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Lanktree MB, Guo Y, Murtaza M, Glessner JT, Bailey SD, Onland-Moret NC, Lettre G, Ongen H, Rajagopalan R, Johnson T, Shen H, Nelson CP, Klopp N, Baumert J, Padmanabhan S, Pankratz N, Pankow JS, Shah S, Taylor K, Barnard J, Peters BJ, M. Maloney C, Lobmeyer MT, Stanton A, Zafarmand MH, Romaine SP, Mehta A, van Iperen EP, Gong Y, Price TS, Smith EN, Kim CE, Li YR, Asselbergs FW, Atwood LD, Bailey KM, Bhatt D, Bauer F, Behr ER, Bhangale T, Boer JM, Boehm BO, Bradfield JP, Brown M, Braund PS, Burton PR, Carty C, Chandrupatla HR, Chen W, Connell J, Dalgeorgou C, Boer AD, Drenos F, Elbers CC, Fang JC, Fox CS, Frackelton EC, Fuchs B, Furlong CE, Gibson Q, Gieger C, Goel A, Grobbee DE, Hastie C, Howard PJ, Huang GH, Johnson WC, Li Q, Kleber ME, Klein BE, Klein R, Kooperberg C, Ky B, LaCroix A, Lanken P, Lathrop M, Li M, Marshall V, Melander O, Mentch FD, J. Meyer N, Monda KL, Montpetit A, Murugesan G, Nakayama K, Nondahl D, Onipinla A, Rafelt S, Newhouse SJ, Otieno FG, Patel SR, Putt ME, Rodriguez S, Safa RN, Sawyer DB, Schreiner PJ, Simpson C, Sivapalaratnam S, Srinivasan SR, Suver C, et alLanktree MB, Guo Y, Murtaza M, Glessner JT, Bailey SD, Onland-Moret NC, Lettre G, Ongen H, Rajagopalan R, Johnson T, Shen H, Nelson CP, Klopp N, Baumert J, Padmanabhan S, Pankratz N, Pankow JS, Shah S, Taylor K, Barnard J, Peters BJ, M. Maloney C, Lobmeyer MT, Stanton A, Zafarmand MH, Romaine SP, Mehta A, van Iperen EP, Gong Y, Price TS, Smith EN, Kim CE, Li YR, Asselbergs FW, Atwood LD, Bailey KM, Bhatt D, Bauer F, Behr ER, Bhangale T, Boer JM, Boehm BO, Bradfield JP, Brown M, Braund PS, Burton PR, Carty C, Chandrupatla HR, Chen W, Connell J, Dalgeorgou C, Boer AD, Drenos F, Elbers CC, Fang JC, Fox CS, Frackelton EC, Fuchs B, Furlong CE, Gibson Q, Gieger C, Goel A, Grobbee DE, Hastie C, Howard PJ, Huang GH, Johnson WC, Li Q, Kleber ME, Klein BE, Klein R, Kooperberg C, Ky B, LaCroix A, Lanken P, Lathrop M, Li M, Marshall V, Melander O, Mentch FD, J. Meyer N, Monda KL, Montpetit A, Murugesan G, Nakayama K, Nondahl D, Onipinla A, Rafelt S, Newhouse SJ, Otieno FG, Patel SR, Putt ME, Rodriguez S, Safa RN, Sawyer DB, Schreiner PJ, Simpson C, Sivapalaratnam S, Srinivasan SR, Suver C, Swergold G, Sweitzer NK, Thomas KA, Thorand B, Timpson NJ, Tischfield S, Tobin M, Tomaszweski M, Verschuren WM, Wallace C, Winkelmann B, Zhang H, Zheng D, Zhang L, Zmuda JM, Clarke R, Balmforth AJ, Danesh J, Day IN, Schork NJ, de Bakker PI, Delles C, Duggan D, Hingorani AD, Hirschhorn JN, Hofker MH, Humphries SE, Kivimaki M, Lawlor DA, Kottke-Marchant K, Mega JL, Mitchell BD, Morrow DA, Palmen J, Redline S, Shields DC, Shuldiner AR, Sleiman