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Rare and low-frequency coding variants alter human adult height

Author

Listed:
  • Eirini Marouli

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London)

  • Mariaelisa Graff

    (University of North Carolina)

  • Carolina Medina-Gomez

    (Erasmus Medical Center
    Erasmus Medical Center)

  • Ken Sin Lo

    (Montreal Heart Institute)

  • Andrew R. Wood

    (Genetics of Complex Traits, University of Exeter Medical School, University of Exeter)

  • Troels R. Kjaer

    (Aarhus University)

  • Rebecca S. Fine

    (Broad Institute of MIT and Harvard
    Harvard Medical School
    Boston Children’s Hospital)

  • Yingchang Lu

    (Vanderbilt-Ingram Cancer Center, Vanderbilt Epidemiology Center, Vanderbilt University School of Medicine
    The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai
    The Genetics of Obesity and Related Metabolic Traits Program, Ichan School of Medicine at Mount Sinai)

  • Claudia Schurmann

    (The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai
    The Genetics of Obesity and Related Metabolic Traits Program, Ichan School of Medicine at Mount Sinai)

  • Heather M. Highland

    (University of North Carolina
    Human Genetics Center, The University of Texas School of Public Health, The University of Texas Graduate School of Biomedical Sciences at Houston, The University of Texas Health Science Center at Houston)

  • Sina Rüeger

    (Institute of Social and Preventive Medicine, Lausanne University Hospital
    Swiss Institute of Bioinformatics)

  • Gudmar Thorleifsson

    (deCODE Genetics/Amgen inc.)

  • Anne E. Justice

    (University of North Carolina)

  • David Lamparter

    (Swiss Institute of Bioinformatics
    University of Lausanne)

  • Kathleen E. Stirrups

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London
    University of Cambridge)

  • Valérie Turcot

    (Montreal Heart Institute)

  • Kristin L. Young

    (University of North Carolina)

  • Thomas W. Winkler

    (University of Regensburg)

  • Tõnu Esko

    (Broad Institute of MIT and Harvard
    Boston Children’s Hospital
    Estonian Genome Center, University of Tartu)

  • Tugce Karaderi

    (Wellcome Trust Centre for Human Genetics, University of Oxford)

  • Adam E. Locke

    (University of Michigan
    McDonnell Genome Institute, Washington University School of Medicine)

  • Nicholas G. D. Masca

    (Univeristy of Leicester, Glenfield Hospital
    NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital)

  • Maggie C. Y. Ng

    (Center for Diabetes Research, Wake Forest School of Medicine
    Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine)

  • Poorva Mudgal

    (Center for Diabetes Research, Wake Forest School of Medicine)

  • Manuel A. Rivas

    (Broad Institute of MIT and Harvard
    Nuffield Department of Clinical Medicine)

  • Sailaja Vedantam

    (Broad Institute of MIT and Harvard
    Harvard Medical School
    Boston Children’s Hospital)

  • Anubha Mahajan

    (Wellcome Trust Centre for Human Genetics, University of Oxford)

  • Xiuqing Guo

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Goncalo Abecasis

    (University of Michigan)

  • Katja K. Aben

    (Netherlands Comprehensive Cancer Organisation
    Radboud University Medical Center)

  • Linda S. Adair

    (University of North Carolina)

  • Dewan S. Alam

    (Centre for Control of Chronic Diseases (CCCD))

  • Eva Albrecht

    (Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health)

  • Kristine H. Allin

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Matthew Allison

    (University of California, San Diego)

  • Philippe Amouyel

    (INSERM U1167
    Institut Pasteur de Lille, U1167
    Universite de Lille, U1167 - RID-AGE - Risk factors and molecular determinants of aging-related diseases)

  • Emil V. Appel

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Dominique Arveiler

    (University of Strasbourg
    University Hospital of Strasbourg)

  • Folkert W. Asselbergs

    (University Medical Center Utrecht
    Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute
    Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London)

  • Paul L. Auer

    (Zilber School of Public Health, University of Wisconsin-Milwaukee)

  • Beverley Balkau

    (INSERM U1018, Centre de recherche en Épidemiologie et Sante des Populations (CESP))

  • Bernhard Banas

    (University Hospital Regensburg)

  • Lia E. Bang

    (Rigshospitalet, Copenhagen University Hospital)

  • Marianne Benn

    (Herlev and Gentofte Hospital, Copenhagen University Hospital
    Faculty of Health and Medical Sciences, University of Copenhagen)

  • Sven Bergmann

    (Swiss Institute of Bioinformatics
    University of Lausanne)

  • Lawrence F. Bielak

    (School of Public Health, University of Michigan)

  • Matthias Blüher

    (IFB Adiposity Diseases, University of Leipzig
    University of Leipzig)

  • Heiner Boeing

    (German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE))

  • Eric Boerwinkle

    (School of Public Health, Human Genetics Center, The University of Texas Health Science Center at Houston
    Human Genome Sequencing Center, Baylor College of Medicine)

