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A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape

  • Janina S. Ried
  • , Janina M. Jeff
  • , Audrey Y. Chu
  • , Jennifer L. Bragg-Gresham
  • , Jenny Van Dongen
  • , Jennifer E. Huffman
  • , Tarunveer S. Ahluwalia
  • , Gemma Cadby
  • , Niina Eklund
  • , Joel Eriksson
  • , Toñu Esko
  • , Mary F. Feitosa
  • , Anuj Goel
  • , Mathias Gorski
  • , Caroline Hayward
  • , Nancy L. Heard-Costa
  • , Anne U. Jackson
  • , Eero Jokinen
  • , Stavroula Kanoni
  • , Kati Kristiansson
  • Zoltán Kutalik, Jari Lahti, Jian'an Luan, Reedik Mägi, Anubha Mahajan, Massimo Mangino, Carolina Medina-Gomez, Keri L. Monda, Ilja M. Nolte, Louis Pérusse, Inga Prokopenko, Lu Qi, Lynda M. Rose, Erika Salvi, Megan T. Smith, Harold Snieder, Alena Standáková, Yun Ju Sung, Ioanna Tachmazidou, Alexander Teumer, Gudmar Thorleifsson, Pim Van Der Harst, Ryan W. Walker, Sophie R. Wang, Sarah H. Wild, Sara M. Willems, Andrew Wong, Weihua Zhang, Eva Albrecht, Alexessander Couto Alves, Stephan J.L. Bakker, Cristina Barlassina, Traci M. Bartz, John Beilby, Claire Bellis, Richard N. Bergman, Sven Bergmann, John Blangero, Matthias Blüher, Eric Boerwinkle, Lori L. Bonnycastle, Stefan R. Bornstein, Marcel Bruinenberg, Harry Campbell, Yii Der Ida Chen, Charleston W.K. Chiang, Peter S. Chines, Francis S. Collins, Fracensco Cucca, L. Adrienne Cupples, Francesca D'avila, Eco J.C. De Geus, George Dedoussis, Maria Dimitriou, Angela Döring, Johan G. Eriksson, Aliki Eleni Farmaki, Martin Farrall, Teresa Ferreira, Krista Fischer, Nita G. Forouhi, Nele Friedrich, Anette Prior Gjesing, Nicola Glorioso, Mariaelisa Graff, Harald Grallert, Niels Grarup, Jürgen Gräßler, Jagvir Grewal, Anders Hamsten, Marie Neergaard Harder, Catharina A. Hartman, Maija Hassinen, Nicholas Hastie, Andrew Tym Hattersley, Aki S. Havulinna, Markku Heliövaara, Hans Hillege, Albert Hofman, Oddgeir Holmen, Georg Homuth, Jouke Jan Hottenga, Jennie Hui, Lise Lotte Husemoen, Pirro G. Hysi, Aaron Isaacs, Till Ittermann, Shapour Jalilzadeh, Alan L. James, Torben Jørgensen, Pekka Jousilahti, Antti Jula, Johanne Marie Justesen, Anne E. Justice, Mika Kähönen, Maria Karaleftheri, Kay Tee Khaw, Sirkka M. Keinanen-Kiukaanniemi, Leena Kinnunen, Paul B. Knekt, Heikki A. Koistinen, Ivana Kolcic, Ishminder K. Kooner, Seppo Koskinen, Peter Kovacs, Theodosios Kyriakou, Tomi Laitinen, Claudia Langenberg, Alexandra M. Lewin, Peter Lichtner, Cecilia M. Lindgren, Jaana Lindström, Allan Linneberg, Roberto Lorbeer, Mattias Lorentzon, Robert Luben, Valeriya Lyssenko, Satu Männistö, Paolo Manunta, Irene Mateo Leach, Wendy L. Mcardle, Barbara Mcknight, Karen L. Mohlke, Evelin Mihailov, Lili Milani, Rebecca Mills, May E. Montasser, Andrew P. Morris, Gabriele Müller, Arthur W. Musk, Narisu Narisu, Ken K. Ong, Ben A. Oostra, Clive Osmond, Aarno Palotie, James S. Pankow, Lavinia Paternoster, Brenda W. Penninx, Irene Pichler, Maria G. Pilia, Ozren Polašek, Peter P. Pramstaller, Olli T. Raitakari, Tuomo Rankinen, D. C. Rao, Nigel W. Rayner, Rasmus Ribel-Madsen, Treva K. Rice, Marcus Richards, Paul M. Ridker, Fernando Rivadeneira, Kathy A. Ryan, Serena Sanna, Mark A. Sarzynski, Salome Scholtens, Robert A. Scott, Sylvain Sebert, Lorraine Southam, Thomas Hempel Sparsø, Valgerdur Steinthorsdottir, Kathleen Stirrups, Ronald P. Stolk, Konstantin