PM, Smith GD, Farrall M, Jamshidi Y, Christiani DC, Casas JP, Hall AS, Doevendans PA, D. Christie J, Berenson GS, Murray SS, Illig T, Dorn GW, Cappola TP, Boerwinkle E, Sever P, Rader DJ, Reilly MP, Caulfield M, Talmud PJ, Topol E, Engert JC, Wang K, Dominiczak A, Hamsten A, Curtis SP, Silverstein RL, Lange LA, Sabatine MS, Trip M, Saleheen D, Peden JF, Cruickshanks KJ, März W, O'Connell JR, Klungel OH, Wijmenga C, Maitland-van der Zee AH, Schadt EE, Johnson JA, Jarvik GP, Papanicolaou GJ, Hugh Watkins on behalf of PROCARDIS, Grant SF, Munroe PB, North KE, Samani NJ, Koenig W, Gaunt TR, Anand SS, van der Schouw YT, Meena Kumari on behalf of the Whitehall II Study and the WHII 50K Group, Soranzo N, FitzGerald GA, Reiner A, Hegele RA, Hakonarson H, Keating BJ. Meta-analysis of Dense Genecentric Association Studies Reveals Common and Uncommon Variants Associated with Height. Am J Hum Genet 2011; 88:6-18. [PMID: 21194676 PMCID: PMC3014369 DOI: 10.1016/j.ajhg.2010.11.007] [Show More Authors] [Citation(s) in RCA: 108] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2010] [Revised: 10/22/2010] [Accepted: 11/12/2010] [Indexed: 01/13/2023] Open
Abstract
Height is a classic complex trait with common variants in a growing list of genes known to contribute to the phenotype. Using a genecentric genotyping array targeted toward cardiovascular-related loci, comprising 49,320 SNPs across approximately 2000 loci, we evaluated the association of common and uncommon SNPs with adult height in 114,223 individuals from 47 studies and six ethnicities. A total of 64 loci contained a SNP associated with height at array-wide significance (p < 2.4 × 10(-6)), with 42 loci surpassing the conventional genome-wide significance threshold (p < 5 × 10(-8)). Common variants with minor allele frequencies greater than 5% were observed to be associated with height in 37 previously reported loci. In individuals of European ancestry, uncommon SNPs in IL11 and SMAD3, which would not be genotyped with the use of standard genome-wide genotyping arrays, were strongly associated with height (p < 3 × 10(-11)). Conditional analysis within associated regions revealed five additional variants associated with height independent of lead SNPs within the locus, suggesting allelic heterogeneity. Although underpowered to replicate findings from individuals of European ancestry, the direction of effect of associated variants was largely consistent in African American, South Asian, and Hispanic populations. Overall, we show that dense coverage of genes for uncommon SNPs, coupled with large-scale meta-analysis, can successfully identify additional variants associated with a common complex trait.