  • Carsten A. Böger

    (University Hospital Regensburg)

  • Lori L. Bonnycastle

    (Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, National Institutes of Health)

  • Jette Bork-Jensen

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Michiel L. Bots

    (Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht)

  • Erwin P. Bottinger

    (The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai)

  • Donald W. Bowden

    (Center for Diabetes Research, Wake Forest School of Medicine
    Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine
    Wake Forest School of Medicine)

  • Ivan Brandslund

    (Lillebaelt Hospital
    Institute of Regional Health Research, University of Southern Denmark)

  • Gerome Breen

    (MRC Social Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London & NIHR Biomedical Research Centre for Mental Health at the Maudsley)

  • Murray H. Brilliant

    (Marshfield Clinic Research Foundation)

  • Linda Broer

    (Erasmus Medical Center)

  • Amber A. Burt

    (University of Washington)

  • Adam S. Butterworth

    (MRC/BHF Cardiovascular Epidemiology Unit, University of Cambridge
    NIHR Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge)

  • David J. Carey

    (The Sigfried and Janet Weis Center for Research)

  • Mark J. Caulfield

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London
    NIHR Barts Cardiovascular Research Unit, Barts and The London School of Medicine & Dentistry, Queen Mary University)

  • John C. Chambers

    (London North West Healthcare NHS Trust, Ealing Hospital
    School of Public Health, Imperial College London
    Imperial College Healthcare NHS Trust)

  • Daniel I. Chasman

    (Broad Institute of MIT and Harvard
    Brigham and Women's Hospital and Harvard Medical School
    Brigham and Women's and Harvard Medical School
    Harvard Medical School)

  • Yii-Der Ida Chen

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Rajiv Chowdhury

    (MRC/BHF Cardiovascular Epidemiology Unit, University of Cambridge)

  • Cramer Christensen

    (Lillebaelt Hospital)

  • Audrey Y. Chu

    (Brigham and Women's and Harvard Medical School
    NHLBI Framingham Heart Study)

  • Massimiliano Cocca

    (Surgical and Health Sciences, University of Trieste)

  • Francis S. Collins

    (Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, National Institutes of Health)

  • James P. Cook

    (University of Liverpool)

  • Janie Corley

    (Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh
    University of Edinburgh)

  • Jordi Corominas Galbany

    (Radboud University Medical Center)

  • Amanda J. Cox

    (Center for Diabetes Research, Wake Forest School of Medicine
    Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine
    Menzies Health Institute Queensland, Griffith University)

  • Gabriel Cuellar-Partida

    (Diamantina Institute, University of Qeensland
    QIMR Berghofer Medical Research Institute)

  • John Danesh

    (MRC/BHF Cardiovascular Epidemiology Unit, University of Cambridge
    NIHR Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge
    Wellcome Trust Sanger Institute, Wellcome Genome Campus
    British Heart Foundation, Cambridge Centre of Excellence, University of Cambridge)

  • Gail Davies

    (Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh
    University of Edinburgh)

  • Paul I. W. de Bakker

    (Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht
    Center for Molecular Medicine, University Medical Center Utrecht)

  • Gert J. de Borst

    (University Medical Center Utrecht)

  • Simon de Denus

    (Montreal Heart Institute
    Faculty of Pharmacy, Université de Montréal)

  • Mark C. H. de Groot

    (University Medical Center Utrecht
    Utrecht Institute for Pharmaceutical Sciences, Utrecht University)

  • Renée de Mutsert

    (Leiden University Medical Center)

  • Ian J. Deary

    (Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh
    University of Edinburgh)

  • George Dedoussis

    (School of Health Science and Education, Harokopio University)

  • Ellen W. Demerath

    (School of Public Health, University of Minnesota)

  • Anneke I. den Hollander

    (Radboud University Medical Center)

  • Joe G. Dennis

    (Centre for Cancer Genetic Epidemiology, University of Cambridge)

  • Emanuele Di Angelantonio

    (MRC/BHF Cardiovascular Epidemiology Unit, University of Cambridge
    NIHR Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge)

  • Fotios Drenos

    (Institute of Cardiovascular Science, University College London
    MRC Integrative Epidemiology Unit, School of Social & Community Medicine, University of Bristol)

  • Mengmeng Du

    (Fred Hutchinson Cancer Research Center
    Memorial Sloan Kettering Cancer Center)

  • Alison M. Dunning

    (Centre for Cancer Genetic Epidemiology, University of Cambridge)

  • Douglas F. Easton

    (Centre for Cancer Genetic Epidemiology, University of Cambridge
    Centre for Cancer Genetic Epidemiology, University of Cambridge)

  • Tapani Ebeling

    (Oulu University Hospital
    Research Unit of Internal Medicine, University of Oulu)

  • Todd L. Edwards

    (Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University)

  • Patrick T. Ellinor

    (Massachusetts General Hospital
    Medical and Population Genetics Program, Broad Institute)

  • Paul Elliott

    (MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London)

