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Surendran P, Drenos F, Young R, Warren H, Cook JP, Manning AK, Grarup N, Sim X, Barnes DR, Witkowska K, Staley JR, Tragante V, Tukiainen T, Yaghootkar H, Masca N, Freitag DF, Ferreira T, Giannakopoulou O, Tinker A, Harakalova M, Mihailov E, Liu C, Kraja AT, Fallgaard Nielsen S, Rasheed A, Samuel M, Zhao W, Bonnycastle LL, Jackson AU, Narisu N, Swift AJ, Southam L, Marten J, Huyghe JR, Stančáková A, Fava C, Ohlsson T, Matchan A, Stirrups KE, Bork-Jensen J, Gjesing AP, Kontto J, Perola M, Shaw-Hawkins S, Havulinna AS, Zhang H, Donnelly LA, Groves CJ, Rayner NW, Neville MJ, Robertson NR, Yiorkas AM, Herzig KH, Kajantie E, Zhang W, Willems SM, Lannfelt L, Malerba G, Soranzo N, Trabetti E, Verweij N, Evangelou E, Moayyeri A, Vergnaud AC, Nelson CP, Poveda A, Varga TV, Caslake M, de Craen AJM, Trompet S, Luan J, Scott RA, Harris SE, Liewald DCM, Marioni R, Menni C, Farmaki AE, Hallmans G, Renström F, Huffman JE, Hassinen M, Burgess S, Vasan RS, Felix JF, Uria-Nickelsen M, Malarstig A, Reily DF, Hoek M, Vogt T, Lin H, Lieb W, Traylor M, Markus HF, Highland HM, Justice AE, Marouli E, Lindström J, Uusitupa M, Komulainen P, Lakka TA, Rauramaa R, Polasek O, Rudan I, Rolandsson O, Franks PW, Dedoussis G, Spector TD, Jousilahti P, Männistö S, Deary IJ, Starr JM, Langenberg C, Wareham NJ, Brown MJ, Dominiczak AF, Connell JM, Jukema JW, Sattar N, Ford I, Packard CJ, Esko T, Mägi R, Metspalu A, de Boer RA, van der Meer P, van der Harst P, Gambaro G, Ingelsson E, Lind L, de Bakker PIW, Numans ME, Brandslund I, Christensen C, Petersen ERB, Korpi-Hyövälti E, Oksa H, Chambers JC, Kooner JS, Blakemore AIF, Franks S, Jarvelin MR, Husemoen LL, Linneberg A, Skaaby T, Thuesen B, Karpe F, Tuomilehto J, Doney ASF, Morris AD, Palmer CNA, Holmen OL, Hveem K, Willer CJ, Tuomi T, Groop L, Käräjämäki A, Palotie A, Ripatti S, Salomaa V, Alam DS, Shafi Majumder AA, Di Angelantonio E, Chowdhury R, McCarthy MI, Poulter N, Stanton AV, Sever P, Amouyel P, Arveiler D, Blankenberg S, Ferrières J, Kee F, Kuulasmaa K, Müller-Nurasyid M, Veronesi G, Virtamo J, Deloukas P, Elliott P, Zeggini E, Kathiresan S, Melander O, Kuusisto J, Laakso M, Padmanabhan S, Porteous D, Hayward C, Scotland G, Collins FS, Mohlke KL, Hansen T, Pedersen O, Boehnke M, Stringham HM, Frossard P, Newton-Cheh C, Tobin MD, Nordestgaard BG, Caulfield MJ, Mahajan A, Morris AP, Tomaszewski M, Samani NJ, Saleheen D, Asselbergs FW, Lindgren CM, Danesh J, Wain LV, Butterworth AS, Howson JMM, Munroe PB. Trans-ancestry meta-analyses identify rare and common variants associated with blood pressure and hypertension. Nat Genet 2016; 48:1151-1161. [PMID: 27618447 PMCID: PMC5056636 DOI: 10.1038/ng.3654] [Citation(s) in RCA: 203] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2015] [Accepted: 08/02/2016] [Indexed: 11/08/2022]
Abstract
High blood pressure is a major risk factor for cardiovascular disease and premature death. However, there is limited knowledge on specific causal genes and pathways. To better understand the genetics of blood pressure, we genotyped 242,296 rare, low-frequency and common genetic variants in up to 192,763 individuals and used ∼155,063 samples for independent replication. We identified 30 new blood pressure- or hypertension-associated genetic regions in the general population, including 3 rare missense variants in RBM47, COL21A1 and RRAS with larger effects (>1.5 mm Hg/allele) than common variants. Multiple rare nonsense and missense variant associations were found in A2ML1, and a low-frequency nonsense variant in ENPEP was identified. Our data extend the spectrum of allelic variation underlying blood pressure traits and hypertension, provide new insights into the pathophysiology of hypertension and indicate new targets for clinical intervention.
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Affiliation(s)
- Praveen Surendran
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Fotios Drenos
- Medical Research Council Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol, UK
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Science, Rayne Building University College London, London, UK
| | - Robin Young
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Helen Warren
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, UK
- National Institute for Health Research Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, UK
| | - James P Cook
- Department of Health Sciences, University of Leicester, Leicester, UK
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Alisa K Manning
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, Massachusetts, USA
- Department of Molecular Biology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Niels Grarup
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Xueling Sim
- Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, USA
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
- Saw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore
| | - Daniel R Barnes
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Kate Witkowska
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, UK
- National Institute for Health Research Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, UK
| | - James R Staley
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Vinicius Tragante
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Taru Tukiainen
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Hanieh Yaghootkar
- Genetics of Complex Traits, Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK
| | - Nicholas Masca
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Unit in Cardiovascular Disease, Leicester, UK
| | - Daniel F Freitag
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Olga Giannakopoulou
- Heart Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Andrew Tinker
- National Institute for Health Research Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, UK
- Heart Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Magdalena Harakalova
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Chunyu Liu
- National Heart, Lung, and Blood Institute’s and Boston University’s Framingham Heart Study, Framingham, Massachusetts, USA
| | - Aldi T Kraja
- Division of Statistical Genomics, Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, Missouri, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Sune Fallgaard Nielsen
- Department of Clinical Biochemistry Herlev Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Asif Rasheed
- Centre for Non-Communicable Diseases, Karachi, Pakistan
| | - Maria Samuel
- Centre for Non-Communicable Diseases, Karachi, Pakistan
| | - Wei Zhao
- Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Lori L Bonnycastle
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, USA
| | - Anne U Jackson
- Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, USA
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Narisu Narisu
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, USA
| | - Amy J Swift
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, USA
| | - Lorraine Southam
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Wellcome Trust Sanger Institute, Genome Campus, Hinxton, UK
| | - Jonathan Marten
- Medical Research Council Human Genetics Unit, Medical Research Council Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Jeroen R Huyghe
- Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, USA
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Alena Stančáková
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Cristiano Fava
- University of Lund, Department of Clinical Sciences, Malmö, Sweden
- University of Verona, Department of Medicine, Verona, Italy
| | - Therese Ohlsson
- University of Lund, Department of Clinical Sciences, Malmö, Sweden
| | - Angela Matchan
- Wellcome Trust Sanger Institute, Genome Campus, Hinxton, UK
| | - Kathleen E Stirrups
- Heart Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Department of Haematology, University of Cambridge, Cambridge, UK
| | - Jette Bork-Jensen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Anette P Gjesing
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jukka Kontto
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Markus Perola
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
- Institute of Molecular Medicine FIMM, University of Helsinki, Finland
| | - Susan Shaw-Hawkins
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Aki S Havulinna
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - He Zhang
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Louise A Donnelly
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Christopher J Groves
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - N William Rayner
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Wellcome Trust Sanger Institute, Genome Campus, Hinxton, UK
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Matt J Neville
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital Trusts, Oxford, UK