Strauch, Heather M. Stringham, Morris A. Swertz, Amy J. Swift, Anke Tönjes, Emmanouil Tsafantakis, Peter J. Van Der Most, Jana V. Van Vliet-Ostaptchouk, Liesbeth Vandenput, Erkki Vartiainen, Cristina Venturini, Niek Verweij, Jorma S. Viikari, Veronique Vitart, Marie Claude Vohl, Judith M. Vonk, Gérard Waeber, Elisabeth Widén, Gonneke Willemsen, Tom Wilsgaard, Thomas W. Winkler, Alan F. Wright, Laura M. Yerges-Armstrong, Jing Hua Zhao, M. Carola Zillikens, Dorret I. Boomsma, Claude Bouchard, John C. Chambers, Daniel I. Chasman, Daniele Cusi, Ron T. Gansevoort, Christian Gieger, Torben Hansen, Andrew A. Hicks, Frank Hu, Kristian Hveem, Marjo Riitta Jarvelin, Eero Kajantie, Jaspal S. Kooner, Diana Kuh, Johanna Kuusisto, Markku Laakso, Timo A. Lakka, Terho Lehtimäki, Andres Metspalu, Inger Njølstad, Claes Ohlsson, Albertine J. Oldehinkel, Lyle J. Palmer, Oluf Pedersen, Markus Perola, Annette Peters, Bruce M. Psaty, Hannu Puolijoki, Rainer Rauramaa, Igor Rudan, Veikko Salomaa, Peter E.H. Schwarz, Alan R. Shudiner, Jan H. Smit, Thorkild I.A. Sørensen, Timothy D. Spector, Kari Stefansson, Michael Stumvoll, Angelo Tremblay, Jaakko Tuomilehto, André G. Uitterlinden, Matti Uusitupa, Uwe Völker, Peter Vollenweider, Nicholas J. Wareham, Hugh Watkins, James F. Wilson, Eleftheria Zeggini, Goncalo R. Abecasis, Michael Boehnke, Ingrid B. Borecki, Panos Deloukas, Cornelia M. Van Duijn, Caroline Fox, Leif C. Groop, Iris M. Heid, David J. Hunter, Robert C. Kaplan, Mark I. Mccarthy, Kari E. North, Jeffrey R. O'connell, David Schlessinger, Unnur Thorsteinsdottir, David P. Strachan, Timothy Frayling, Joel N. Hirschhorn, Martina Müller-Nurasyid, Ruth J.F. Loos*
*Corresponding author for this work
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • Icahn School of Medicine at Mount Sinai
  • Brigham and Women’s Hospital
  • University of Michigan, Ann Arbor
  • Vrije Universiteit Amsterdam
  • University of Edinburgh
  • University of Copenhagen
  • Novo Nordisk Foundation
  • University of Western Australia
  • National Institute for Health and Welfare
  • Institute of Medicine
  • Harvard University
  • Boston Children's Hospital
  • University of Tartu
  • Washington University St. Louis
  • University of Oxford
  • University of Regensburg
  • National Heart Lung and Blood Institute’s and Boston University’s Framingham Heart Study
  • Boston University
  • University of Helsinki
  • Wellcome Trust Sanger Institute
  • Queen Mary University of London
  • Swiss Institute of Bioinformatics
  • University of Lausanne
  • Folkhalsan
  • University of Cambridge
  • King's College London
  • Erasmus University Rotterdam
  • University of North Carolina at Chapel Hill
  • Amgen Incorporated
  • University of Groningen
  • Université Laval
  • Imperial College London
  • University of Milan
  • Filarete Foundation
  • University of Washington
  • University of Eastern Finland
  • University of Greifswald
  • Interuniversity Cardiology Institute of the Netherlands
  • Massachusetts Institute of Technology
  • University College London
  • London North West University Healthcare NHS Trust
  • Medical Research Council
  • PathWest Laboratory Medicine WA
  • Queensland University of Technology
  • Agency for Science, Technology and Research, Singapore
  • Cedars-Sinai Medical Center
  • University of Texas Rio Grande Valley