  • Evangelos Evangelou

    (School of Public Health, Imperial College London
    University of Ioannina Medical School)

  • Aliki-Eleni Farmaki

    (School of Health Science and Education, Harokopio University)

  • Jessica D. Faul

    (Survey Research Center, Institute for Social Research, University of Michigan)

  • Mary F. Feitosa

    (Washington University School of Medicine)

  • Shuang Feng

    (University of Michigan)

  • Ele Ferrannini

    (CNR Institute of Clinical Physiology
    University of Pisa)

  • Marco M. Ferrario

    (Research Center on Epidemiology and Preventive Medicine, University of Insubria)

  • Jean Ferrieres

    (Toulouse University School of Medicine)

  • Jose C. Florez

    (Massachusetts General Hospital
    Medical and Population Genetics Program, Broad Institute
    Harvard University Medical School)

  • Ian Ford

    (University of Glasgow)

  • Myriam Fornage

    (Institute of Molecular Medicine, The University of Texas Health Science Center at Houston)

  • Paul W. Franks

    (Genetic and Molecular Epidemiology Unit, Lund University
    Harvard School of Public Health
    Unit of Medicine, Umeå University)

  • Ruth Frikke-Schmidt

    (Faculty of Health and Medical Sciences, University of Copenhagen
    Rigshospitalet, Copenhagen University Hospital)

  • Tessel E. Galesloot

    (Radboud University Medical Center)

  • Wei Gan

    (Wellcome Trust Centre for Human Genetics, University of Oxford)

  • Ilaria Gandin

    (University of Trieste)

  • Paolo Gasparini

    (University of Trieste
    Sidra Medical and Research Center)

  • Vilmantas Giedraitis

    (Geriatrics, Uppsala University)

  • Ayush Giri

    (Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University)

  • Giorgia Girotto

    (University of Trieste
    Sidra Medical and Research Center)

  • Scott D. Gordon

    (QIMR Berghofer Medical Research Institute)

  • Penny Gordon-Larsen

    (Carolina Population Center, University of North Carolina
    Gillings School of Global Public Health, University of North Carolina)

  • Mathias Gorski

    (University of Regensburg
    University Hospital Regensburg)

  • Niels Grarup

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Megan L. Grove

    (School of Public Health, Human Genetics Center, The University of Texas Health Science Center at Houston)

  • Vilmundur Gudnason

    (Faculty of Medicine, University of Iceland
    Icelandic Heart Association)

  • Stefan Gustafsson

    (Molecular Epidemiology and Science for Life Laboratory, Uppsala University)

  • Torben Hansen

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Kathleen Mullan Harris

    (Carolina Population Center, University of North Carolina
    University of North Carolina)

  • Tamara B. Harris

    (Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Intramural Research Program, National Institutes of Health)

  • Andrew T. Hattersley

    (University of Exeter Medical School, University of Exeter)

  • Caroline Hayward

    (MRCHGU, Institute of Genetics and Molecular Medicine, University of Edinburgh)

  • Liang He

    (Biodemography of Aging Research Unit, Social Science Research Institute, Duke University
    University of Helsinki)

  • Iris M. Heid

    (University of Regensburg
    Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health)

  • Kauko Heikkilä

    (University of Helsinki
    Institute for Molecular Medicine Finland (FIMM), University of Helsinki)

  • Øyvind Helgeland

    (Haukeland University Hospital
    KG Jebsen Center for Diabetes Research, University of Bergen)

  • Jussi Hernesniemi

    (Heart Center, Tampere University Hospital
    Fimlab Laboratories
    University of Tampere School of Medicine)

  • Alex W. Hewitt

    (Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, University of Melbourne
    Centre for Ophthalmology and Vision Science, Lions Eye Institute, University of Western Australia
    Menzies Research Institute Tasmania, University of Tasmania)

  • Lynne J. Hocking

    (Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh
    Musculoskeletal Research Programme, University of Aberdeen)

  • Mette Hollensted

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Oddgeir L. Holmen

    (K.G. Jebsen Center for Genetic Epidemiology, NTNU, Norwegian University of Science and Technology)

  • G. Kees Hovingh

    (AMC)

  • Joanna M. M. Howson

    (MRC/BHF Cardiovascular Epidemiology Unit, University of Cambridge)

  • Carel B. Hoyng

    (Radboud University Medical Center)

  • Paul L. Huang

    (Massachusetts General Hospital)

  • Kristian Hveem

    (HUNT Research Centre, Norwegian University of Science and Technology)

  • M. Arfan Ikram

    (Erasmus Medical Center
    Erasmus Medical Center
    Erasmus Medical Center)

  • Erik Ingelsson

    (Molecular Epidemiology and Science for Life Laboratory, Uppsala University
    Stanford University School of Medicine)

  • Anne U. Jackson

    (University of Michigan)

  • Jan-Håkan Jansson

    (Umeå University
    Research Unit Skellefteå)

  • Gail P. Jarvik

    (University of Washington
    University of Washington)

