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Genome-wide meta-analysis of 241,258 adults accounting for smoking behaviour identifies novel loci for obesity traits

  • Anne E. Justice*
  • , Thomas W. Winkler
  • , Mary F. Feitosa
  • , Misa Graff
  • , Virginia A. Fisher
  • , Kristin Young
  • , Llilda Barata
  • , Xuan Deng
  • , Jacek Czajkowski
  • , David Hadley
  • , Julius S. Ngwa
  • , Tarunveer S. Ahluwalia
  • , Audrey Y. Chu
  • , Nancy L. Heard-Costa
  • , Elise Lim
  • , Jeremiah Perez
  • , John D. Eicher
  • , Zolta'n Kutalik
  • , Luting Xue
  • , Anubha Mahajan
  • Frida Renström, Joseph Wu, Qibin Qi, Shafqat Ahmad, Tamuno Alfred, Najaf Amin, Lawrence F. Bielak, Amelie Bonnefond, Jennifer Bragg, Gemma Cadby, Martina Chittani, Scott Coggeshall, Tanguy Corre, Nese Direk, Joel Eriksson, Krista Fischer, Mathias Gorski, Marie Neergaard Harder, Momoko Horikoshi, Tao Huang, Jennifer E. Huffman, Anne U. Jackson, Johanne Marie Justesen, Stavroula Kanoni, Leena Kinnunen, Marcus E. Kleber, Pirjo Komulainen, Meena Kumari, Unhee Lim, Jian'an Luan, Leo Pekka Lyytikäinen, Massimo Mangino, Ani Manichaikul, Jonathan Marten, Rita P.S. Middelberg, Martina Müller-Nurasyid, Pau Navarro, Louis Pe'russe, Natalia Pervjakova, Cinzia Sarti, Albert Vernon Smith, Jennifer A. Smith, Alena Stanča'kova, Rona J. Strawbridge, Heather M. Stringham, Yun Ju Sung, Toshiko Tanaka, Alexander Teumer, Stella Trompet, Sander W. Van Der Laan, Peter J. Van Der Most, Jana V. Van Vliet-Ostaptchouk, Sailaja L. Vedantam, Niek Verweij, Jacqueline M. Vink, Veronique Vitart, Ying Wu, Loic Yengo, Weihua Zhang, Jing Hua Zhao, Martina E. Zimmermann, Niha Zubair, Gonçalo R. Abecasis, Linda S. Adair, Saima Afaq, Uzma Afzal, Stephan J.L. Bakker, Traci M. Bartz, John Beilby, Richard N. Bergman, Sven Bergmann, Reiner Biffar, John Blangero, Eric Boerwinkle, Lori L. Bonnycastle, Erwin Bottinger, Daniele Braga, Brendan M. Buckley, Steve Buyske, Harry Campbell, John C. Chambers, Francis S. Collins, Joanne E. Curran, Gert J. De Borst, Anton J.M. De Craen, Eco J.C. De Geus, George Dedoussis, Graciela E. Delgado, Hester M. Den Ruijter, Gudny Eiriksdottir, Anna L. Eriksson, Toñu Esko, Jessica D. Faul, Ian Ford, Terrence Forrester, Karl Gertow, Bruna Gigante, Nicola Glorioso, Jian Gong, Harald Grallert, Tanja B. Grammer, Niels Grarup, Saskia Haitjema, Göran Hallmans, Anders Hamsten, Torben Hansen, Tamara B. Harris, Catharina A. Hartman, Maija Hassinen, Nicholas D. Hastie, Andrew C. Heath, Dena Hernandez, Lucia Hindorff, Lynne J. Hocking, Mette Hollensted, Oddgeir L. Holmen, Georg Homuth, Jouke Jan Hottenga, Jie Huang, Joseph Hung, Nina Hutri-Kähönen, Erik Ingelsson, Alan L. James, John Olov Jansson, Marjo Riitta Jarvelin, Min A. Jhun, Marit E. Jorgensen, Markus Juonala, Mika Kähönen, Magnus Karlsson, Heikki A. Koistinen, Ivana Kolcic, Genovefa Kolovou, Charles Kooperberg, Bernhard K. Krämer, Johanna Kuusisto, Kirsti Kvaloy, Timo A. Lakka, Claudia Langenberg, Lenore J. Launer, Karin Leander, Nanette R. Lee, Lars Lind, Cecilia M. Lindgren, Allan Linneberg, Stephane Lobbens, Marie Loh, Mattias Lorentzon, Robert Luben, Gitta Lubke, Anja Ludolph-Donislawski, Sara Lupoli, Pamela A.F. Madden, Reija Männikkö, Pedro Marques-Vidal, Nicholas G. Martin, Colin A. McKenzie, Barbara McKnight, Dan Mellström, Cristina Menni, Grant W. Montgomery, A. W. Musk, Narisu Narisu, Matthias Nauck, Ilja M. Nolte, Albertine J. Oldehinkel, Matthias Olden, Ken K. Ong, Sandosh Padmanabhan, Patricia A. Peyser, Charlotta Pisinger, David J. Porteous, Olli T. Raitakari, Tuomo Rankinen, D. C. Rao, Laura J. Rasmussen-Torvik, Rajesh Rawal, Treva Rice, Paul M. Ridker, Lynda