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Wild PS, Felix JF, Schillert A, Teumer A, Chen MH, Leening MJ, Völker U, Großmann V, Brody JA, Irvin MR, Shah SJ, Pramana S, Lieb W, Schmidt R, Stanton AV, Malzahn D, Smith AV, Sundström J, Minelli C, Ruggiero D, Lyytikäinen LP, Tiller D, Smith JG, Monnereau C, Di Tullio MR, Musani SK, Morrison AC, Pers TH, Morley M, Kleber ME, Aragam J, Benjamin EJ, Bis JC, Bisping E, Broeckel U, Cheng S, Deckers JW, Del Greco M F, Edelmann F, Fornage M, Franke L, Friedrich N, Harris TB, Hofer E, Hofman A, Huang J, Hughes AD, Kähönen M, investigators KNHI, Kruppa J, Lackner KJ, Lannfelt L, Laskowski R, Launer LJ, Leosdottir M, Lin H, Lindgren CM, Loley C, MacRae CA, Mascalzoni D, Mayet J, Medenwald D, Morris AP, Müller C, Müller-Nurasyid M, Nappo S, Nilsson PM, Nuding S, Nutile T, Peters A, Pfeufer A, Pietzner D, Pramstaller PP, Raitakari OT, Rice KM, Rivadeneira F, Rotter JI, Ruohonen ST, Sacco RL, Samdarshi TE, Schmidt H, Sharp AS, Shields DC, Sorice R, Sotoodehnia N, Stricker BH, Surendran P, Thom S, Töglhofer AM, Uitterlinden AG, Wachter R, Völzke H, Ziegler A, Münzel T, März W, Cappola TP, Hirschhorn JN, Mitchell GF, Smith NL, Fox ER, et alWild PS, Felix JF, Schillert A, Teumer A, Chen MH, Leening MJ, Völker U, Großmann V, Brody JA, Irvin MR, Shah SJ, Pramana S, Lieb W, Schmidt R, Stanton AV, Malzahn D, Smith AV, Sundström J, Minelli C, Ruggiero D, Lyytikäinen LP, Tiller D, Smith JG, Monnereau C, Di Tullio MR, Musani SK, Morrison AC, Pers TH, Morley M, Kleber ME, Aragam J, Benjamin EJ, Bis JC, Bisping E, Broeckel U, Cheng S, Deckers JW, Del Greco M F, Edelmann F, Fornage M, Franke L, Friedrich N, Harris TB, Hofer E, Hofman A, Huang J, Hughes AD, Kähönen M, investigators KNHI, Kruppa J, Lackner KJ, Lannfelt L, Laskowski R, Launer LJ, Leosdottir M, Lin H, Lindgren CM, Loley C, MacRae CA, Mascalzoni D, Mayet J, Medenwald D, Morris AP, Müller C, Müller-Nurasyid M, Nappo S, Nilsson PM, Nuding S, Nutile T, Peters A, Pfeufer A, Pietzner D, Pramstaller PP, Raitakari OT, Rice KM, Rivadeneira F, Rotter JI, Ruohonen ST, Sacco RL, Samdarshi TE, Schmidt H, Sharp AS, Shields DC, Sorice R, Sotoodehnia N, Stricker BH, Surendran P, Thom S, Töglhofer AM, Uitterlinden AG, Wachter R, Völzke H, Ziegler A, Münzel T, März W, Cappola TP, Hirschhorn JN, Mitchell GF, Smith NL, Fox ER, Dueker ND, Jaddoe VW, Melander O, Russ M, Lehtimäki T, Ciullo M, Hicks AA, Lind L, Gudnason V, Pieske B, Barron AJ, Zweiker R, Schunkert H, Ingelsson E, Liu K, Arnett DK, Psaty BM, Blankenberg S, Larson MG, Felix SB, Franco OH, Zeller T, Vasan RS, Dörr M. Large-scale genome-wide analysis identifies genetic variants associated with cardiac structure and function. J Clin Invest 2017; 127:1798-1812. [PMID: 28394258 PMCID: PMC5409098 DOI: 10.1172/jci84840] [Show More Authors] [Citation(s) in RCA: 79] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Accepted: 02/16/2017] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Understanding the genetic architecture of cardiac structure and function may help to prevent and treat heart disease. This investigation sought to identify common genetic variations associated with inter-individual variability in cardiac structure and function. METHODS A GWAS meta-analysis of echocardiographic traits was performed, including 46,533 individuals from 30 studies (EchoGen consortium). The analysis included 16 traits of left ventricular (LV) structure, and systolic and diastolic function. RESULTS The discovery analysis included 21 cohorts for structural and systolic function traits (n = 32,212) and 17 cohorts for diastolic function traits (n = 21,852). Replication was performed in 5 cohorts (n = 14,321) and 6 cohorts (n = 16,308), respectively. Besides 5 previously reported loci, the combined meta-analysis identified 10 additional genome-wide significant SNPs: rs12541595 near MTSS1 and rs10774625 in ATXN2 for LV end-diastolic internal dimension; rs806322 near KCNRG, rs4765663 in CACNA1C, rs6702619 near PALMD, rs7127129 in TMEM16A, rs11207426 near FGGY, rs17608766 in GOSR2, and rs17696696 in CFDP1 for aortic root diameter; and rs12440869 in IQCH for Doppler transmitral A-wave peak velocity. Findings were in part validated in other cohorts and in GWAS of related disease traits. The genetic loci showed associations with putative signaling pathways, and with gene expression in whole blood, monocytes, and myocardial tissue. CONCLUSION The additional genetic loci identified in this large meta-analysis of cardiac structure and function provide insights into the underlying genetic architecture of cardiac structure and warrant follow-up in future functional studies. FUNDING For detailed information per study, see Acknowledgments.