  • Gorm B. Jensen

    (The Copenhagen City Heart Study, Frederiksberg Hospital)

  • Min A. Jhun

    (School of Public Health, University of Michigan)

  • Yucheng Jia

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Xuejuan Jiang

    (Keck School of Medicine of the University of California
    USC Roski Eye Institute, Keck School of Medicine of the University of Southern California)

  • Stefan Johansson

    (KG Jebsen Center for Diabetes Research, University of Bergen
    Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital)

  • Marit E. Jørgensen

    (National Institute of Public Health, University of Southern Denmark
    Steno Diabetes Center)

  • Torben Jørgensen

    (Faculty of Health and Medical Sciences, University of Copenhagen
    Aalborg University
    Research Center for Prevention and Health, Capital Region of Denmark)

  • Pekka Jousilahti

    (National Institute for Health and Welfare)

  • J. Wouter Jukema

    (Leiden University Medical Center
    The Interuniversity Cardiology Institute of the Netherlands)

  • Bratati Kahali

    (University of Michigan
    University of Michigan
    University of Michigan)

  • René S. Kahn

    (Brain Center Rudolf Magnus, University Medical Center Utrecht)

  • Mika Kähönen

    (University of Tampere School of Medicine)

  • Pia R. Kamstrup

    (Herlev and Gentofte Hospital, Copenhagen University Hospital)

  • Stavroula Kanoni

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London)

  • Jaakko Kaprio

    (University of Helsinki
    Institute for Molecular Medicine Finland (FIMM), University of Helsinki
    National Institute for Health and Welfare)

  • Maria Karaleftheri

    (Echinos Medical Centre)

  • Sharon L. R. Kardia

    (School of Public Health, University of Michigan)

  • Fredrik Karpe

    (Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford
    Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust)

  • Frank Kee

    (UKCRC Centre of Excellence for Public Health Research, Queens University Belfast)

  • Renske Keeman

    (Netherlands Cancer Institute - Antoni van Leeuwenhoek hospital)

  • Lambertus A. Kiemeney

    (Radboud University Medical Center)

  • Hidetoshi Kitajima

    (Wellcome Trust Centre for Human Genetics, University of Oxford)

  • Kirsten B. Kluivers

    (Radboud University Medical Center)

  • Thomas Kocher

    (Periodontology and Endodontology, University Medicine Greifswald)

  • Pirjo Komulainen

    (Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine)

  • Jukka Kontto

    (National Institute for Health and Welfare)

  • Jaspal S. Kooner

    (London North West Healthcare NHS Trust, Ealing Hospital
    Imperial College Healthcare NHS Trust
    National Heart and Lung Institute, Imperial College London, Hammersmith Hospital Campus)

  • Charles Kooperberg

    (Fred Hutchinson Cancer Research Center)

  • Peter Kovacs

    (IFB Adiposity Diseases, University of Leipzig)

  • Jennifer Kriebel

    (German Center for Diabetes Research
    Institute of Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health
    Research Unit of Molecular Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health)

  • Helena Kuivaniemi

    (The Sigfried and Janet Weis Center for Research
    Faculty of Medicine and Health Sciences, Stellenbosch University)

  • Sébastien Küry

    (CHU Nantes, Service de Génétique Médicale)

  • Johanna Kuusisto

    (Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital)

  • Martina La Bianca

    (Institute for Maternal and Child Health - IRCCS ‘Burlo Garofolo’)

  • Markku Laakso

    (Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital)

  • Timo A. Lakka

    (Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine
    Institute of Biomedicine & Physiology, University of Eastern Finland)

  • Ethan M. Lange

    (University of North Carolina, Chapel Hill)

  • Leslie A. Lange

    (University of North Carolina, Chapel Hill)

  • Carl D. Langefeld

    (Wake Forest School of Medicine, Winston-Salem)

  • Claudia Langenberg

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science)

  • Eric B. Larson

    (University of Washington
    Group Health Research Institute
    University of Washington)

  • I-Te Lee

    (Taichung Veterans General Hospital
    School of Medicine, National Yang-Ming University
    School of Medicine, Chung Shan Medical University)

  • Terho Lehtimäki

    (Fimlab Laboratories
    University of Tampere School of Medicine)

  • Cora E. Lewis

    (Division of Preventive Medicine University of Alabama at Birmingham)

  • Huaixing Li

    (Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People’s Republic of China)

  • Jin Li

    (Stanford University School of Medicine)

  • Ruifang Li-Gao

    (Leiden University Medical Center)

  • Honghuang Lin

    (Boston University School of Medicine)

  • Li-An Lin

    (Institute of Molecular Medicine, The University of Texas Health Science Center at Houston)

  • Xu Lin

    (Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People’s Republic of China)

  • Lars Lind

    (Uppsala University)

  • Jaana Lindström

    (National Institute for Health and Welfare)

  • Allan Linneberg

    (Faculty of Health and Medical Sciences, University of Copenhagen
    Research Center for Prevention and Health, Capital Region of Denmark
    Rigshospitalet)

