of America
- Department of Statistics, University of Auckland, Auckland, New Zealand
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
| | - Brendan M. Buckley
- Department of Pharmacology and Therapeutics, University College, Cork, Ireland
| | - Jingzhong Ding
- Department of Internal Medicine, Division of Geriatrics, Wake Forest University, Winston-Salem, North Carolina, United States of America
| | - Majken K. Jensen
- Department of Nutrition, Harvard School of Public Health, Boston, MA, United States of America
- Channing Division of Network Medicine, Harvard Medical School, Boston, MA, United States of America
| | - Aaron R. Folsom
- Division of Epidemiology & Community Health, School of Public Health, University of Minnesota, Minneapolis, United States of America
| | - Stephen B. Kritchevsky
- Sticht Center on Aging, Wake Forest School of Medicine, Winston-Salem, NC, United States of America
| | - Cynthia J. Girman
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
- Department of Epidemiology, Merck Research Laboratories, Merck Sharp & Dohme Corp., Whitehouse Station, NJ, United States of America
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, United Kingdom
| | - Marcus Dörr
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | | - Ramachandran S. Vasan
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, United States of America
- Department of Medicine, Boston University School of Medicine, Boston, MA, United States of America
- Department of Preventive Medicine, Boston University School of Medicine, Boston, MA, United States of America
- Section of Cardiovascular Medicine, Department of Medicine, Boston University School of Medicine, Boston, MA, United States of America
| | - Nora Franceschini
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Cara L. Carty
- Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, United States of America
| | - Jarmo Virtamo
- National Institute for Health and Welfare, Helsinki, Finland
| | - Serkalem Demissie
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
| | - Philippe Amouyel
- Department of Epidemiology and Public Health, Pasteur Institute of Lille, Lille, France
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, EA 3430, University of Strasbourg, Strasbourg, France
| | - Susan R. Heckbert
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Department of Epidemiology, University of Washington, Seattle, WA, United States of America
- Group Health Research Institute, Group Health Cooperative, Seattle, United States of America
| | - Jean Ferrières
- Departments of Cardiology and Epidemiology, Toulouse University Hospital, Toulouse, France
| | | | - Nicholas L. Smith
- Department of Epidemiology, University of Washington, Seattle, WA, United States of America
- Seattle Epidemiologic Research and Information Center of the Department of Veterans Affairs Office of Research and Development, Seattle, WA, United States of America
| | - Ying A. Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
- Novartis Institutes for Biomedical Research, 250 Massachusetts Avenue, Cambridge, MA, United States of America
| | - David S. Siscovick
- The New York Academy of Medicine, New York, NY, United States of America
| | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, WA, United States of America
| | | | - Kent D. Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, Torrance, CA, United States of America
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, CA, United States of America
| | - Alun Evans
- UKCRC Centre of Excellence for Public Health Research (Northern Ireland), Queen’s University of Belfast, Belfast, United Kingdom
| | - Frank Kee
- UKCRC Centre of Excellence for Public Health Research (Northern Ireland), Queen’s University of Belfast, Belfast, United Kingdom
| | - Jerome I. Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, Torrance, CA, United States of America
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, CA, United States of America
| | - Juha Karvanen
- National Institute for Health and Welfare, Helsinki, Finland
- Department of Mathematics and Statistics, University of Jyväskylä, Jyväskylä, Finland
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Gerardo Heiss
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Peter Kraft
- Department of Epidemiology, Harvard School of Public Health, Boston, MA, United States of America
| | - Lenore J. Launer
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, National Institutes of Health, Bethesda, MD, United States of America
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marcello R. P. Markus
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Kaisa Silander
- National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Peter Wagner
- National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Emelia J. Benjamin
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, United States of America
- Section of Cardiovascular Medicine, Department of Medicine, Boston University School of Medicine, Boston, MA, United States of America
| | - Kurt Lohman
- Department of Epidemiology & Prevention, Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, 27157, United States of America
| | - David J. Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, United Kingdom
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
| | - Tamara B. Harris
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, National Institutes of Health, Bethesda, MD, United States of America
| | - Daniel Levy
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
| | - Yongmei Liu
- Department of Epidemiology & Prevention, Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, 27157, United States of America
| | - Eric B. Rimm
- Department of Nutrition, Harvard School of Public Health, Boston, MA, United States of America
- Channing Division of Network Medicine, Harvard Medical School, Boston, MA, United States of America
| | - J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Durrer Center for Cardiogenetic Research, Amsterdam, The Netherlands
- Interuniversity Cardiology Institute of the Netherlands, Utrecht, The Netherlands
| | - Henry Völzke
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Hamburg, Germany
| | - Oscar H. Franco
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- University of Iceland, Reykjavik, Iceland
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Department of Epidemiology, University of Washington, Seattle, WA, United States of America
- Group Health Research Institute, Group Health Cooperative, Seattle, United States of America
- Department of Health Services, University of Washington, Seattle, WA, United States of America
| | - Eric Boerwinkle
- Human Genetics Center, and Division of Epidemiology, Human Genetics, and Environmental Sciences, University of Texas Health Science Center at Houston, Houston, TX, United States of America
- Department of Medicine, Baylor College of Medicine, Houston, Texas, United States of America
| | - Christopher J. O'Donnell
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
- Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, United States of America
- Cardiology Section, Department of Medicine, Boston Veteran’s Administration Healthcare, Boston, MA, United States of America
- * E-mail: . (AD); (CJO)
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