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Affiliation(s)
- Philipp S. Wild
- Preventive Cardiology and Preventive Medicine, Department of Medicine 2, and
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- DZHK (German Centre for Cardiovascular Research), partner site RhineMain, Mainz, Germany
| | - Janine F. Felix
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Arne Schillert
- Institute for Medical Biometry and Statistics, University Lübeck, University Medical Center Schleswig-Holstein, Lübeck, Germany
- DZHK, partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK, partner site Greifswald, Greifswald, Germany
| | - Ming-Huei Chen
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Maarten J.G. Leening
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Uwe Völker
- DZHK, partner site Greifswald, Greifswald, Germany
- Interfaculty Institute of Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Vera Großmann
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Marguerite R. Irvin
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Sanjiv J. Shah
- Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Setia Pramana
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Wolfgang Lieb
- Institute of Epidemiology and Popgen Biobank, Christian-Albrechts University of Kiel, Kiel, Germany
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz, Austria
| | - Alice V. Stanton
- Blood Pressure Unit, Beaumont Hospital, Dublin, Ireland
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Dörthe Malzahn
- Department of Genetic Epidemiology, University Medical Center, Georg-August University, Göttingen, Germany
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Johan Sundström
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Cosetta Minelli
- Population Health and Occupational Disease, National Heart and Lung Institute (NHLI), Imperial College London, London, United Kingdom
| | - Daniela Ruggiero
- Institute of Genetics and Biophysics A. Buzzati-Traverso, CNR, Naples, Italy
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Daniel Tiller
- Institute of Medical Epidemiology, Biostatistics, and Informatics, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - J. Gustav Smith
- Department of Cardiology, Lund University and Skåne University Hospital, Lund, Sweden
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
- Center for Human Genetic Research and Cardiovascular Research Center, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Claire Monnereau
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- The Generation R Study Group and
- Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Marco R. Di Tullio
- Department of Medicine, Columbia University Medical Center, New York, New York, USA
| | - Solomon K. Musani
- Jackson Heart Study, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Alanna C. Morrison
- Department of Epidemiology, Human Genetics, and Environmental Sciences, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Tune H. Pers
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children’s Hospital, Boston, Massachusetts, USA
- Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark
- Statens Serum Institut, Department of Epidemiology Research, Copenhagen, Denmark
| | - Michael Morley
- Penn Cardiovascular Institute and Division of Cardiovascular Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Marcus E. Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - AortaGen Consortium
- Members of the AortaGen Consortium and their affiliations are detailed in the Supplemental Acknowledgments
| | - Jayashri Aragam
- Harvard Medical School, Boston, Massachusetts, USA
- Veteran’s Administration Hospital, West Roxbury, Boston, Massachusetts, USA
| | - Emelia J. Benjamin
- National Heart, Lung, and Blood Institute’s and Boston University’s Framingham Heart Study, Framingham, Massachusetts, USA
- Sections of Cardiology, Preventive Medicine and Epidemiology, Department of Medicine, Boston University Schools of Medicine and Public Health, Boston, Massachusetts, USA
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Egbert Bisping
- Department of Cardiology, Medical University Graz, Graz, Austria
| | | | | | - Susan Cheng
- National Heart, Lung, and Blood Institute’s and Boston University’s Framingham Heart Study, Framingham, Massachusetts, USA
- Cardiovascular Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Jaap W. Deckers
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Fabiola Del Greco M
- Center for Biomedicine, European Academy of Bolzano/Bozen, Bolzano, Italy – Affiliated institute of the University of Lübeck, Lübeck, Germany
| | - Frank Edelmann
- Department of Cardiology, Charité-Universitätsmedizin Berlin, Campus Virchow-Klinikum, Berlin, Germany
| | - Myriam Fornage
- University of Texas Health Science Center, Houston, Texas, USA
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, Netherlands
| | - Nele Friedrich
- DZHK, partner site Greifswald, Greifswald, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Tamara B. Harris
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, NIH, Bethesda, Maryland, USA
| | - Edith Hofer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University Graz, Graz, Austria
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Jie Huang