  • Yeheng Liu

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Yongmei Liu

    (Wake Forest School of Medicine)

  • Artitaya Lophatananon

    (Warwick Medical School, Warwick University)

  • Jian'an Luan

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science)

  • Steven A. Lubitz

    (Massachusetts General Hospital
    Medical and Population Genetics Program, Broad Institute)

  • Leo-Pekka Lyytikäinen

    (Fimlab Laboratories
    University of Tampere School of Medicine)

  • David A. Mackey

    (Centre for Ophthalmology and Vision Science, Lions Eye Institute, University of Western Australia)

  • Pamela A. F. Madden

    (Washington University)

  • Alisa K. Manning

    (Massachusetts General Hospital
    Medical and Population Genetics Program, Broad Institute
    Harvard University Medical School)

  • Satu Männistö

    (National Institute for Health and Welfare)

  • Gaëlle Marenne

    (Wellcome Trust Sanger Institute, Wellcome Genome Campus)

  • Jonathan Marten

    (MRCHGU, Institute of Genetics and Molecular Medicine, University of Edinburgh)

  • Nicholas G. Martin

    (QIMR Berghofer Medical Research Institute)

  • Angela L. Mazul

    (University of North Carolina)

  • Karina Meidtner

    (German Center for Diabetes Research
    German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE))

  • Andres Metspalu

    (Estonian Genome Center, University of Tartu)

  • Paul Mitchell

    (Westmead Millennium Institute of Medical Research, University of Sydney)

  • Karen L. Mohlke

    (University of North Carolina, Chapel Hill)

  • Dennis O. Mook-Kanamori

    (Leiden University Medical Center
    Leiden University Medical Center)

  • Anna Morgan

    (University of Trieste)

  • Andrew D. Morris

    (Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh)

  • Andrew P. Morris

    (Wellcome Trust Centre for Human Genetics, University of Oxford
    University of Liverpool)

  • Martina Müller-Nurasyid

    (Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health
    Ludwig-Maximilians-Universität
    DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance)

  • Patricia B. Munroe

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London
    NIHR Barts Cardiovascular Research Unit, Barts and The London School of Medicine & Dentistry, Queen Mary University)

  • Mike A. Nalls

    (Laboratory of Neurogenetics, National Institute on Aging, NIH)

  • Matthias Nauck

    (DZHK (German Centre for Cardiovascular Research), partner site Greifswald
    Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald)

  • Christopher P. Nelson

    (Univeristy of Leicester, Glenfield Hospital
    NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital)

  • Matt Neville

    (Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford
    Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust)

  • Sune F. Nielsen

    (Herlev and Gentofte Hospital, Copenhagen University Hospital
    Faculty of Health and Medical Sciences, University of Copenhagen)

  • Kjell Nikus

    (Heart Center, Tampere University Hospital and School of Medicine, University of Tampere)

  • Pål R. Njølstad

    (Haukeland University Hospital
    KG Jebsen Center for Diabetes Research, University of Bergen)

  • Børge G. Nordestgaard

    (Herlev and Gentofte Hospital, Copenhagen University Hospital
    Faculty of Health and Medical Sciences, University of Copenhagen)

  • Ioanna Ntalla

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London)

  • Jeffrey R. O'Connel

    (Program in Personalized Medicine, University of Maryland School of Medicine)

  • Heikki Oksa

    (Tampere University Hospital)

  • Loes M. Olde Loohuis

    (Center for Neurobehavioral Genetics, UCLA)

  • Roel A. Ophoff

    (Brain Center Rudolf Magnus, University Medical Center Utrecht
    Center for Neurobehavioral Genetics, UCLA)

  • Katharine R. Owen

    (Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford
    Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust)

  • Chris J. Packard

    (University of Glasgow)

  • Sandosh Padmanabhan

    (University of Glasgow)

  • Colin N. A. Palmer

    (Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, Medical Research Institute, Ninewells Hospital and Medical School)

  • Gerard Pasterkamp

    (Laboratory of Clinical Chemistry and Hematology, University Medical Center Utrecht
    Laboratory of Experimental Cardiology, University Medical Center Utrecht)

  • Aniruddh P. Patel

    (Broad Institute of MIT and Harvard
    Harvard Medical School
    Massachusetts General Hospital)

  • Alison Pattie

    (University of Edinburgh)

  • Oluf Pedersen

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Peggy L. Peissig

    (Marshfield Clinic Research Foundation)

  • Gina M. Peloso

    (Massachusetts General Hospital
    Medical and Population Genetics Program, Broad Institute)

  • Craig E. Pennell

    (School of Women’s and Infants’ Health, The University of Western Australia)

  • Markus Perola

    (National Institute for Health and Welfare
    University of Helsinki, Institute for Molecular Medicine (FIMM) and Diabetes and Obesity Research Program
    University of Tartu, Estonian Genome Center, Tartu)

  • James A. Perry

    (Program in Personalized Medicine, University of Maryland School of Medicine)