| | - Neil R Robertson
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Andrianos M Yiorkas
- Section of Investigative Medicine, Imperial College London, London, UK
- Department of Life Sciences, Brunel University London, London, UK
| | - Karl-Heinz Herzig
- Institute of Biomedicine, Biocenter Oulu, University of Oulu, Oulu, Finland
- Department of Gastroenterology and Metabolism, Poznan University of Medical Sciences, Poznan, Poland
| | - Eero Kajantie
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
- Hospital for Children and Adolescents, Helsinki University Central Hospital and University of Helsinki, Helsinki, Finland
- Department of Obstetrics and Gynaecology, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
- Department of Cardiology, Ealing Hospital, Middlesex, UK
| | - Sara M Willems
- Medical Research Council Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
| | - Lars Lannfelt
- Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden
| | - Giovanni Malerba
- Section of Biology and Genetics, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
| | - Nicole Soranzo
- Department of Haematology, University of Cambridge, Cambridge, UK
- Human Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
- The National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge, UK
| | - Elisabetta Trabetti
- Section of Biology and Genetics, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
| | - Niek Verweij
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, Massachusetts, USA
- University Medical Center Groningen, University of Groningen, Department of Cardiology, The Netherlands
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
| | - Alireza Moayyeri
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
- Farr Institute of Health Informatics Research, Institute of Health Informatics, University College London, London, UK
| | - Anne-Claire Vergnaud
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Unit in Cardiovascular Disease, Leicester, UK
| | - Alaitz Poveda
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden
- Department of Genetics, Physical Anthropology and Animal Physiology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), Bilbao, Spain
| | - Tibor V Varga
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden
| | | | - Anton JM de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
- Mr. De Craen suddenly passed away January 2016
| | - Stella Trompet
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Jian’an Luan
- Medical Research Council Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
| | - Robert A Scott
- Medical Research Council Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
| | - Sarah E Harris
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Centre for Genomic and Experimental Medicine, Medical Research Council Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - David CM Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Riccardo Marioni
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Centre for Genomic and Experimental Medicine, Medical Research Council Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, King’s College London, UK
| | - Aliki-Eleni Farmaki
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Göran Hallmans
- Department of Biobank Research, Umeå University, Umeå, Sweden
| | - Frida Renström
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden
- Department of Biobank Research, Umeå University, Umeå, Sweden
| | - Jennifer E Huffman
- National Heart, Lung, and Blood Institute’s and Boston University’s Framingham Heart Study, Framingham, Massachusetts, USA
- Medical Research Council Human Genetics Unit, Medical Research Council Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Maija Hassinen
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Stephen Burgess
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Ramachandran S Vasan
- National Heart, Lung, and Blood Institute’s and Boston University’s Framingham Heart Study, Framingham, Massachusetts, USA
- Section of Cardiology, Department of Medicine, Boston University Schools of Medicine and Public Health, Boston, Massachusetts, USA
- Sections of Preventive Medicine and Epidemiology, Department of Medicine, Boston University Schools of Medicine and Public Health, Boston, Massachusetts, USA
| | - Janine F Felix
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | | | | | | | - Dermot F Reily
- Merck Research Laboratories, Genetics and Pharmacogenomics, Boston, Massachusetts, USA
| | - Maarten Hoek
- Merck Research Laboratories, Cardiometabolic Disease, Kenilworth, New Jersey, USA
| | - Thomas Vogt
- Merck Research Laboratories, Cardiometabolic Disease, Kenilworth, New Jersey, USA
- CHDI Management/CHDI Foundation, Princeton, New Jersey, USA
| | - 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
| | - Wolfgang Lieb
- Institute of Epidemiology and Biobank Popgen, Kiel University, Kiel, Germany
| | - EchoGen Consortium
- A full list of members and affiliations appears in the Supplementary Note
| | - Matthew Traylor
- Neurology Unit, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Hugh F Markus
- Neurology Unit, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | | | - Heather M Highland
- University of North Carolina at Chapel Hill, Department of Epidemiology, Chapel Hill, North Carolina, USA
| | - Anne E Justice
- University of North Carolina at Chapel Hill, Department of Epidemiology, Chapel Hill, North Carolina, USA
| | - Eirini Marouli
- Heart Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - GIANT Consortium
- A full list of members and affiliations appears in the Supplementary Note
| | - Jaana Lindström
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Matti Uusitupa
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Finland
- Research Unit, Kuopio University Hospital, Kuopio, Finland
| | | | - Timo A Lakka
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Ozren Polasek
- Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
- Faculty of Medicine, University of Split, Croatia
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Olov Rolandsson
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Paul W Franks
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, USA
| | - George Dedoussis
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Timothy D Spector
- Department of Twin Research and Genetic Epidemiology, King’s College London, UK
| | | | - Pekka Jousilahti
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Satu Männistö
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Alzheimer Scotland Research Centre, University of Edinburgh, Edinburgh, UK
| | - Claudia Langenberg
- Medical Research Council Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
| | - Nick J Wareham
- Medical Research Council Epidemiology Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
| | - Morris J Brown
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Anna F Dominiczak
- Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - John M Connell
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- The Interuniversity Cardiology Institute of the Netherlands, Utrecht, The Netherlands
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Ian Ford
- University of Glasgow, Glasgow, UK
| | | | - Tõnu Esko
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, Massachusetts, USA
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Division of Endocrinology, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, Tartu, Estonia
| | - Rudolf A de Boer
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Peter van der Meer
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, The Netherlands
| | | | - Giovanni Gambaro
- Division of Nephrology, Department of Internal Medicine and Medical Specialties, Columbus - Gemelli University Hospital, Catholic University, Rome, Italy
| | - 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
| | - Lars Lind
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Paul IW de Bakker
- Department of Medical Genetics, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Mattijs E Numans
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands
| | - Ivan Brandslund
- Department of Clinical Biochemistry, Lillebaelt Hospital, Vejle, Denmark
- Institute of Regional Health Research, University of Southern Denmark, Odense, Denmark
| | | | - Eva RB Petersen
- Department of Clinical Immunology and Biochemistry, Lillebaelt Hospital, Vejle, Denmark
| | | | - Heikki Oksa
- Tampere University Hospital, Tampere, Finland
| | - John C Chambers
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
- Department of Cardiology, Ealing Hospital, Middlesex, UK
- Imperial College Healthcare NHS Trust, London, UK
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, Middlesex, UK
- Imperial College Healthcare NHS Trust, London, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Alexandra IF Blakemore