- Boston VA Research Institute, Boston, Massachusetts, USA
- Brigham and Women’s Hospital Division of Aging, Harvard Medical School, Boston, Massachusetts, USA
| | - Alun D. Hughes
- Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland
- Department of Clinical Physiology, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - KNHI investigators
- KNHI investigators and their affiliations are detailed in the Supplemental Acknowledgments
| | - Jochen Kruppa
- Institute for Medical Biometry and Statistics, University Lübeck, University Medical Center Schleswig-Holstein, Lübeck, Germany
- University of Veterinary Medicine, Foundation Institute of Veterinary Medicine and Genetics, Hannover, Germany
| | - Karl J. Lackner
- Institute of Clinical Chemistry and Laboratory Medicine, University Medical Center Mainz, Mainz, Germany
| | - Lars Lannfelt
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala University, Uppsala, Sweden
| | - Rafael Laskowski
- Department of Medicine 2, University Medical Center Mainz, Mainz, Germany
| | - Lenore J. Launer
- Neuroepidemiology Section, National Institute on Aging, NIH, Bethesda, Maryland, USA
| | - Margrét Leosdottir
- Department of Cardiology, Lund University, and Skåne University Hospital, Malmö, Sweden
| | - Honghuang Lin
- National Heart, Lung, and Blood Institute’s and Boston University’s Framingham Heart Study, Framingham, Massachusetts, USA
- Section of Computational Biomedicine, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Cecilia M. Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, USA
| | - Christina Loley
- Institute for Medical Biometry and Statistics, University Lübeck, University Medical Center Schleswig-Holstein, Lübeck, Germany
| | - Calum A. MacRae
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, USA
- Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Deborah Mascalzoni
- Center for Biomedicine, European Academy of Bolzano/Bozen, Bolzano, Italy – Affiliated institute of the University of Lübeck, Lübeck, Germany
| | - Jamil Mayet
- International Centre for Circulatory Health, Hammersmith Hospital, London, United Kingdom
- NHLI, Imperial College London, London, United Kingdom
| | - Daniel Medenwald
- Institute of Medical Epidemiology, Biostatistics, and Informatics, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Department of Biostatistics, University of Liverpool, Liverpool, United Kingdom
| | - Christian Müller
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Martina Müller-Nurasyid
- Department of Medicine I, Ludwig-Maximilians-University Munich, Munich, Germany
- DZHK, partner site Munich Heart Alliance, Munich, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München – German Research Center for Environmental Health, Neuherberg, Germany
| | - Stefania Nappo
- Institute of Genetics and Biophysics A. Buzzati-Traverso, CNR, Naples, Italy
| | - Peter M. Nilsson
- Department of Clinical Sciences, Lund University, Malmö, Sweden
- Department of Internal Medicine, Skåne University Hospital, Malmö, Sweden
| | - Sebastian Nuding
- Department of Medicine III, University Clinics Halle (Saale), Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Teresa Nutile
- Institute of Genetics and Biophysics A. Buzzati-Traverso, CNR, Naples, Italy
| | - Annette Peters
- DZHK, partner site Munich Heart Alliance, Munich, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München – German Research Center for Environmental Health, Neuherberg, Germany
| | - Arne Pfeufer
- Institute of Human Genetics, Helmholtz Zentrum München, Neuherberg, Germany
| | - Diana Pietzner
- Institute of Medical Epidemiology, Biostatistics, and Informatics, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy of Bolzano/Bozen, Bolzano, Italy – Affiliated institute of the University of Lübeck, Lübeck, Germany
- Department of Neurology, General Central Hospital, Bolzano, Italy
- Department of Neurology, University of Lübeck, Lübeck, Germany
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- The Generation R Study Group and
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Jerome I. Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, California, USA
| | - Saku T. Ruohonen
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Ralph L. Sacco
- Department of Neurology and
- McKnight Brain Institute, Miller School of Medicine, University of Miami, Miami, Florida, USA
- Departments of Public Health Sciences and Human Genomics, University of Miami, Miami, Florida, USA
| | - Tandaw E. Samdarshi
- Division of Cardiology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria
| | - Andrew S.P. Sharp
- Department of Cardiology, Royal Devon and Exeter Hospital and University of Exeter, Exeter, United Kingdom
| | - Denis C. Shields
- UCD Conway Institute of Biomolecular and Biomedical Research and
- School of Medicine and Medical Sciences, University College Dublin, Dublin, Ireland
| | - Rossella Sorice
- Institute of Genetics and Biophysics A. Buzzati-Traverso, CNR, Naples, Italy
- IRCCS Neuromed, Pozzilli, Isernia, Italy
| | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
- Division of Cardiology, University of Washington, Seattle, Washington, USA
| | - Bruno H. Stricker
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- Inspectorate for Health Care, Utrecht, Netherlands