  • John R. B. Perry

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science)

  • Thomas N. Person

    (Marshfield Clinic Research Foundation)

  • Ailith Pirie

    (Centre for Cancer Genetic Epidemiology, University of Cambridge)

  • Ozren Polasek

    (Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh
    School of Medicine, University of Split)

  • Danielle Posthuma

    (Center for Neurogenomics and Cognitive Research, VU University
    Neuroscience Campus Amsterdam, VU Medical Center)

  • Olli T. Raitakari

    (Turku University Hospital
    Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku)

  • Asif Rasheed

    (Centre for Non-Communicable Diseases)

  • Rainer Rauramaa

    (Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine
    Kuopio University Hospital)

  • Dermot F. Reilly

    (MRL, Merck & Co., Inc., Genetics and Pharmacogenomics)

  • Alex P. Reiner

    (Fred Hutchinson Cancer Research Center
    University of Washington)

  • Frida Renström

    (Genetic and Molecular Epidemiology Unit, Lund University
    Umeå University)

  • Paul M. Ridker

    (Brigham and Women's and Harvard Medical School
    Harvard Medical School
    Brigham and Women’s Hospital and Harvard Medical School)

  • John D. Rioux

    (Montreal Heart Institute
    Faculty of Medicine, Université de Montréal)

  • Neil Robertson

    (Wellcome Trust Centre for Human Genetics, University of Oxford
    Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford)

  • Antonietta Robino

    (Institute for Maternal and Child Health - IRCCS ‘Burlo Garofolo’)

  • Olov Rolandsson

    (Umeå University
    Unit of Family Medicine, Umeå University)

  • Igor Rudan

    (Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh)

  • Katherine S. Ruth

    (Genetics of Complex Traits, University of Exeter Medical School, University of Exeter)

  • Danish Saleheen

    (Centre for Non-Communicable Diseases
    Perelman School of Medicine, University of Pennsylvania)

  • Veikko Salomaa

    (National Institute for Health and Welfare)

  • Nilesh J. Samani

    (Univeristy of Leicester, Glenfield Hospital
    NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital)

  • Kevin Sandow

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Yadav Sapkota

    (QIMR Berghofer Medical Research Institute)

  • Naveed Sattar

    (University of Glasgow)

  • Marjanka K. Schmidt

    (Netherlands Cancer Institute - Antoni van Leeuwenhoek hospital)

  • Pamela J. Schreiner

    (Division of Epidemiology & Community Health University of Minnesota)

  • Matthias B. Schulze

    (German Center for Diabetes Research
    German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE))

  • Robert A. Scott

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science)

  • Marcelo P. Segura-Lepe

    (School of Public Health, Imperial College London)

  • Svati Shah

    (Duke University)

  • Xueling Sim

    (University of Michigan
    Saw Swee Hock School of Public Health, National University of Singapore, National University Health System)

  • Suthesh Sivapalaratnam

    (Massachusetts General Hospital
    Departement of Haematology, University of Cambridge
    AMC)

  • Kerrin S. Small

    (Kingís College London)

  • Albert Vernon Smith

    (Faculty of Medicine, University of Iceland
    Icelandic Heart Association)

  • Jennifer A. Smith

    (School of Public Health, University of Michigan)

  • Lorraine Southam

    (Wellcome Trust Centre for Human Genetics, University of Oxford
    Wellcome Trust Sanger Institute, Wellcome Genome Campus)

  • Timothy D. Spector

    (Kingís College London)

  • Elizabeth K. Speliotes

    (University of Michigan
    University of Michigan
    University of Michigan)

  • John M. Starr

    (Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh
    Alzheimer Scotland Dementia Research Centre, University of Edinburgh)

  • Valgerdur Steinthorsdottir

    (deCODE Genetics/Amgen inc.)

  • Heather M. Stringham

    (University of Michigan)

  • Michael Stumvoll

    (IFB Adiposity Diseases, University of Leipzig
    University of Leipzig)

  • Praveen Surendran

    (MRC/BHF Cardiovascular Epidemiology Unit, University of Cambridge)

  • Leen M. ‘t Hart

    (VU University Medical Center
    Leiden University Medical Center
    Leiden University Medical Center)

  • Katherine E. Tansey

    (College of Biomedical and Life Sciences, Cardiff University
    MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol)

  • Jean-Claude Tardif

    (Montreal Heart Institute
    Faculty of Medicine, Université de Montréal)

  • Kent D. Taylor

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Alexander Teumer

    (Institute for Community Medicine, University Medicine Greifswald)

  • Deborah J. Thompson

    (Centre for Cancer Genetic Epidemiology, University of Cambridge)

  • Unnur Thorsteinsdottir

    (deCODE Genetics/Amgen inc.
    Faculty of Medicine, University of Iceland)

  • Betina H. Thuesen

    (Research Center for Prevention and Health, Capital Region of Denmark)

  • Anke Tönjes

    (Center for Pediatric Research, University of Leipzig)