- Section of Investigative Medicine, Imperial College London, London, UK
- Department of Life Sciences, Brunel University London, London, UK
| | - Steve Franks
- Institute of Reproductive and Developmental Biology, Imperial College London, London, UK
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Biostatistics, Medical Research Council Public Health England Centre for Environment and Health, School of Public Health, Faculty of Medicine, Imperial College London, St. Mary’s Campus, London, UK
- Centre for Life Course Epidemiology, Faculty of Medicine, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
- Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | - Lise L Husemoen
- Research Centre for Prevention and Health, Capital Region of Denmark, Copenhagen, Denmark
| | - Allan Linneberg
- Research Centre for Prevention and Health, Capital Region of Denmark, Copenhagen, Denmark
- Department of Clinical Experimental Research, Glostrup University Hospital, Glostrup, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Tea Skaaby
- Research Centre for Prevention and Health, Capital Region of Denmark, Copenhagen, Denmark
| | - Betina Thuesen
- Research Centre for Prevention and Health, Capital Region of Denmark, Copenhagen, Denmark
| | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital Trusts, Oxford, UK
| | - Jaakko Tuomilehto
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
- Dasman Diabetes Institute, Dasman, Kuwait
- Centre for Vascular Prevention, Danube-University Krems, Krems, Austria
- King Abdulaziz University, Jeddah, Saudi Arabia
| | - Alex SF Doney
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Andrew D Morris
- School of Molecular, Genetic and Population Health Sciences, University of Edinburgh, Medical School, Teviot Place, Edinburgh, UK
| | - Colin NA Palmer
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Oddgeir Lingaas Holmen
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, Norway
- St. Olav Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Kristian Hveem
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, Norway
- Department of Medicine, Levanger Hospital, Nord- Trøndelag Health Trust, Levanger, Norway
| | - Cristen J Willer
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, Michigan, USA
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
- Department of Human Genetics, University of Michigan, Ann Arbor, Michigan, USA
| | - Tiinamaija Tuomi
- Folkhälsan Research Centre, Helsinki, Finland; Department of Endocrinology, Helsinki University Central Hospital, Helsinki, Finland
- Institute for Molecular Medicine Finland University of Helsinki, Helsinki, Finland
| | - Leif Groop
- Institute for Molecular Medicine Finland University of Helsinki, Helsinki, Finland
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden
| | - AnneMari Käräjämäki
- Department of Primary Health Care, Vaasa Central Hospital, Vaasa, Finland
- Diabetes Center, Vaasa Health Care Center, Vaasa, Finland
| | - Aarno Palotie
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, Massachusetts, USA
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
- Institute for Molecular Medicine Finland University of Helsinki, Helsinki, Finland
- Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Samuli Ripatti
- Wellcome Trust Sanger Institute, Genome Campus, Hinxton, UK
- Institute for Molecular Medicine Finland University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Finland
| | - Veikko Salomaa
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | | | | | - Emanuele Di Angelantonio
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- The National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge, UK
| | - Rajiv Chowdhury
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Mark I McCarthy
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology, and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- National Institute for Health Research Oxford Biomedical Research Centre, Oxford University Hospital Trusts, Oxford, UK
| | - Neil Poulter
- International Centre for Circulatory Health, Imperial College London, UK
| | - Alice V Stanton
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Peter Sever
- International Centre for Circulatory Health, Imperial College London, UK
| | - Philippe Amouyel
- University of Lille, UMR1167, Risk Factors and Molecular Determinants of aging-related diseases, Lille, France
- Inserm, Lille, France
- Centre Hospitalier Universitaire Lille, Public Health, Lille, France
- Institut Pasteur de Lille, Lille, France
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, EA 3430, University of Strasbourg, Strasbourg, France
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Germany
- University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jean Ferrières
- Department of Epidemiology, UMR 1027- INSERM, Toulouse University-CHU Toulouse, Toulouse, France
| | - Frank Kee
- Director, UKCRC Centre of Excellence for Public Health, Queens University, Belfast, Northern Ireland
| | - Kari Kuulasmaa
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Giovanni Veronesi
- Research Center in Epidemiology and Preventive Medicine, Department of Clinical and Experimental Medicine, University of Insubria, Varese, Italy
| | - Jarmo Virtamo
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Panos Deloukas
- Heart Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, Saudi Arabia
| | | | - Paul Elliott
- Department of Epidemiology and Biostatistics, Medical Research Council Public Health England Centre for Environment and Health, School of Public Health, Faculty of Medicine, Imperial College London, St. Mary’s Campus, London, UK
| | | | | | - Sekar Kathiresan
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, Massachusetts, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Olle Melander
- University of Lund, Department of Clinical Sciences, Malmö, Sweden
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Sandosh Padmanabhan
- Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - David Porteous
- Centre for Genomic and Experimental Medicine, Medical Research Council Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Caroline Hayward
- Medical Research Council Human Genetics Unit, Medical Research Council Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Generation Scotland
- A Collaboration between the University Medical Schools and NHS, Aberdeen, Dundee, Edinburgh and Glasgow, UK
| | - Francis S Collins
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, USA
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Torben Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Oluf Pedersen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Michael Boehnke
- Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, USA
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Heather M Stringham
- Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, USA
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | | | | | - Christopher Newton-Cheh
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA
| | | | - Martin D Tobin
- Department of Health Sciences, University of Leicester, Leicester, UK
| | - Børge Grønne Nordestgaard
- Department of Clinical Biochemistry Herlev Hospital, Copenhagen University Hospital, Herlev, Denmark
| | | | | | - ExomeBP Consortium
- A full list of members and affiliations appears in the Supplementary Note
| | | | - Mark J Caulfield
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, UK
- National Institute for Health Research Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, UK
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Andrew P Morris
- Department of Biostatistics, University of Liverpool, Liverpool, UK
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Maciej Tomaszewski
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Unit in Cardiovascular Disease, Leicester, UK
- Institute of Cardiovascular Sciences, University of Manchester, Manchester, UK
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Unit in Cardiovascular Disease, Leicester, UK
| | - Danish Saleheen
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Centre for Non-Communicable Diseases, Karachi, Pakistan
- Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Folkert W Asselbergs
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
- Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, The Netherlands
- Faculty of Population Health Sciences, Institute of Cardiovascular Science, University College London, London, UK
| | - Cecilia M Lindgren
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, Massachusetts, USA
- Wellcome Trust Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- The Big Data Institute at the Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - John Danesh
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- The National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge, UK
- Wellcome Trust Sanger Institute, Hinxton, UK
| | - Louise V Wain