| | - Praveen Surendran
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
- School of Medicine and Medical Sciences, University College Dublin, Dublin, Ireland
| | - Simon Thom
- International Centre for Circulatory Health, Hammersmith Hospital, London, United Kingdom
- NHLI, Imperial College London, London, United Kingdom
| | - Anna M. Töglhofer
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- Department of Internal Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Rolf Wachter
- Department of Cardiology and Pneumology, University Medical Center of Göttingen, Georg-August University, Göttingen, Germany
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK, partner site Greifswald, Greifswald, Germany
| | - Andreas Ziegler
- Institute for Medical Biometry and Statistics, University Lübeck, University Medical Center Schleswig-Holstein, Lübeck, Germany
- DZHK, partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
- School of Mathematics, Statistics and Computer Science, University of KwaZulu-Natal, Durban, South Africa
- Zentrum für Klinische Studien, Universität Lübeck, Lübeck, Germany
| | - Thomas Münzel
- DZHK (German Centre for Cardiovascular Research), partner site RhineMain, Mainz, Germany
- Department of Medicine 2, University Medical Center Mainz, Mainz, Germany
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Synlab Academy, Synlab Services GmbH, Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Thomas P. Cappola
- Penn Cardiovascular Institute and Division of Cardiovascular Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Joel N. Hirschhorn
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children’s Hospital, Boston, Massachusetts, USA
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Nicholas L. Smith
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Group Health Research Institute, Group Health Cooperative, Seattle, Washington, USA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, Seattle, Washington, USA
| | - Ervin R. Fox
- Division of Cardiology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Nicole D. Dueker
- John P. Hussman Institute for Human Genomics, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Vincent W.V. Jaddoe
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
- The Generation R Study Group and
- Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Olle Melander
- Department of Clinical Sciences, Lund University, Malmö, Sweden
- Department of Internal Medicine, Skåne University Hospital, Malmö, Sweden
| | - Martin Russ
- Department of Medicine III, University Clinics Halle (Saale), Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
- Helios-Amperklinikum Dachau, Dachau, Germany
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Marina Ciullo
- Institute of Genetics and Biophysics A. Buzzati-Traverso, CNR, Naples, Italy
- IRCCS Neuromed, Pozzilli, Isernia, Italy
| | - Andrew A. Hicks
- Center for Biomedicine, European Academy of Bolzano/Bozen, Bolzano, Italy – Affiliated institute of the University of Lübeck, Lübeck, Germany
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Burkert Pieske
- Department of Cardiology, Medical University Graz, Graz, Austria
- Department of Cardiology, Charité-Universitätsmedizin Berlin, Campus Virchow-Klinikum, Berlin, Germany
- German Heart Institute Berlin DHZB, Department of Internal Medicine/Cardiology, Berlin, Germany
| | - Anthony J. Barron
- International Centre for Circulatory Health, Hammersmith Hospital, London, United Kingdom
- NHLI, Imperial College London, London, United Kingdom
| | - Robert Zweiker
- Department of Cardiology, Medical University Graz, Graz, Austria
| | - Heribert Schunkert
- DZHK, partner site Munich Heart Alliance, Munich, Germany
- Deutsches Herzzentrum, Technische Universität München, Munich, Germany
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Kiang Liu
- Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Donna K. Arnett
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Bruce M. Psaty
- Group Health Research Institute, Group Health Cooperative, Seattle, Washington, USA
- Cardiovacular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, Washington, USA
| | - Stefan Blankenberg
- DZHK, partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Martin G. Larson
- Biostatistics Department, Boston University School of Public Health, Boston, Massachusetts, USA
- Department of Mathematics and Statistics, Boston University, Boston, Massachusetts, USA
| | - Stephan B. Felix
- DZHK, partner site Greifswald, Greifswald, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
| | - Oscar H. Franco
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
| | - Tanja Zeller
- DZHK, partner site Hamburg/Kiel/Lübeck, Hamburg, Germany
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg, Germany
| | - Ramachandran S. Vasan
- National Heart, Lung, and Blood Institute’s and Boston University’s Framingham Heart Study, Framingham, Massachusetts, USA
- Sections of Cardiology, Preventive Medicine and Epidemiology, Department of Medicine, Boston University Schools of Medicine and Public Health, Boston, Massachusetts, USA
| | - Marcus Dörr
- DZHK, partner site Greifswald, Greifswald, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
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