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Affiliation(s)
- Matthew B. Lanktree
- Department of Medicine and Biochemistry, University of Western Ontario, London, Ontario, N6A 5C1, Canada
| | - Yiran Guo
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Beijing Genomics Institute at Shenzhen, Shenzhen, China
| | - Muhammed Murtaza
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - Joseph T. Glessner
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Swneke D. Bailey
- Department of Human Genetics, McGill University, Montréal, Québec, H3A 1B1, Canada
| | - N. Charlotte Onland-Moret
- Complex Genetics Section, Department of Medical Genetics (DBG) University Medical Center Utrecht, Utrecht STR 6, The Netherlands
| | - Guillaume Lettre
- Montréal Heart Institute, Université de Montréal, Montréal, Québec, H1T 1C8, Canada
| | - Halit Ongen
- The Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - Ramakrishnan Rajagopalan
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, 98195, USA
| | - Toby Johnson
- Clinical Pharmacology and Barts and the London Genome,Centre, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - Haiqing Shen
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, 21201, USA
| | - Christopher P. Nelson
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK
- Leicester National Institute of Health Research Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK
| | - Norman Klopp
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Jens Baumert
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Sandosh Padmanabhan
- BHF Glasgow Cardiovascular Research Centre, Division of Cardiovascular and Medical Sciences, University of Glasgow, Western Infirmary, Glasgow G12 8TA, UK
| | - Nathan Pankratz
- Department of Medical and Molecular Genetics, Indiana University, School of Medicine, 410 West 10th Street, HS4000, Indianapolis, IN 46202, USA
- Division of Epidemiology & Community Health, University of Minnesota, Minneapolis, MN 55454, USA
| | - James S. Pankow
- Division of Epidemiology & Community Health, University of Minnesota, Minneapolis, MN 55454, USA
| | - Sonia Shah
- UCL Genetic Institute, University College London, London WC1E 6BT, UK
| | - Kira Taylor
- Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - John Barnard
- Department of Quantitative Health Sciences, The Cleveland Clinic Foundation, 9500 Euclid Avenue, Cleveland, OH 44195, USA
| | - Bas J. Peters
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3508 TC Utrecht, The Netherlands
| | - Cliona M. Maloney
- Department of Genetics, Rosetta Inpharmatics, Seattle, WA 98109-5234, USA
| | | | - Alice Stanton
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - M. Hadi Zafarmand
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands
| | - Simon P.R. Romaine
- Leeds Institute of Genetics Health & Therapeutics, University of Leeds, Leeds LS2 9JT, UK
| | - Amar Mehta
- Department of Environmental Health, Environmental and Occupational Medicine and Epidemiology Program, Harvard School of Public Health, Boston, MA 02115 USA
| | - Erik P.A. van Iperen
- Durrer Center for Cardiogenetic Research, Amsterdam, The Netherlands
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, University of Amsterdam, 1007 MB Amsterdam, The Netherlands
| | - Yan Gong
- Center for Pharmacogenomics, College of Pharmacy, University of Florida, FL 32610 USA
| | - Tom S. Price
- MRC SGDP Centre, Institute of Psychiatry, London SE5 8AF, UK
| | - Erin N. Smith
- Scripps Genomic Medicine and Scripps Translational Science Institute, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA 92037, USA
| | - Cecilia E. Kim
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Yun R. Li
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Folkert W. Asselbergs
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands
- Complex Genetics Section, Department of Medical Genetics (DBG) University Medical Center Utrecht, Utrecht STR 6, The Netherlands
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands
| | - Larry D. Atwood
- Framingham Heart Study, Boston University School of Medicine, Boston, MA 02118-2526, USA
| | - Kristian M. Bailey
- Leeds Institute of Genetics Health & Therapeutics, University of Leeds, Leeds LS2 9JT, UK
| | - Deepak Bhatt
- Harvard Medical School, Cambridge, MA 02115, USA
| | - Florianne Bauer
- Complex Genetics Section, Department of Medical Genetics (DBG) University Medical Center Utrecht, Utrecht STR 6, The Netherlands
| | - Elijah R. Behr
- Division of Cardiovascular Sciences, St George's University of London, London SW17 0RE, UK
| | - Tushar Bhangale
- Department of Bioinformatics and Computational Biology, Genentech Inc, South San Francisco