- Department of Health Sciences, University of Leicester, Leicester, UK
| | - Adam S Butterworth
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- The National Institute for Health Research Blood and Transplant Research
| | - Joanna MM Howson
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Patricia B Munroe
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, UK
- National Institute for Health Research Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, UK
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3
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Ehret GB, Ferreira T, Chasman DI, Jackson AU, Schmidt EM, Johnson T, Thorleifsson G, Luan J, Donnelly LA, Kanoni S, Petersen AK, Pihur V, Strawbridge RJ, Shungin D, Hughes MF, Meirelles O, Kaakinen M, Bouatia-Naji N, Kristiansson K, Shah S, Kleber ME, Guo X, Lyytikäinen LP, Fava C, Eriksson N, Nolte IM, Magnusson PK, Salfati EL, Rallidis LS, Theusch E, Smith AJ, Folkersen L, Witkowska K, Pers TH, Joehanes R, Kim SK, Lataniotis L, Jansen R, Johnson AD, Warren H, Kim YJ, Zhao W, Wu Y, Tayo BO, Bochud M, Absher D, Adair LS, Amin N, Arking DE, Axelsson T, Baldassarre D, Balkau B, Bandinelli S, Barnes MR, Barroso I, Bevan S, Bis JC, Bjornsdottir G, Boehnke M, Boerwinkle E, Bonnycastle LL, Boomsma DI, Bornstein SR, Brown MJ, Burnier M, Cabrera CP, Chambers JC, Chang IS, Cheng CY, Chines PS, Chung RH, Collins FS, Connell JM, Döring A, Dallongeville J, Danesh J, de Faire U, Delgado G, Dominiczak AF, Doney AS, Drenos F, Edkins S, Eicher JD, Elosua R, Enroth S, Erdmann J, Eriksson P, Esko T, Evangelou E, Evans A, Fall T, Farrall M, Felix JF, Ferrières J, Ferrucci L, Fornage M, Forrester T, Franceschini N, Duran OHF, Franco-Cereceda A, Fraser RM, Ganesh SK, Gao H, Gertow K, Gianfagna F, Gigante B, Giulianini F, Goel A, Goodall AH, Goodarzi MO, Gorski M, Gräßler J, Groves C, Gudnason V, Gyllensten U, Hallmans G, Hartikainen AL, Hassinen M, Havulinna AS, Hayward C, Hercberg S, Herzig KH, Hicks AA, Hingorani AD, Hirschhorn JN, Hofman A, Holmen J, Holmen OL, Hottenga JJ, Howard P, Hsiung CA, Hunt SC, Ikram MA, Illig T, Iribarren C, Jensen RA, Kähönen M, Kang H, Kathiresan S, Keating BJ, Khaw KT, Kim YK, Kim E, Kivimaki M, Klopp N, Kolovou G, Komulainen P, Kooner JS, Kosova G, Krauss RM, Kuh D, Kutalik Z, Kuusisto J, Kvaløy K, Lakka TA, Lee NR, Lee IT, Lee WJ, Levy D, Li X, Liang KW, Lin H, Lin L, Lindström J, Lobbens S, Männistö S, Müller G, Müller-Nurasyid M, Mach F, Markus HS, Marouli E, McCarthy MI, McKenzie CA, Meneton P, Menni C, Metspalu A, Mijatovic V, Moilanen L, Montasser ME, Morris AD, Morrison AC, Mulas A, Nagaraja R, Narisu N, Nikus K, O'Donnell CJ, O'Reilly PF, Ong KK, Paccaud F, Palmer CD, Parsa A, Pedersen NL, Penninx BW, Perola M, Peters A, Poulter N, Pramstaller PP, Psaty BM, Quertermous T, Rao DC, Rasheed A, Rayner NWN, Renström F, Rettig R, Rice KM, Roberts R, Rose LM, Rossouw J, Samani NJ, Sanna S, Saramies J, Schunkert H, Sebert S, Sheu WHH, Shin YA, Sim X, Smit JH, Smith AV, Sosa MX, Spector TD, Stančáková A, Stanton A, Stirrups KE, Stringham HM, Sundstrom J, Swift AJ, Syvänen AC, Tai ES, Tanaka T, Tarasov KV, Teumer A, Thorsteinsdottir U, Tobin MD, Tremoli E, Uitterlinden AG, Uusitupa M, Vaez A, Vaidya D, van Duijn CM, van Iperen EP, Vasan RS, Verwoert GC, Virtamo J, Vitart V, Voight BF, Vollenweider P, Wagner A, Wain LV, Wareham NJ, Watkins H, Weder AB, Westra HJ, Wilks R, Wilsgaard T, Wilson JF, Wong TY, Yang TP, Yao J, Yengo L, Zhang W, Zhao JH, Zhu X, Bovet P, Cooper RS, Mohlke KL, Saleheen D, Lee JY, Elliott P, Gierman HJ, Willer CJ, Franke L, Hovingh GK, Taylor KD, Dedoussis G, Sever P, Wong A, Lind L, Assimes TL, Njølstad I, Schwarz PEH, Langenberg C, Snieder H, Caulfield MJ, Melander O, Laakso M, Saltevo J, Rauramaa R, Tuomilehto J, Ingelsson E, Lehtimäki T, Hveem K, Palmas W, März W, Kumari M, Salomaa V, Chen YDI, Rotter JI, Froguel P, Jarvelin MR, Lakatta EG, Kuulasmaa K, Franks PW, Hamsten A, Wichmann HE, Palmer CN, Stefansson K, Ridker PM, Loos RJ, Chakravarti A, Deloukas P, Morris AP, Newton-Cheh C, Munroe PB. The genetics of blood pressure regulation and its target organs from association studies in 342,415 individuals. Nat Genet 2016; 48:1171-1184. [PMID: 27618452 PMCID: PMC5042863 DOI: 10.1038/ng.3667] [Citation(s) in RCA: 287] [Impact Index Per Article: 35.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Accepted: 08/15/2016] [Indexed: 02/02/2023]
Abstract
To dissect the genetic architecture of blood pressure and assess effects on target organ damage, we analyzed 128,272 SNPs from targeted and genome-wide arrays in 201,529 individuals of European ancestry, and genotypes from an additional 140,886 individuals were used for validation. We identified 66 blood pressure-associated loci, of which 17 were new; 15 harbored multiple distinct association signals. The 66 index SNPs were enriched for cis-regulatory elements, particularly in vascular endothelial cells, consistent with a primary role in blood pressure control through modulation of vascular tone across multiple tissues. The 66 index SNPs combined in a risk score showed comparable effects in 64,421 individuals of non-European descent. The 66-SNP blood pressure risk score was significantly associated with target organ damage in multiple tissues but with minor effects in the kidney. Our findings expand current knowledge of blood pressure-related pathways and highlight tissues beyond the classical renal system in blood pressure regulation.
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Affiliation(s)
- Georg B. Ehret
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Cardiology, Department of Medicine, Geneva University Hospital, Rue Gabrielle-Perret-Gentil 4, 1211 Geneva 14, Switzerland
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Ave. East, Boston, MA 02215, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Anne U. Jackson
- Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
- Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Ellen M. Schmidt
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Toby Johnson
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, EC1M 6BQ, UK
- GlaxoSmithKline, Gunnels Wood Road, Stevenage SG1 2NY, UK
| | | | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Lousie A. Donnelly
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Ann-Kristin Petersen
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Vasyl Pihur
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Rona J. Strawbridge
- Cardiovascular Research Unit, Center for Molecular Medicine L8:03, Department of Medicine, Karolinska Institutet, 171 76 Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Dmitry Shungin
- Department of Public Health and Clinical Medicine, Umeå University, Sweden
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, SE-205 02 Malmö, Sweden
- Department of Odontology, Umeå University, Sweden
| | - Maria F. Hughes
- Centre of Excellence for Public Health, Queens University Belfast, Grosvenor Road, Belfast BT126JP, UK
| | - Osorio Meirelles
- Laboratory of Genetics, Intramural Research Program, National Institute on Aging, National Institutes of Health, Baltimore, Maryland 21224, USA
| | - Marika Kaakinen
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK
| | - Nabila Bouatia-Naji
- INSERM UMR970, Paris Cardiovascular Research Center PARCC, 56 rue Leblanc, 75015 Paris, France
- University Paris-Descartes, Sorbonne Paris Cité, 12 rue de l'Ecole de medicine, F-75006 Paris, France
| | - Kati Kristiansson
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, 00290 Helsinki, Finland
| | - Sonia Shah
- Genetic Epidemiology Group, Dept. Epidemiology and Public Health, UCL, London, WC1E 6BT, UK
| | - Marcus E. Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
| | - Xiuqing Guo
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA 90502, USA
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Cristiano Fava
- University of Lund, Dept Internal Medicine, Malmo, SE 20502, Sweden
- University of Verona, Dept of Internal Medicine, Verona, Italy 37134
| | - Niclas Eriksson
- Uppsala University, Uppsala Clinical Research Center, SE-75185 Uppsala, Sweden
| | - Ilja M. Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands
| | - Patrik K. Magnusson
- Dept of Medical Epidemiology and Biostatistics, Karolinska Institutet, Box 281, SE-171 77 Stockholm, Sweden
| | - Elias L. Salfati
- Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Loukianos S. Rallidis
- Second Department of Cardiology, Attikon Hospital, School of Medicine, University of Athens, Athens, Greece
| | - Elizabeth Theusch
- Children's Hospital Oakland Research Institute, Oakland, CA 94609, USA
| | - Andrew J.P. Smith
- Department of Cardiovascular Genetics, Institute of Cardiovascular Sciences, University College London, London WC1E 6JF, UK
| | - Lasse Folkersen
- Cardiovascular Research Unit, Center for Molecular Medicine L8:03, Department of Medicine, Karolinska Institutet, 171 76 Stockholm, Sweden