M. Rose, Stephanie A. Bien, Igor Rudan, Serena Sanna, Mark A. Sarzynski, Naveed Sattar, Kai Savonen, David Schlessinger, Salome Scholtens, Claudia Schurmann, Robert A. Scott, Bengt Sennblad, Marten A. Siemelink, Günther Silbernagel, P. Eline Slagboom, Harold Snieder, Jan A. Staessen, David J. Stott, Morris A. Swertz, Amy J. Swift, Kent D. Taylor, Bamidele O. Tayo, Barbara Thorand, Dorothee Thuillier, Jaakko Tuomilehto, Andre G. Uitterlinden, Liesbeth Vandenput, Marie Claude Vohl, Henry Völzke, Judith M. Vonk, Ge'rard Waeber, Melanie Waldenberger, R. G.J. Westendorp, Sarah Wild, Gonneke Willemsen, Bruce H.R. Wolffenbuttel, Andrew Wong, Alan F. Wright, Wei Zhao, M. Carola Zillikens, Damiano Baldassarre, Beverley Balkau, Stefania Bandinelli, Carsten A. Böger, Dorret I. Boomsma, Claude Bouchard, Marcel Bruinenberg, Daniel I. Chasman, Yii Der Ida Chen, Peter S. Chines, Richard S. Cooper, Francesco Cucca, Daniele Cusi, Ulf De Faire, Luigi Ferrucci, Paul W. Franks, Philippe Froguel, Penny Gordon-Larsen, Hans Jörgen Grabe, Vilmundur Gudnason, Christopher A. Haiman, Caroline Hayward, Kristian Hveem, Andrew D. Johnson, J. Wouter Jukema, Sharon L.R. Kardia, Mika Kivimaki, Jaspal S. Kooner, Diana Kuh, Markku Laakso, Terho Lehtimäki, Loic Le Marchand, Winfried März, Mark I. McCarthy, Andres Metspalu, Andrew P. Morris, Claes Ohlsson, Lyle J. Palmer, Gerard Pasterkamp, Oluf Pedersen, Annette Peters, Ulrike Peters, Ozren Polasek, Bruce M. Psaty, Lu Qi, Rainer Rauramaa, Blair H. Smith, Thorkild I.A. Sorensen, Konstantin Strauch, Henning Tiemeier, Elena Tremoli, Pim Van Der Harst, Henrik Vestergaard, Peter Vollenweider, Nicholas J. Wareham, David R. Weir, John B. Whitfield, James F. Wilson, Jessica Tyrrell, Timothy M. Frayling, Inês Barroso, Michael Boehnke, Panagiotis Deloukas, Caroline S. Fox, Joel N. Hirschhorn, David J. Hunter, Tim D. Spector, David P. Strachan, Cornelia M. Van Duijn, Iris M. Heid, Karen L. Mohlke, Jonathan Marchini, Ruth J.F. Loos, Tuomas O. Kilpeläinen, Ching Ti Liu, Ingrid B. Borecki, Kari E. North, L. Adrienne Cupples
*Corresponding author for this work
  • University of North Carolina at Chapel Hill
  • University of Regensburg
  • Washington University St. Louis
  • Boston University
  • St. George’s Hospital
  • TransMed Systems, Inc.
  • Johns Hopkins University
  • University of Copenhagen
  • Novo Nordisk Foundation
  • National Heart Lung and Blood Institute’s and Boston University’s Framingham Heart Study
  • Harvard University
  • University of Lausanne
  • Swiss Instititute of Bioinformatics
  • University of Oxford
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  • Albert Einstein College of Medicine
  • Icahn School of Medicine at Mount Sinai
  • Erasmus University Rotterdam
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  • Heidelberg University 
  • University of Eastern Finland
  • University of Essex
  • University College London
  • University of Hawai'i at Mānoa
  • University of Cambridge
  • Fimlab Laboratories
  • Tampere University
  • King's College London
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  • University of Virginia
  • Queensland Institute of Medical Research
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • Ludwig Maximilian University of Munich
  • German Centre for Cardiovascular Research
  • Université Laval
  • University of Tartu
  • Minerva Foundation Institute for Medical Research Helsinki
  • Icelandic Heart Association
  • University of Iceland
  • Karolinska Institutet
  • National Institutes of Health
  • University of Greifswald
  • Leiden University
  • Utrecht University
  • University of Groningen
  • Boston Children's Hospital