| | - Jolanda M.A. Boer
- National Institute for Public Health and the Environment (RIVM), 3720 BA Bilthoven, The Netherlands
| | - Bernhard O. Boehm
- Division of Endocrinology, Diabetes and Metabolism, Centre of Excellence Baden-Wuerttemberg, Metabolic Diseases, Ulm University, D - 89081 Ulm, Germany
| | - Jonathan P. Bradfield
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Morris Brown
- Clinical Pharmacology and the Cambridge Institute of Medical Research, University of Cambridge, Addenbrooke's Hospital, Cambridge CB2 0SP, UK
| | - Peter S. Braund
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK
- Leicester National Institute of Health Research Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK
| | - Paul R. Burton
- Department of Health Sciences, University of Leicester, Adrian Building, University Rd., Leicester LE1 7RH, UK
| | - Cara Carty
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Hareesh R. Chandrupatla
- Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
| | - Wei Chen
- Department of Epidemiology, 1440 Canal Street, Suite 1829, Tulane University, New Orleans, LA 70112-2750, USA
| | - John Connell
- University of Dundee, Medical School, Ninewells Hospital and Medical School, DD1 9SY Dundee, UK
| | - Chrysoula Dalgeorgou
- Division of Clinical Developmental Sciences, St George's University of London SW17 0RE, London, UK
| | - Anthonius de Boer
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3508 TC Utrecht, The Netherlands
| | - Fotios Drenos
- Centre for Cardiovascular Genetics, Department of Medicine, University College London, 5 University Street, London WC1E 6JF, UK
| | - Clara C. Elbers
- Complex Genetics Section, Department of Medical Genetics (DBG) University Medical Center Utrecht, Utrecht STR 6, The Netherlands
| | - James C. Fang
- Cardiovascular Medicine, Case Western Reserve University, Cleveland, OH 44106,USA
| | - Caroline S. Fox
- Framingham Heart Study, Boston University School of Medicine, Boston, MA 02118-2526, USA
| | - Edward C. Frackelton
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Barry Fuchs
- University of Pennsylvania Medical Center, Pulmonary, Allergy & Critical Care Division, Philadelphia, PA 19104-6160, USA
| | - Clement E. Furlong
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, 98195, USA
| | - Quince Gibson
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, 21201, USA
| | - Christian Gieger
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Anuj Goel
- The Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
- Department of Cardiovascular Medicine, University of Oxford, Level 6 West Wing, John Radcliffe Hospital, Headley Way, Headington, Oxford OX3 9DU, UK
| | - Diederik E. Grobbee
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands
| | - Claire Hastie
- BHF Glasgow Cardiovascular Research Centre, Division of Cardiovascular and Medical Sciences, University of Glasgow, Western Infirmary, Glasgow G12 8TA, UK
| | - Philip J. Howard
- Clinical Pharmacology and Barts and the London Genome,Centre, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - Guan-Hua Huang
- Institute of Statistics, National Chiao Tung University, Hsinchu 30010, Taiwan
| | - W. Craig Johnson
- Department of Biostatistics, University of Washington, Seattle, WA 98195 USA
| | - Qing Li
- National Human Genome Research Institute, National Institutes of Health, 333 Cassell Drive, Suite 1200, Baltimore, MD 21224, USA
| | | | - Barbara E.K. Klein
- Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705 USA
| | - Ronald Klein
- Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705 USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Bonnie Ky
- Penn Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
| | - Andrea LaCroix
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Paul Lanken
- University of Pennsylvania Medical Center, Pulmonary, Allergy & Critical Care Division, Philadelphia, PA 19104-6160, USA
| | - Mark Lathrop
- Centre National de Genotypage, CP 5721, 91 057 Evry Cedex, France
| | - Mingyao Li
- Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
| | | | - Olle Melander
- Clinical Research Center (CRC), Malmö University Hospital, SE-205 02 Malmö, Sweden
| | - Frank D. Mentch
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Nuala J. Meyer
- University of Pennsylvania Medical Center, Pulmonary, Allergy & Critical Care Division, Philadelphia, PA 19104-6160, USA
| | - Keri L. Monda
- Department of Genetics, University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Alexandre Montpetit
- McGill University and Genome Québec Innovation Centre, Montréal, Québec H3A 1A4 Canada
| | - Gurunathan Murugesan