| | - Kate Witkowska
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Tune H. Pers
- Division of Endocrinology, Boston Children's Hospital, Boston, MA 02115, USA
- Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, MA 02115, USA
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
- Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic, Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, 2100, Denmark
- Department of Epidemiology Research, Statens Serum Institut, 2300, Copenhagen, Denmark
| | - Roby Joehanes
- National Heart, Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
| | - Stuart K. Kim
- Dept. Dev. Bio. And Genetics, Stanford University Medical Center, Stanford, CA 94305, USA
| | - Lazaros Lataniotis
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Rick Jansen
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Andrew D. Johnson
- National Heart, Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
- National Heart, Lung and Blood Institute, Cardiovascular Epidemiology and Human Genomics Branch, Bethesda, MD 20814, USA
| | - Helen Warren
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Young Jin Kim
- Center for Genome Science, National Institute of Health, Osong Health Technology Administration Complex, Chungcheongbuk-do, Republic of Korea
| | - Wei Zhao
- Division of Translational Medicine and Human Genetics, Department of Medicine, University of Pennyslvania, USA
| | - Ying Wu
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Bamidele O. Tayo
- Department of Preventive Medicine and Epidemiology, Loyola University Chicago Stritch School of Medicine, Maywood, IL, 60153, USA
| | - Murielle Bochud
- Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Route de la Corniche 10, 1010 Lausanne, Switzerland
| | | | | | | | - Devin Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35086, USA
| | - Linda S. Adair
- Department of Nutrition, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Najaf Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus MC, Rotterdam, 3015CN, The Netherlands
| | - Dan E. Arking
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Tomas Axelsson
- Uppsala University, Department of Medical Sciences, SE-75185 Uppsala, Sweden
| | - Damiano Baldassarre
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy
- Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Beverley Balkau
- INSERM Centre for Research in Epidemiology and Population Health, U1018, Villejuif, France University Paris-Sud, URMS 1018, Villejuif, France
| | | | - Michael R. Barnes
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, UK
- University of Cambridge Metabolic Research Laboratories, Level 4, Institute of Metabolic Science Box 289 Addenbrookes Hospital Cambridge CB2 OQQ, UK
- NIHR Cambridge Biomedical Research Centre, Level 4, Institute of Metabolic Science Box 289 Addenbrookes Hospital Cambridge CB2 OQQ, UK
| | - Stephen Bevan
- School of Life Science, University of Lincoln, Joseph Banks Laboratories, Lincoln LN6 7DL, UK
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA
| | | | - Michael Boehnke
- Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
- Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler St., Suite 453E, Houston, TX 77030, USA
| | - Lori L. Bonnycastle
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Stefan R. Bornstein
- Dept of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Fetscherstrasse 74, 01307 Dresden, Germany
| | - Morris J. Brown
- The Barts Heart Centre, William Harvey Research Institute, Queen Mary University of London, London EC1M 6BQ, UK
| | - Michel Burnier
- Nephrology, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Bugnon 17, 1005 Lausanne, Switzerland
| | - Claudia P. Cabrera
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, EC1M 6BQ, UK
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex UB1 3EU, UK
- Imperial College Healthcare NHS Trust, London, UK
| | - I-Shou Chang
- National Institute of Cancer Research, National Health Research Institutes. 35 Keyan Rd., Zhunan Town, Miaoli County 350, Taiwan
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
- Duke-NUS Graduate Medical School Singapore, Singapore 169857, Singapore
- Department of Ophthalmology, National University of Singapore and National University Health System, Singapore 119228
| | - Peter S. Chines
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Ren-Hua Chung
- Division of Biostatistics and Bioinformatics, Institute of Population Health Sciences, National Health Research Institutes. 35 Keyan Rd., Zhunan Town, Miaoli County 350, Taiwan
| | - Francis S. Collins
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - John M. Connell
- University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Angela Döring
- Institute of Epidemiology I, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | | | - John Danesh
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, UK
- Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK
- NIHR Blood and Transplant Research Unit in Donor Health and Genomics, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Graciela Delgado
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
| | - Anna F. Dominiczak
- BHF Glasgow Cardiovascular Research Centre, Institute of Cardiovascular and Medical Sciences, University of Glasgow, 126 University Place, Glasgow, G12 8QT, UK
| | - Alex S.F. Doney
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Fotios Drenos
- Department of Cardiovascular Genetics, Institute of Cardiovascular Sciences, University College London, London WC1E 6JF, UK
| | - Sarah Edkins
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, UK
| | - John D. Eicher
- National Heart, Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
- National Heart, Lung and Blood Institute, Cardiovascular Epidemiology and Human Genomics Branch, Bethesda, MD 20814, USA
| | - Roberto Elosua
- Cardiovascular Epidemiology and Genetics. IMIM (Institut Hospital del Mar d'Investigacions Mèdiques), Barcelona, Spain
| | - Stefan Enroth
- Department of Immunology, Genetics and Pathology, University of Uppsala, Box 815, Biomerical center, 751 08 Uppsala, Sweden
- Science for Life Laboratory, University of Uppsala, Box 815, Biomerical center, 751 08 Uppsala, Sweden
| | - Jeanette Erdmann
- Institut für Integrative und Experimentelle Genomik, Universiät zu Lübeck, RatzeburgerAllee 160, 23538 Lübeck, Germany
- Deutsches Zentrum für Herz-Kreislauf-Forschung (DZHK), partner site Hamburg, Kiel, Lübeck, Universität zu Lübeck, Lübeck, Germany
| | - Per Eriksson
- Cardiovascular Research Unit, Center for Molecular Medicine L8:03, Department of Medicine, Karolinska Institutet, 171 76 Stockholm, Sweden
| | - Tonu Esko
- Estonian Genome Center, University of Tartu, Tartu, 51010, Estonia
- Divisions of Endocrinology/Children's Hospital, Boston, MA 02115, USA
- Broad Institute of Harvard and MIT, Cambridge, MA 02139 USA
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110, Greece
| | - Alun Evans
- Centre of Excellence for Public Health, Queens University Belfast, Grosvenor Road, Belfast BT126JP, UK
| | - Tove Fall
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Martin Farrall
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DU, UK
| | - Janine F. Felix
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Jean Ferrières
- Toulouse University School of Medicine, Rangueil University Hospital, INSERM UMR1027, Toulouse, France
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore MD, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, University of Texas Health Science Center at Houston, TX, USA
| | - Terrence Forrester
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston 7, Jamaica
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Oscar H. Franco Duran
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Anders Franco-Cereceda
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110, Greece
| | - Ross M. Fraser
- Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
- Synpromics Ltd, 9 Bioquarter, Little France Road, Edinburgh, EH16 4UX, Scotland
| | - Santhi K. Ganesh
- University of Michigan Medical School, 7220 MSRB III, Ann Arbor MI 48109, USA
| | - He Gao
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
| | - Karl Gertow
- Cardiovascular Research Unit, Center for Molecular Medicine L8:03, Department of Medicine, Karolinska Institutet, 171 76 Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - Francesco Gianfagna
- EPIMED Research Centre - Epidemiology and Preventive Medicine, Department of Clinical and Experimental Medicine, University of Insubria, Varese, Italy
- Department of Epidemiology and Prevention, IRCCS Istituto Neurologico Mediterraneo NEUROMED, 86077 Pozzilli, Italy
| | - Bruna Gigante
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Franco Giulianini
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Ave. East, Boston, MA 02215, USA
| | - Anuj Goel