  • Gerard Tromp

    (The Sigfried and Janet Weis Center for Research
    Faculty of Medicine and Health Sciences, Stellenbosch University)

  • Stella Trompet

    (Leiden University Medical Center
    Leiden University Medical Center)

  • Emmanouil Tsafantakis

    (Anogia Medical Centre)

  • Jaakko Tuomilehto

    (National Institute for Health and Welfare
    Centre for Vascular Prevention, Danube-University Krems
    Dasman Diabetes Institute
    Diabetes Research Group, King Abdulaziz University)

  • Anne Tybjaerg-Hansen

    (Faculty of Health and Medical Sciences, University of Copenhagen
    Rigshospitalet, Copenhagen University Hospital)

  • Jonathan P. Tyrer

    (Centre for Cancer Genetic Epidemiology, University of Cambridge)

  • Rudolf Uher

    (Dalhousie University)

  • André G. Uitterlinden

    (Erasmus Medical Center
    Erasmus Medical Center)

  • Sheila Ulivi

    (Institute for Maternal and Child Health - IRCCS ‘Burlo Garofolo’)

  • Sander W. van der Laan

    (Laboratory of Experimental Cardiology, University Medical Center Utrecht)

  • Andries R. Van Der Leij

    (University of Amsterdam)

  • Cornelia M. van Duijn

    (Erasmus Medical Center)

  • Natasja M. van Schoor

    (VU University Medical Center)

  • Jessica van Setten

    (University Medical Center Utrecht)

  • Anette Varbo

    (Herlev and Gentofte Hospital, Copenhagen University Hospital
    Faculty of Health and Medical Sciences, University of Copenhagen)

  • Tibor V. Varga

    (Genetic and Molecular Epidemiology Unit, Lund University)

  • Rohit Varma

    (USC Roski Eye Institute, Keck School of Medicine of the University of Southern California)

  • Digna R. Velez Edwards

    (Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University)

  • Sita H. Vermeulen

    (Radboud University Medical Center)

  • Henrik Vestergaard

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen)

  • Veronique Vitart

    (MRCHGU, Institute of Genetics and Molecular Medicine, University of Edinburgh)

  • Thomas F. Vogt

    (MRL, Merck & Co., Inc., Cardiometabolic Disease)

  • Diego Vozzi

    (Sidra Medical and Research Center)

  • Mark Walker

    (Institute of Cellular Medicine, The Medical School, Newcastle University)

  • Feijie Wang

    (Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People’s Republic of China)

  • Carol A. Wang

    (School of Women’s and Infants’ Health, The University of Western Australia)

  • Shuai Wang

    (Boston University School of Public Health)

  • Yiqin Wang

    (Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People’s Republic of China)

  • Nicholas J. Wareham

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science)

  • Helen R. Warren

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London
    NIHR Barts Cardiovascular Research Unit, Barts and The London School of Medicine & Dentistry, Queen Mary University)

  • Jennifer Wessel

    (Diabetes Translational Research Center, Fairbanks School of Public Health & School of Medicine, Indiana University)

  • Sara M. Willems

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science)

  • James G. Wilson

    (University of Mississippi Medical Center)

  • Daniel R. Witte

    (Danish Diabetes Academy
    Aarhus University)

  • Michael O. Woods

    (Memorial University, Faculty of Medicine, Discipline of Genetics, St. John’s)

  • Ying Wu

    (University of North Carolina, Chapel Hill)

  • Hanieh Yaghootkar

    (Genetics of Complex Traits, University of Exeter Medical School, University of Exeter)

  • Jie Yao

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Pang Yao

    (Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People’s Republic of China)

  • Laura M. Yerges-Armstrong

    (Program in Personalized Medicine, University of Maryland School of Medicine
    GlaxoSmithKlein, King of Prussia)

  • Robin Young

    (MRC/BHF Cardiovascular Epidemiology Unit, University of Cambridge
    University of Glasgow)

  • Eleftheria Zeggini

    (Wellcome Trust Sanger Institute, Wellcome Genome Campus)

  • Xiaowei Zhan

    (Quantitative Biomedical Research Center, Center for the Genetics of Host Defense, University of Texas Southwestern Medical Center)

  • Weihua Zhang

    (London North West Healthcare NHS Trust, Ealing Hospital
    School of Public Health, Imperial College London)

  • Jing Hua Zhao

    (MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science)

  • Wei Zhao

    (Perelman School of Medicine, University of Pennsylvania)

  • Wei Zhao

    (School of Public Health, University of Michigan)

  • He Zheng

    (Key Laboratory of Nutrition and Metabolism, Institute for Nutritional Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, University of the Chinese Academy of Sciences, Shanghai, People’s Republic of China)

  • Wei Zhou

    (University of Michigan
    University of Michigan)

  • Jerome I Rotter

    (Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center)

  • Michael Boehnke

    (University of Michigan)

  • Sekar Kathiresan

    (Broad Institute of MIT and Harvard
    Harvard Medical School
    Massachusetts General Hospital)