- Department of Clinical Pathology, Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH 44106, USA
| | - Karen Nakayama
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, 98195, USA
| | - Dave Nondahl
- Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705 USA
| | - Abiodun Onipinla
- Clinical Pharmacology and Barts and the London Genome,Centre, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - Suzanne Rafelt
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK
- Leicester National Institute of Health Research Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK
| | - Stephen J. Newhouse
- Clinical Pharmacology and Barts and the London Genome,Centre, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - F. George Otieno
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Sanjey R. Patel
- Harvard Medical School, Brigham and Women's Hospital and Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Mary E. Putt
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Santiago Rodriguez
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | - Radwan N. Safa
- Department of Molecular Medicine, Boston University, Boston, MA 02118, USA
| | - Douglas B. Sawyer
- Cardiovascular Division, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Pamela J. Schreiner
- Division of Epidemiology & Community Health, University of Minnesota, Minneapolis, MN 55454, USA
| | - Claire Simpson
- National Human Genome Research Institute, National Institutes of Health, 333 Cassell Drive, Suite 1200, Baltimore, MD 21224, USA
| | - Suthesh Sivapalaratnam
- Department of Cardiology and Vascular Medicine, Academic Medical Center, 1105 AZ Amsterdam
| | - Sathanur R. Srinivasan
- Department of Epidemiology, 1440 Canal Street, Suite 1829, Tulane University, New Orleans, LA 70112-2750, USA
| | - Christine Suver
- Department of Genetics, Rosetta Inpharmatics, Seattle, WA 98109-5234, USA
| | - Gary Swergold
- Regeneron Pharmaceuticals, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Nancy K. Sweitzer
- Cardiovascular Medicine, University of Wisconsin, Madison, WI 53792, USA
| | - Kelly A. Thomas
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Nicholas J. Timpson
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | - Sam Tischfield
- Broad Institute of MIT and Harvard, Cambridge, MA 02115, USA
| | - Martin Tobin
- Department of Health Sciences, University of Leicester, Adrian Building, University Rd., Leicester LE1 7RH, UK
| | - Maciej Tomaszweski
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK
- Leicester National Institute of Health Research Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK
| | - W.M. Monique Verschuren
- National Institute for Public Health and the Environment (RIVM), 3720 BA Bilthoven, The Netherlands
| | - Chris Wallace
- JDRF/WT Diabetes and Inflammation Laboratory, Cambridge Institute for Medical Research, Wellcome Trust/MRC Building, Addenbrooke's Hospital, Cambridge CB2 0XY, UK
| | | | - Haitao Zhang
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Dongling Zheng
- Division of Clinical Developmental Sciences, St George's University of London SW17 0RE, London, UK
| | - Li Zhang
- Department of Quantitative Health Sciences, The Cleveland Clinic Foundation, 9500 Euclid Avenue, Cleveland, OH 44195, USA
| | - Joseph M. Zmuda
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, 130 DeSoto St., Pittsburgh, PA 15261, USA
| | - Robert Clarke
- Clinical Trial Service Unit, Richard Doll Building, Old Road Campus, Roosevelt Drive, Oxford OX37LF, UK
| | - Anthony J. Balmforth
- Leeds Institute of Genetics Health & Therapeutics, University of Leeds, Leeds LS2 9JT, UK
| | - John Danesh
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, CB1 8RN, UK
| | - Ian N. Day
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | - Nicholas J. Schork
- Scripps Genomic Medicine and Scripps Translational Science Institute, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA 92037, USA
| | - Paul I.W. de Bakker
- Complex Genetics Section, Department of Medical Genetics (DBG) University Medical Center Utrecht, Utrecht STR 6, The Netherlands
- Broad Institute of MIT and Harvard, Cambridge, MA 02115, USA
- Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Christian Delles
- BHF Glasgow Cardiovascular Research Centre, Division of Cardiovascular and Medical Sciences, University of Glasgow, Western Infirmary, Glasgow G12 8TA, UK
| | - David Duggan
- Translational Genomics Research Institute, Phoenix, AZ 85004, USA
| | - Aroon D. Hingorani
- Genetic Epidemiology Group, Department of Epidemiology and Public Health, University College London, London WC1E 6BT, UK