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DU, UK
| | - Alison H. Goodall
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK
- National Institute for Health Research Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Mark O. Goodarzi
- Division of Endocrinology, Diabetes and Metabolism, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Mathias Gorski
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University of Regensburg, Franz-Josef-Strauss-Allee 11, 93053 Regensburg, Germany
- Department of Nephrology, University Hospital Regensburg, Franz-Josef-Strauss-Allee 11, 93053 Regensburg, Germany
| | - Jürgen Gräßler
- Department of Medicine III, Division Pathobiochemistry, Technische Universität Dresden, Dresden, Germany
| | - Christopher Groves
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, University of Uppsala, Box 815, Biomerical center, 751 08 Uppsala, Sweden
- Science for Life Laboratory, University of Uppsala, Box 815, Biomerical center, 751 08 Uppsala, Sweden
| | - Göran Hallmans
- Department of Public Health and Clinical Medicine, Umeå University, Sweden
| | - Anna-Liisa Hartikainen
- Institute of Clinical Medicine/Obstetrics and Gynaecology, University of Oulu, Oulu, Finland
- Medical Research Center, Oulu University Hospital, Oulu, Finland
| | - Maija Hassinen
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Aki S. Havulinna
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
| | - Caroline Hayward
- Institute of Genetics and Molecular Medicine, Western General Hospital, Edinburgh, EH4 2XU Scotland, UK
| | - Serge Hercberg
- UREN, INSERM U557, INRA U1125, CNAM, SMBH, Sorbonne Paris Cité, Université Paris 13, Bobigny, France
| | - Karl-Heinz Herzig
- Institute of Biomedicine, University of Oulu, Medical Research Center Oulu and Oulu University Hospital, Finland
- Biocenter Oulu, P.O.Box 5000, Aapistie 5A, FI-90014 University of Oulu, Finland
- Department of Gastroenterology and Metabolism, Poznan University of Medical Sciences, Poznan, Poland
| | - Andrew A. Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, 39100, Italy - affiliated institute of the University of Lübeck, Germany
| | - Aroon D. Hingorani
- Genetic Epidemiology Group, Dept. Epidemiology and Public Health, UCL, London, WC1E 6BT, UK
| | - Joel N. Hirschhorn
- Division of Endocrinology, Boston Children's Hospital, Boston, MA 02115, USA
- Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, MA 02115, USA
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
- Department of Genetics, Harvard Medical School, Boston, 02115, USA
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jostein Holmen
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, 7600 Levanger, Norway
| | - Oddgeir Lingaas Holmen
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, 7600 Levanger, Norway
- St. Olav Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Phil Howard
- Department of Cardiovascular Genetics, Institute of Cardiovascular Sciences, University College London, London WC1E 6JF, UK
| | - Chao A. Hsiung
- Division of Biostatistics and Bioinformatics, Institute of Population Health Sciences, National Health Research Institutes. 35 Keyan Rd., Zhunan Town, Miaoli County 350, Taiwan
| | - Steven C. Hunt
- Cardiovascular Genetics Division, University of Utah School of Medicine, Salt Lake City, Utah, USA
- Department of Genetic Medicine, Weill Cornell Medical College Qatar, Doha, Qatar
| | - M. Arfan Ikram
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of Radiology, Erasmus MC, The Netherlands
- Department of Neurology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover 30625, Germany
- Hannover Medical School, Institute for Human Genetics, Carl-Neuberg-Strasse 1, 30625 Hanover, Germany
| | | | - Richard A. Jensen
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler St., Suite 453E, Houston, TX 77030, USA
- Department of Medicine, University of Washington, Seattle, Washington 98101, USA
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere 33521, Finland
| | - Hyun Kang
- Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
- Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Sekar Kathiresan
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Cardiology Division, Department of Medicine, Massachusetts General Hospital
| | - Brendan J. Keating
- Division of Transplantation, Department of Surgery, University of Pennsylvania, PA 19104 USA
- Department of Pediatrics, University of Pennsylvania, Philadelphia, PA, USA
| | - Kay-Tee Khaw
- Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge, Cambridge CB2 2SR, UK
| | - Yun Kyoung Kim
- Center for Genome Science, National Institute of Health, Osong Health Technology Administration Complex, Chungcheongbuk-do, Republic of Korea
| | - Eric Kim
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA 90502, USA
| | - Mika Kivimaki
- Genetic Epidemiology Group, Dept. Epidemiology and Public Health, UCL, London, WC1E 6BT, UK
| | - Norman Klopp
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover 30625, Germany
| | - Genovefa Kolovou
- 1st Cardiology Department, Onassis Cardiac Surgery Center 356, Sygrou Ave, Athens, Greece
| | | | - Jaspal S. Kooner
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex UB1 3EU, UK
- Imperial College Healthcare NHS Trust, London, UK
- National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus, Ducane Road, London W12 0NN, UK
| | - Gulum Kosova
- Broad Institute of Harvard and MIT, Cambridge, MA 02139 USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Ronald M. Krauss
- Department of Medicine, Children's Hospital Oakland Research Institute, Oakland, CA 94609, USA
| | - Diana Kuh
- MRC Unit for Lifelong Health and Ageing at UCL, London, WC1B 5JU, UK
| | - Zoltan Kutalik
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Kirsti Kvaløy
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, 7600 Levanger, Norway
| | - Timo A Lakka
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio Campus, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Nanette R. Lee
- Office of Population Studies Foundation Inc., Talamban, Cebu City, 6000, Philippines
- Department of Anthropology, Sociology, and History, University of San Carlos, Talamban, Cebu City, 6000, Philippines
| | - I-Te Lee
- Division of Endocrine and Metabolism, Department of Internal Medicine, Chichung Veterans General Hospital, Taichung 40705, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Wen-Jane Lee
- Department of Medical Research, Taichung Veterans General Hospital, Taichung 407, Taiwan
| | - Daniel Levy
- National Heart, Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
- Population Sciences Branch, National Heart Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Xiaohui Li
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA 90502, USA
| | - Kae-Woei Liang
- Cardiovascular Center, Taichung Veterans General Hospital, Taichung, 40705, Taiwan
- Institute of Clinical Medicine, National Yang Ming University School of Medicine, Taipei 112, Taiwan
| | - Honghuang Lin
- National Heart, Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
- Section of Computational Biomedicine, Department of Medicine, Boston University School of Medicine, Boston, 02446 MA, USA
| | - Li Lin
- Cardiology, Department of Medicine, Geneva University Hospital, Rue Gabrielle-Perret-Gentil 4, 1211 Geneva 14, Switzerland
| | - Jaana Lindström
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
| | - Stéphane Lobbens
- European Genomic Institute for Diabetes (EGID), FR 3508 Lille, France
- Centre National de la Recherche Scientifique (CNRS) UMR 8199, Lille Pasteur Institute, 1 rue du Prof Calmette, 59019 Lille Cedex, France
- Lille 2 University, Lille, France
| | - Satu Männistö
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
| | - Gabriele Müller
- Center for Evidence-based Healthcare, University of Dresden, Medical Faculty Carl Gustav Carus, Fetscherstrasse 74, 01307 Dresden, Germany
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians University, Munich, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology, Ludwig-Maximilians-Universität, München 81377, Germany
| | - François Mach
- Cardiology, Department of Medicine, Geneva University Hospital, Rue Gabrielle-Perret-Gentil 4, 1211 Geneva 14, Switzerland
| | - Hugh S. Markus
- Neurology Unit, University of Cambridge, R3, Box 83, Cambridge Biomedical Campus, Cambridge, Cb2 0QQ, UK
| | - Eirini Marouli
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Department of Dietetics-Nutrition, Harokopio University, 70 El. Venizelou Str, Athens, Greece
| | - Mark I. McCarthy
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Colin A. McKenzie
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston 7, Jamaica
| | - Pierre Meneton
- INSERM U1142 LIMICS, UMR_S 1142 Sorbonne Universités, UPMC Université Paris 06, Université Paris 13, Paris, France
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, 51010, Estonia