  • Broad Institute
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  • Imperial College London
  • London North West University Healthcare NHS Trust
  • Fred Hutchinson Cancer Research Center
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  • University of Texas Rio Grande Valley
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  • Rutgers - The State University of New Jersey, New Brunswick
  • Imperial College Healthcare NHS Trust
  • VU University Medical Center
  • Harokopio University
  • University of Glasgow
  • The University of the West Indies
  • University Hospital of Sassari
  • German Center for Diabetes Research
  • University of Aberdeen
  • Norwegian University of Science and Technology
  • Wellcome Trust Sanger Institute
  • Uppsala University
  • Stanford University
  • University of Oulu
  • University of Turku
  • University of Helsinki
  • University of Split
  • Onassis Cardiac Surgery Center
  • University of San Carlos - Philippines
  • Research Centre for Prevention and Health
  • Agency for Science, Technology and Research, Singapore
  • University of Notre Dame
  • University of Glasgow
  • LSU Pennington Biomedical Research Center
  • Northwestern University
  • Brigham and Women’s Hospital
  • National Research Council of Italy
  • Medical University of Graz
  • KU Leuven
  • Maastricht University
  • University of California at Los Angeles
  • Loyola University Chicago
  • Dasman Diabetes Institute
  • University for Continuing Education Krems
  • King Abdulaziz University
  • IRCCS Centro Cardiologico S.P.A. Fondazione Monzino - Milano
  • Renal and Cardiovascular Epidemiology
  • Azienda USL Toscana Centro
  • Lifelines Cohort Study
  • University of Sassari
  • Sanipedia Srl
  • German Center for Neurodegenerative Diseases
  • University of Southern California
  • Durrer Center for Cardiovascular Research
  • Royal Netherlands Academy of Arts and Sciences
  • SYNLAB International GmbH
  • Oxford University Hospitals NHS Foundation Trust
  • University of Liverpool
  • Adelaide University
  • Group Health Cooperative
  • Tulane University
  • University of Dundee
  • University of Bristol
  • University of Exeter
  • Cambridge University Hospitals NHS Foundation Trust
  • Netherlands Genomics Initiative
  • Center for Medical Systems Biology

Research output: Contribution to journalArticlepeer-review

Abstract

Few genome-wide association studies (GWAS) account for environmental exposures, like smoking, potentially impacting the overall trait variance when investigating the genetic contribution to obesity-related traits. Here, we use GWAS data from 51,080 current smokers and 190,178 nonsmokers (87% European descent) to identify loci influencing BMI and central adiposity, measured as waist circumference and waist-to-hip ratio both adjusted for BMI. We identify 23 novel genetic loci, and 9 loci with convincing evidence of gene-smoking interaction (GxSMK) on obesity-related traits. We show consistent direction of effect for all identified loci and significance for 18 novel and for 5 interaction loci in an independent study sample. These loci highlight novel biological functions, including response to oxidative stress, addictive behaviour, and regulatory functions emphasizing the importance of accounting for environment in genetic analyses. Our results suggest that tobacco smoking may alter the genetic susceptibility to overall adiposity and body fat distribution.

Original languageEnglish
Article number14977
JournalNature Communications
Volume8
DOIs
Publication statusPublished - 2017
Externally publishedYes

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