  • Mark I. McCarthy

    (Wellcome Trust Centre for Human Genetics, University of Oxford
    Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford
    Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust)

  • Cristen J. Willer

    (University of Michigan
    University of Michigan
    University of Michigan)

  • Kari Stefansson

    (deCODE Genetics/Amgen inc.
    Faculty of Medicine, University of Iceland)

  • Ingrid B. Borecki

    (Washington University School of Medicine)

  • Dajiang J. Liu

    (Institute for Personalized Medicine, the Pennsylvania State University College of Medicine)

  • Kari E. North

    (Department of Epidemiology and Carolina Center of Genome Sciences)

  • Nancy L. Heard-Costa

    (NHLBI Framingham Heart Study
    Boston University School of Medicine)

  • Tune H. Pers

    (The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen
    Statens Serum Institut)

  • Cecilia M. Lindgren

    (Wellcome Trust Centre for Human Genetics, University of Oxford
    Li Ka Shing Centre for Health Information and Discovery, The Big Data Institute, University of Oxford)

  • Claus Oxvig

    (Aarhus University)

  • Zoltán Kutalik

    (Institute of Social and Preventive Medicine, Lausanne University Hospital
    Swiss Institute of Bioinformatics)

  • Fernando Rivadeneira

    (Erasmus Medical Center
    Erasmus Medical Center)

  • Ruth J. F. Loos

    (The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai
    The Genetics of Obesity and Related Metabolic Traits Program, Ichan School of Medicine at Mount Sinai
    The Mindich Child Health and Development Institute, Ichan School of Medicine at Mount Sinai)

  • Timothy M. Frayling

    (Genetics of Complex Traits, University of Exeter Medical School, University of Exeter)

  • Joel N. Hirschhorn

    (Broad Institute of MIT and Harvard
    Boston Children’s Hospital
    Harvard Medical School)

  • Panos Deloukas

    (William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London
    Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University)

  • Guillaume Lettre

    (Montreal Heart Institute
    Faculty of Medicine, Université de Montréal)

Abstract

Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1–4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1–2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of IGFBP-4 in vitro, resulting in higher bioavailability of insulin-like growth factors. These 83 height-associated variants overlap genes that are mutated in monogenic growth disorders and highlight new biological candidates (such as ADAMTS3, IL11RA and NOX4) and pathways (such as proteoglycan and glycosaminoglycan synthesis) involved in growth. Our results demonstrate that sufficiently large sample sizes can uncover rare and low-frequency variants of moderate-to-large effect associated with polygenic human phenotypes, and that these variants implicate relevant genes and pathways.

Suggested Citation

  • Eirini Marouli & Mariaelisa Graff & Carolina Medina-Gomez & Ken Sin Lo & Andrew R. Wood & Troels R. Kjaer & Rebecca S. Fine & Yingchang Lu & Claudia Schurmann & Heather M. Highland & Sina Rüeger & Gud, 2017. "Rare and low-frequency coding variants alter human adult height," Nature, Nature, vol. 542(7640), pages 186-190, February.
  • Handle: RePEc:nat:nature:v:542:y:2017:i:7640:d:10.1038_nature21039
    DOI: 10.1038/nature21039
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    Cited by:

    1. Sara Dam Kobberø & Michael Gajhede & Osman Asghar Mirza & Søren Kløverpris & Troels Rønn Kjær & Jakob Hauge Mikkelsen & Thomas Boesen & Claus Oxvig, 2022. "Structure of the proteolytic enzyme PAPP-A with the endogenous inhibitor stanniocalcin-2 reveals its inhibitory mechanism," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    2. Rafaela Rosário & Mina Nicole Händel & Jeanett Friis Rohde & Nanna Julie Olsen & Berit Lilienthal Heitmann, 2021. "Longitudinal Associations between Intake of Fruit and Vegetables and Height Attainment from Preschool to School Entry," IJERPH, MDPI, vol. 18(11), pages 1-11, June.
    3. Zichen Zhang & Ye Eun Bae & Jonathan R. Bradley & Lang Wu & Chong Wu, 2022. "SUMMIT: An integrative approach for better transcriptomic data imputation improves causal gene identification," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    4. Nazia Pathan & Wei Q. Deng & Matteo Di Scipio & Mohammad Khan & Shihong Mao & Robert W. Morton & Ricky Lali & Marie Pigeyre & Michael R. Chong & Guillaume Paré, 2024. "A method to estimate the contribution of rare coding variants to complex trait heritability," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    5. Gareth Hawkes & Robin N. Beaumont & Zilin Li & Ravi Mandla & Xihao Li & Christine M. Albert & Donna K. Arnett & Allison E. Ashley-Koch & Aneel A. Ashrani & Kathleen C. Barnes & Eric Boerwinkle & Jenni, 2024. "Whole-genome sequencing in 333,100 individuals reveals rare non-coding single variant and aggregate associations with height," Nature Communications, Nature, vol. 15(1), pages 1-11, December.

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