| | - Vladan Mijatovic
- Department of Life and Reproduction Sciences, University of Verona, Strada le Grazie 8, 37134 Verona, Italy
| | - Leena Moilanen
- Department of Medicine, Kuopio University Hospital, Kuopio, Finland
- Unit of General Practice, Oulu University Hospital, Oulu, Finland
| | - May E. Montasser
- Department of Medicine, Program for Personalized and Genomic Medicine, University of Maryland, School of Medicine, Baltimore, Maryland 21201, USA
| | - Andrew D. Morris
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Alanna C. Morrison
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler St., Suite 453E, Houston, TX 77030, USA
| | - Antonella Mulas
- Istituto di Ricerca Genetica e Biomedica (IRGB), Consiglio Nazionale delle Ricerche, c/o Cittadella Universitaria di Monseratto, Monserrato, Cagliari 09042, Italy
| | - Ramaiah Nagaraja
- Laboratory of Genetics, Intramural Research Program, National Institute on Aging, National Institutes of Health, Baltimore, Maryland 21224, USA
| | - Narisu Narisu
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | - Kjell Nikus
- Department of Cardiology, School of Medicine, University of Tampere, Tampere 33014, Finland
- School of Medicine, University of Tampere, Tampere 33014, Finland
| | - Christopher J. O'Donnell
- National Heart, Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
- Cardiology Division, Department of Medicine, Massachusetts General Hospital
- National Heart, Lung and Blood Institute, Division of Intramural Research, Bethesda, MD, USA
| | - Paul F. O'Reilly
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK
| | - Ken K. Ong
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Fred Paccaud
- Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Route de la Corniche 10, 1010 Lausanne, Switzerland
| | - Cameron D. Palmer
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
- Divisions of Endocrinology, Children's Hospital Boston, Massachusetts 02115, USA
- Genetics and Program in Genomics, Children's Hospital Boston, Massachusetts 02115, USA
| | - Afshin Parsa
- Department of Medicine, Program for Personalized and Genomic Medicine, University of Maryland, School of Medicine, Baltimore, Maryland 21201, USA
| | - Nancy L. Pedersen
- Dept of Medical Epidemiology and Biostatistics, Karolinska Institutet, Box 281, SE-171 77 Stockholm, Sweden
| | - Brenda W. Penninx
- Department of Psychiatry, EMGO Institute, Neuroscience Campus, VU University Medical Centre, Van der Boechorststraat 7, 1081 BT Amsterdam, The Netherlands
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands
- Department of Psychiatry, Leiden University Medical Centre, P.O. Box 9600, 2300 RC Leiden, The Netherlands
| | - Markus Perola
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, 00290 Helsinki, Finland
- Estonian Genome Center, University of Tartu, Tartu, 51010, Estonia
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum München, Neuherberg 85764, Germany
| | - Neil Poulter
- International Centre for Circulatory Health, Imperial College London, W2 1PG, UK
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, 39100, Italy - affiliated institute of the University of Lübeck, Germany
- Department of Neurology, General Central Hospital, Bolzano, 39100, Italy
- Department of Neurology, University of Lübeck, Lübeck, Germany
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Services, University of Washington, Seattle, WA
- Group Health Research Institute, Group Health Cooperative, Seattle, WA
| | - Thomas Quertermous
- Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Dabeeru C. Rao
- Division of Biostatistics, Washington University School of Medicine, Saint Louis, MO, 63110, USA
| | - Asif Rasheed
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - N William N.W.R. Rayner
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, CB10 1SA, Hinxton, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Frida Renström
- Department of Public Health and Clinical Medicine, Umeå University, Sweden
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, SE-205 02 Malmö, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, MA, USA
| | - Rainer Rettig
- Institute of Physiology, University Medicine Greifswald, Greifswald, Germany
| | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Robert Roberts
- University of Ottawa Heart Institute, Cardiovascular Research Methods Centre Ontario, Canada
- Ruddy Canadian Cardiovascular Genetics Centre, Ontario, Canada
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Ave. East, Boston, MA 02215, USA
| | - Jacques Rossouw
- National Heart, Lung, and Blood Institute, 6701 Rockledge Ave., Bethesda, MD 20892, USA
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK
- Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica (IRGB), Consiglio Nazionale delle Ricerche, c/o Cittadella Universitaria di Monseratto, Monserrato, Cagliari 09042, Italy
| | | | - Heribert Schunkert
- Deutsches Herzzentrum München, Germany
- Technische Universität München, Germany
- Deutsches Zentrum für Herz-Kreislauf-Forschung (DZHK), München, Germany
- Munich Heart Alliance, Germany
| | - Sylvain Sebert
- Biocenter Oulu, P.O.Box 5000, Aapistie 5A, FI-90014 University of Oulu, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
- Center For Life-course Health Research, P.O.Box 5000, FI-90014 University of Oulu, Finland
| | - Wayne H.-H. Sheu
- Division of Endocrine and Metabolism, Department of Internal Medicine, Chichung Veterans General Hospital, Taichung 40705, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
- College of Medicine, National Defense Medical Center, Taipei, Taiwan
| | - Young-Ah Shin
- Center for Genome Science, National Institute of Health, Osong Health Technology Administration Complex, Chungcheongbuk-do, Republic of Korea
| | - Xueling Sim
- Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
- Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore 117597
| | - Johannes H. Smit
- Department of Psychiatry, EMGO Institute, Neuroscience Campus, VU University Medical Centre, Van der Boechorststraat 7, 1081 BT Amsterdam, The Netherlands
| | - Albert V. Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Maria X. Sosa
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Alena Stančáková
- University of Eastern Finland and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Alice Stanton
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin 4, Ireland
| | - Kathleen E. Stirrups
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Department of Haematology, University of Cambridge, Cambridge, UK
| | - Heather M. Stringham
- Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
- Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Johan Sundstrom
- Uppsala University, Department of Medical Sciences, SE-75185 Uppsala, Sweden
| | - Amy J. Swift
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, MD 20892, USA
| | | | - E-Shyong Tai
- Duke-NUS Graduate Medical School Singapore, Singapore 169857, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore 117597
- Department of Medicine, National University of Singapore and National University Health System, Singapore 119228, Singapore
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, Baltimore MD, USA
| | - Kirill V. Tarasov
- Laboratory of Cardiovascular Science, Intramural Research Program, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, 21224, USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Unnur Thorsteinsdottir
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Martin D. Tobin
- Department of Health Sciences, University of Leicester, University Rd, Leicester LE1 7RH, UK
| | - Elena Tremoli
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy
- Centro Cardiologico Monzino, IRCCS, Milan, Italy
| | - Andre G. Uitterlinden
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
- Department of internal medicine, Erasmus MC, Rotterdam, 3000CA, The Netherlands
| | - Matti Uusitupa
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Finland
- Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - Ahmad Vaez
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands
- Research Institute for Primordial Prevention of Non-communicable Disease, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Dhananjay Vaidya
- Johns Hopkins Medical Institutions, 1830 East Monument St., Baltimore, MD 21287, USA
| | - Cornelia M. van Duijn
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
- Centre of Medical Systems Biology (CMSB 1-2), NGI Erasmus Medical Center, Rotterdam, The Netherlands
| | - Erik P.A. van Iperen
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, Amsterdam, The Netherlands
- Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, Utrecht, The Netherlands
| | - Ramachandran S. Vasan
- National Heart, Lung and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
- Section of Preventive medicine, Department of Medicine, Boston University School of Medicine, Boston, 02446 MA, USA