- Centre for Clinical Pharmacology, Department of Medicine, University College London, London WC1E 6JF, UK
| | - Joel N. Hirschhorn
- Broad Institute of MIT and Harvard, Cambridge, MA 02115, USA
- Divisions and Endocrinology and Genetics and Program in Genomics, Children's Hospital, Boston, MA 02115, USA
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Marten H. Hofker
- Molecular Genetics, University Medical Center Groningen, Groningen University, Groningen 9700 RB, the Netherlands
| | - Steve E. Humphries
- Centre for Cardiovascular Genetics, Department of Medicine, University College London, 5 University Street, London WC1E 6JF, UK
| | - Mika Kivimaki
- Genetic Epidemiology Group, Department of Epidemiology and Public Health, University College London, London WC1E 6BT, UK
| | - Debbie A. Lawlor
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | | | - Jessica L. Mega
- TIMI Study Group, Cardiovascular Division, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Braxton D. Mitchell
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, 21201, USA
| | - David A. Morrow
- TIMI Study Group, Cardiovascular Division, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Jutta Palmen
- Centre for Cardiovascular Genetics, Department of Medicine, University College London, 5 University Street, London WC1E 6JF, UK
| | - Susan Redline
- Harvard Medical School, Brigham and Women's Hospital and Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Denis C. Shields
- Conway Institute of Biomolecular & Biomedical Research, University College Dublin, Dublin 4, Ireland
| | - Alan R. Shuldiner
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, 21201, USA
- Geriatric Research and Education Clinical Center, Veterans Administration Medical Center, Baltimore, MD 21201, USA
| | - Patrick M. Sleiman
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - George Davey Smith
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | - Martin Farrall
- The Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
- Department of Cardiovascular Medicine, University of Oxford, Level 6 West Wing, John Radcliffe Hospital, Headley Way, Headington, Oxford OX3 9DU, UK
| | - Yalda Jamshidi
- Division of Clinical Developmental Sciences, St George's University of London SW17 0RE, London, UK
| | - David C. Christiani
- Department of Environmental Health, Environmental and Occupational Medicine and Epidemiology Program, Harvard School of Public Health, Boston, MA 02115 USA
- Pulmonary and Critical Care Unit, Massachusetts General Hospital, Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Juan P. Casas
- Department of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, WC1E 7HT, UK
| | - Alistair S. Hall
- Leeds Institute of Genetics Health & Therapeutics, University of Leeds, Leeds LS2 9JT, UK
| | - Pieter A. Doevendans
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jason D. Christie
- University of Pennsylvania Medical Center, Pulmonary, Allergy & Critical Care Division, Philadelphia, PA 19104-6160, USA
| | - Gerald S. Berenson
- Department of Epidemiology, 1440 Canal Street, Suite 1829, Tulane University, New Orleans, LA 70112-2750, USA
| | - Sarah S. Murray
- Scripps Genomic Medicine and Scripps Translational Science Institute, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA 92037, USA
| | - Thomas Illig
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Gerald W. Dorn
- Washington University Center for Pharmacogenetics, 660 S. Euclid Ave., Campus Box 8220, St. Louis, MO 63110-1093, USA
| | - Thomas P. Cappola
- Penn Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
| | - Eric Boerwinkle
- Human Genetics Center and Div. of Epidemiology, 1200 Herman Pressler, Suite E-447, Houston, TX 77030, USA
| | - Peter Sever
- International Centre for Circulatory Health, National Heart & Lung Institute, Imperial College London, London W2 1NY, UK
| | - Daniel J. Rader
- Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
- The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Muredach P. Reilly
- Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
- The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Mark Caulfield
- Clinical Pharmacology and Barts and the London Genome,Centre, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - Philippa J. Talmud
- Centre for Cardiovascular Genetics, Department of Medicine, University College London, 5 University Street, London WC1E 6JF, UK
| | - Eric Topol
- Department of Molecular and Experimental Medicine, Scripps Research Institute, La Jolla, CA 92037, US
| | - James C. Engert
- Departments of Medicine and Human Genetics, McGill University, Montréal, Québec H3A 1B1, Canada
| | - Kai Wang
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Anna Dominiczak
- Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, University Place, Glasgow G12 8QQ, UK
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine, Karolinska Institutet SE-171 77 Stockholm, Sweden
| | - Sean P. Curtis
- Merck Research Laboratories, P.O. Box 2000, Rahway, NJ 07065, USA
| | - Roy L. Silverstein
- Department of Cell Biology, Lerner Research Institute, Cleveland Clinic Foundation, Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, 9500 Euclid Ave./NC10, Cleveland, OH 44195, USA
| | - Leslie A. Lange
- Department of Genetics, University of North Carolina School of Medicine at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Marc S. Sabatine
- TIMI Study Group, Cardiovascular Division, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Mieke Trip
- Department of Cardiology and Vascular Medicine, Academic Medical Center, 1105 AZ Amsterdam
| | - Danish Saleheen
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, CB1 8RN, UK
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - John F. Peden
- The Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
- Department of Cardiovascular Medicine, University of Oxford, Level 6 West Wing, John Radcliffe Hospital, Headley Way, Headington, Oxford OX3 9DU, UK
| | - Karen J. Cruickshanks
- Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705 USA
- Department of Population Health Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53705, USA
| | - Winfried März
- Synlab Center of Laboratory Diagnostics Heidelberg, Heidelberg D-58509, Germany
- Institute of Public Health, Social Medicine and Epidemiology Medical Faculty, University of Heidelberg, D-68167 Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, A-8036 Graz, Austria
| | - Jeffrey R. O'Connell
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, 21201, USA
| | - Olaf H. Klungel
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3508 TC Utrecht, The Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University Medical Center Groningen and Groningen University, 9700 RB Groningen, The Netherlands
| | - Anke Hilse Maitland-van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3508 TC Utrecht, The Netherlands
| | | | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, University of Florida College of Pharmacy, Gainesville, FL 32610, USA
| | - Gail P. Jarvik
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, 98195, USA
| | - George J. Papanicolaou
- National Heart, Lung, and Blood Institute (NHLBI), Division of Cardiovascular Sciences, Bethesda, MD 20892, USA
| | - Hugh Watkins on behalf of PROCARDIS
- Department of Cardiovascular Medicine, University of Oxford, Level 6 West Wing, John Radcliffe Hospital, Headley Way, Headington, Oxford OX3 9DU, UK
| | - Struan F.A. Grant
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pediatrics, University of Pennsylvania, Philadelphia PA 19104, USA
| | - Patricia B. Munroe
- Clinical Pharmacology and Barts and the London Genome,Centre, William Harvey Research Institute, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - Kari E. North
- Department of Epidemiology, School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
- Carolina Center for Genome Sciences, School of Public Health, University of North Carolina, Chapel Hill, NC 27514, USA
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP, UK
- Leicester National Institute of Health Research Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK
| | - Wolfgang Koenig
- Department of Internal Medicine II – Cardiology, University of Ulm Medical Center, Ulm Konto Nr. 5050, Germany
| | - Tom R. Gaunt
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | - Sonia S. Anand
- Department of Medicine and Clinical Epidemiology and Biostatistics, Population Genomics Program, McMaster University, Hamilton Health Sciences, Hamilton General Hospital, Hamilton, Ontario L8L 2X2, Canada
| | - Yvonne T. van der Schouw
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3508 GA Utrecht, The Netherlands
| | | | - Nicole Soranzo
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Garret A. FitzGerald
- The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Alex Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Robert A. Hegele
- Department of Medicine and Biochemistry, University of Western Ontario, London, Ontario, N6A 5C1, Canada
| | - Hakon Hakonarson
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pediatrics, University of Pennsylvania, Philadelphia PA 19104, USA
| | - Brendan J. Keating
- Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
- The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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