  • Leipzig University
  • University of Texas Health Science Center at Houston
  • National Institutes of Health
  • Technische Universität Dresden
  • University of California at Los Angeles
  • University of Sassari
  • VU University Medical Center
  • Harokopio University
  • Hypertension and Related Disease Centre
  • German Center for Diabetes Research
  • Karolinska Institutet
  • University of Exeter
  • Norwegian University of Science and Technology
  • Sir Charles Gairdner Hospital
  • Aalborg University
  • Research Centre for Prevention and Health
  • Tampere University
  • Echinos Medical Centre
  • Cambridge University Hospitals NHS Foundation Trust
  • University of Oulu
  • Minerva Foundation Institute for Medical Research Helsinki
  • University of Split
  • Lund University
  • Vita-Salute San Raffaele University
  • University of Bristol
  • Fred Hutchinson Cancer Research Center
  • University of Maryland, Baltimore
  • University of Liverpool
  • MRC Lifecourse Epidemiology Unit
  • Massachusetts General Hospital
  • University of Minnesota Twin Cities
  • EURAC Research
  • University of LuB(beck
  • National Research Council of Italy
  • General Central Hospital
  • University of Turku
  • LSU Pennington Biomedical Research Center
  • Ludwig Maximilian University of Munich
  • Anogia Medical Centre
  • University of Tromsø – The Arctic University of Norway
  • Imperial College Healthcare NHS Trust
  • University of Southern Denmark
  • Children's Hospital Helsinki
  • Adelaide University
  • University of Adelaide
  • German Centre for Cardiovascular Research
  • Group Health Cooperative
  • South Ostrobothnia Central Hospital
  • Vetrans Administration Medical Center
  • University of Iceland
  • University for Continuing Education Krems
  • King Abdulaziz University
  • Center of Medical Systems Biology
  • Albert Einstein College of Medicine
  • National Institute for Health Research (NIHR) Oxford Biomedical Research Centre
  • St. George's University of London
  • Broad Institute

Research output: Contribution to journalArticlepeer-review

Abstract

Large consortia have revealed hundreds of genetic loci associated with anthropometric traits, one trait at a time. We examined whether genetic variants affect body shape as a composite phenotype that is represented by a combination of anthropometric traits. We developed an approach that calculates averaged PCs (AvPCs) representing body shape derived from six anthropometric traits (body mass index, height, weight, waist and hip circumference, waist-to-hip ratio). The first four AvPCs explain >99% of the variability, are heritable, and associate with cardiometabolic outcomes. We performed genome-wide association analyses for each body shape composite phenotype across 65 studies and meta-analysed summary statistics. We identify six novel loci: LEMD2 and CD47 for AvPC1, RPS6KA5/C14orf159 and GANAB for AvPC3, and ARL15 and ANP32 for AvPC4. Our findings highlight the value of using multiple traits to define complex phenotypes for discovery, which are not captured by single-trait analyses, and may shed light onto new pathways.

Original languageEnglish
Article number13357
JournalNature Communications
Volume7
DOIs
Publication statusPublished - 23 Nov 2016
Externally publishedYes

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