- Cardiology, Department of Medicine, Boston University School of Medicine, Boston, 02446 MA, USA
| | - Germaine C. Verwoert
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, P.O.Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Jarmo Virtamo
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
| | - Veronique Vitart
- Institute of Genetics and Molecular Medicine, Western General Hospital, Edinburgh, EH4 2XU Scotland, UK
| | - Benjamin F. Voight
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
- Department of Pharmacology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Peter Vollenweider
- Department of Internal medicine, University Hospital Lausanne, Lausanne, Switzerland
| | - Aline Wagner
- Department of Epidemiology and Public Health, EA3430, University of Strasbourg, Strasbourg, France
| | - Louise V. Wain
- Department of Health Sciences, University of Leicester, University Rd, Leicester LE1 7RH, UK
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Hugh Watkins
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DU, UK
| | - Alan B. Weder
- Division of Cardiovascular Medicine, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Harm-Jan Westra
- University Medical Center Groningen, University of Groningen, Groningen, 9700RB, The Netherlands
| | - Rainford Wilks
- Epidemiology Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston 7, Jamaica
| | - Tom Wilsgaard
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
- Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - James F. Wilson
- Institute for Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
- Institute of Genetics and Molecular Medicine, Western General Hospital, Edinburgh, EH4 2XU Scotland, UK
| | - Tien Y. Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
- Duke-NUS Graduate Medical School Singapore, Singapore 169857, Singapore
- Department of Ophthalmology, National University of Singapore and National University Health System, Singapore 119228
| | - Tsun-Po Yang
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- MRC Cancer Unit, University of Cambridge, Cambridge, UK
| | - Jie Yao
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA 90502, USA
| | - Loic Yengo
- European Genomic Institute for Diabetes (EGID), FR 3508 Lille, France
- Centre National de la Recherche Scientifique (CNRS) UMR 8199, Lille Pasteur Institute, 1 rue du Prof Calmette, 59019 Lille Cedex, France
- Lille 2 University, Lille, France
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
- Department of Cardiology, Ealing Hospital NHS Trust, Uxbridge Road, Southall, Middlesex UB1 3EU, UK
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Xiaofeng Zhu
- Department of Epidemiology and Biostatistics, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Pascal Bovet
- Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Route de la Corniche 10, 1010 Lausanne, Switzerland
- Ministry of Health, Victoria, Republic of Seychelles
| | - Richard S. Cooper
- Department of Preventive Medicine and Epidemiology, Loyola University Chicago Stritch School of Medicine, Maywood, IL, 60153, USA
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Danish Saleheen
- Center for Non-Communicable Diseases, Karachi, Pakistan
- Department of Biostatistics and Epidemiology, University of Pennsylvania, USA
| | - Jong-Young Lee
- Center for Genome Science, National Institute of Health, Osong Health Technology Administration Complex, Chungcheongbuk-do, Republic of Korea
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
| | - Hinco J. Gierman
- Dept. Dev. Bio. And Genetics, Stanford University Medical Center, Stanford, CA 94305, USA
- Enterprise Informatics, Illumina Inc., Santa Clara CA, 95050, USA
| | - Cristen J. Willer
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Human Genetics, University of Michigan, Ann Arbor, Michigan, USA
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, 9711, The Netherlands
| | - G Kees Hovingh
- Dept Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Kent D. Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA 90502, USA
| | - George Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, 70 El. Venizelou Str, Athens, Greece
| | - Peter Sever
- International Centre for Circulatory Health, Imperial College London, W2 1PG, UK
| | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing at UCL, London, WC1B 5JU, UK
| | - Lars Lind
- Uppsala University, Department of Medical Sciences, SE-75185 Uppsala, Sweden
| | | | - Inger Njølstad
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
- Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Peter EH. Schwarz
- Dept of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Fetscherstrasse 74, 01307 Dresden, Germany
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands
| | - Mark J. Caulfield
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Olle Melander
- University of Lund, Dept Internal Medicine, Malmo, SE 20502, Sweden
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, 70210 Kuopio, Finland
| | - Juha Saltevo
- Department of Medicine, Central Finland Health Care District, Jyväskylä, Finland
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Jaakko Tuomilehto
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
- Dasman Diabetes Institute, Dasman, 15462 Kuwait
- Saudi Diabetes Research Group, King Abdulaziz University, 21589 Jeddah, Saudi Arabia
- Centre for Vascular Prevention, Danube-University Krems, 3500 Krems, Austria
| | - Erik Ingelsson
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Kristian Hveem
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, 7600 Levanger, Norway
| | - Walter Palmas
- Department of Medicine, Columbia University, 622 West 168th St., New York, NY 10032, USA
| | - Winfried März
- Synlab Academy, Synlab Services GmbH, P5, 7, 68161 Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, 8036 Graz, Austria
| | - Meena Kumari
- Genetic Epidemiology Group, Dept. Epidemiology and Public Health, UCL, London, WC1E 6BT, UK
| | - Veikko Salomaa
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
| | - Yii-Der I. Chen
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA 90502, USA
| | - Jerome I. Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, 1124 W. Carson Street, Torrance, CA 90502, USA
| | - Philippe Froguel
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK
- European Genomic Institute for Diabetes (EGID), FR 3508 Lille, France
- Centre National de la Recherche Scientifique (CNRS) UMR 8199, Lille Pasteur Institute, 1 rue du Prof Calmette, 59019 Lille Cedex, France
- Lille 2 University, Lille, France
| | - Marjo-Riitta Jarvelin
- Biocenter Oulu, P.O.Box 5000, Aapistie 5A, FI-90014 University of Oulu, Finland
- Center For Life-course Health Research, P.O.Box 5000, FI-90014 University of Oulu, Finland
- MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, Norfolk Place, London W2 1PG, UK
- Unit of Primary Care, Oulu University Hospital, Kajaanintie 50, P.O.Box 20, FI-90220 Oulu, 90029 OYS, Finland
| | - Edward G. Lakatta
- Laboratory of Cardiovascular Science, Intramural Research Program, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, 21224, USA
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, FI-00271 Helsinki, Finland
| | - Paul W. Franks
- Department of Public Health and Clinical Medicine, Umeå University, Sweden
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, SE-205 02 Malmö, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, MA, USA
| | - Anders Hamsten
- Cardiovascular Research Unit, Center for Molecular Medicine L8:03, Department of Medicine, Karolinska Institutet, 171 76 Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden
| | - H.-Erich Wichmann
- Institute of Epidemiology I, Helmholtz Zentrum München, Neuherberg 85764, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology, Ludwig-Maximilians-Universität, München 81377, Germany
- Grosshadern, Klinikum, München 81377, Germany
| | - Colin N.A. Palmer
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Kari Stefansson
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Ave. East, Boston, MA 02215, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Ruth J.F. Loos
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Mindich Child health Development Institute, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Panos Deloukas
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Department of Biostatistics, University of Liverpool, Liverpool L69 3GA, UK
| | - Christopher Newton-Cheh
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
- Broad Institute of Harvard and MIT, Cambridge, MA 02139 USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Patricia B. Munroe
- Clinical Pharmacology, William Harvey Research Institute, Queen Mary University of London, London, EC1M 6BQ, UK
- NIHR Barts Cardiovascular Biomedical Research Unit, Queen Mary University of London, London, EC1M 6BQ, UK
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