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Gene-centric meta-analyses of 108 912 individuals confirm known body mass index loci and reveal three novel signals

  • Yiran Guo
  • , Matthew B. Lanktree
  • , Kira C. Taylor
  • , Hakon Hakonarson
  • , Leslie A. Lange
  • , Brendan J. Keating
  • , Benjamin P. Fairfax
  • , Clara C. Elbers
  • , John Barnard
  • , Martin Farrall
  • , Sandosh Padmanabhan
  • , Jens Baumert
  • , Berta A. Castillo
  • , Tom R. Gaunt
  • , Yan Gong
  • , Ramakrishnan Rajagopalan
  • , Simon P.R. Romaine
  • , Meena Kumari
  • , Suzanne Rafelt
  • , Erin N. Smith
  • Yun R. Li, Suthesh Sivapalaratnam, Erik P.A. van Iperen, Elizabeth K. Speliotes, Elina Toskala, Li Zhang, Heather M. Ochs-Balcom, Tushar R. Bhangale, Hareesh R. Chandrupatla, Fotios Drenos, Christian Gieger, Jayanta Gupta, Toby Johnson, Marcus E. Kleber, Seiko Makino, Massimo Mangino, Yan Meng, Christopher P. Nelson, James S. Pankow, Nathan Pankratz, Tom S. Price, Jonathan Shaffer, Haiqing Shen, Sam Tischfield, Maciej Tomaszewski, Larry D. Atwood, Kristian M. Bailey, Ashok Balasubramanyam, Clinton T. Baldwin, Hanneke Basart, Florianne Bauer, Elijah R. Behr, Amber L. Beitelshees, Gerald S. Berenson, Shirley A.A. Beresford, Connie R. Bezzina, Deepak L. Bhatt, Jolanda M.A. Boer, Peter S. Braund, Gregory L. Burke, Ben Burkley, Cara Carty, Wei Chen, Robert Clarke, Rhonda M. Cooper-DeHoff, Sean P. Curtis, Paul I.W. de Bakker, Jonas S. de Jong, Christian Delles, Anna F. Dominiczak, David Duggan, Harold I. Feldman, Clement E. Furlong, Mathias M. Gorski, John G. Gums, Robert Hardwick, Claire Hastie, Iris M. Heid, Guan Hua Huang, Gordon S. Huggins, Steve E. Humphries, Susan A. Kirkland, Mika Kivimaki, Ronald Klein, Barbara E. Klein, William C. Knowler, Kottke-Marchant Kandice Kottke-Marchant, Andrea Z. LaCroix, Taimour Y. Langaee, Mingyao Li, Helen N. Lyon, Steffi Maiwald, Julieann K. Marshall, Amar Mehta, Matthijs F.L. Meijs, Olle Melander, Nuala Meyer, Nandita Mitra, Cliona M. Molony, David A. Morrow, Gurunathan Murugesan, Stephen J. Newhouse, Javier F. Nieto, N. Charlotte Onland-Moret, Willem H. Ouwehand, Jutta Palmen, Carl J. Pepine, Jane Ranchalis, Sylvia E. Rosas, Elisabeth A. Rosenthal, Hubert Scharnagl, Nicholas J. Schork, Pamela J. Schreiner, Tina Shah, Michael Shashaty, Daichi Shimbo, Sathanur R. Srinivasan, Fridtjof Thomas, Martin D. Tobin, Michael Y. Tsai, W. M. Monique Verschuren, Lynne E. Wagenknecht, Bernhard R. Winkelmann, Taylor Young, Salim Yusuf, Mohammad H. Zafarmand, Joseph M. Zmuda, Aeilko H. Zwinderman, Sonia S. Anand, Anthony J. Balmforth, Bernhard O. Boehm, Eric Boerwinkle, Paul R. Burton, Thomas P. Cappola, Juan P. Casas, Mark J. Caulfield, David C. Christiani, Jason Christie, Karen J. Cruickshanks, George Davey-Smith, Karina W. Davidson, Ian N. Day, Pieter A. Doevendans, Gerald W. Dorn, Garret A. FitzGerald, Alistair S. Hall, Aroon D. Hingorani, Joel N. Hirschhorn, Marten H. Hofker, Kees G. Hovingh, Thomas Illig, Yalda Jamshidi, Gail P. Jarvik, Julie A. Johnson, Peter A. Kanetsky, JP Kastelein John JP Kastelein, Wolfgang Koenig, Debbie A. Lawlor, Winfried März, Jeanne McCaffery, Jessica L. Mega, Braxton D. Mitchell, Sarah S. Murray, Jeffery R. O'Connell, Sanjay R. Patel, Annette Peters, Mary Pettinger, Daniel J. Rader, Susan Redline, Muredach P. Reilly, Marc S. Sabatine, Eric E. Schadt, Alan R. Shuldiner, Roy L. Silverstein, Tim D. Spector, Herman A. Taylor, Barbara Thorand, Mieke D. Trip, Hugh Watkins, H. Erich Wichmann, Caroline S. Fox, Struan F.A. Grant, Inga Peter, Philippa J. Talmud, Patricia B. Munroe, James G. Wilson, Julian C. Knight, Nilesh J. Samani, Robert A. Hegele, Folkert W. Asselbergs, Keri L. Monda, Yvonne T. van der Schouw, Ellen W. Demerath, Cisca Wijmenga, Nicholas J. Timpson, Alex P. Reiner, Kari E. North, George J. Papanicolaou
  • Children's Hospital of Philadelphia
  • BGI-Shenzhen
  • Western University
  • University of Louisville
  • University of North Carolina at Chapel Hill
  • University of Oxford
  • Utrecht University
  • Cleveland Clinic Foundation
  • BHF Cardiovascular Research Centre
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • University of Bristol
  • University of Florida
  • University of Washington
  • University of Leeds
  • University College London
  • University of Leicester
  • Rady Children's Hospital
  • Amsterdam University Medical Center
  • Durrer Center for Cardiogenetic Research
  • University of Amsterdam
  • The Broad Institute of MIT and Harvard
  • Genentech, Inc
  • University of Pennsylvania
  • Queen Mary University of London
  • LURIC Study nonprofit LLC
  • Heidelberg University 
  • King's College London
  • Massachusetts Institute of Technology
  • University Hospitals of Leicester NHS Trust
  • University of Minnesota Twin Cities
  • Columbia University
  • University of Maryland, Baltimore
  • Cornell University
  • Framingham Heart Study
  • Baylor College of Medicine
  • Boston University
  • St. George's Hospital Medical School
  • Tulane University
  • Harvard University
  • National Institute of Public Health and the Environment
  • Wake Forest University
  • Fred Hutchinson Cancer Research Center
  • Merck
  • Translational Genomics Research Institute
  • University of Regensburg
  • National Yang Ming Chiao Tung University
  • Tufts-New England Medical Center
  • Dalhousie University
  • University of Wisconsin-Madison
  • National Institutes of Health
  • Boston Children's Hospital
  • Lund University
  • Rosetta Inpharmatics
  • Brigham and Women’s Hospital
  • University of Cambridge
  • Medical University of Graz
  • Scripps Research Institute
  • University of Tennessee Health Science Center
  • Cardiology Group
  • McMaster University
  • University of Pittsburgh
  • Ulm University
  • University of Texas Health Science Center at Houston
  • London School of Hygiene and Tropical Medicine
  • Washington University St. Louis
  • University of Groningen
  • Hannover Medical School
  • SYNLAB International GmbH
  • Brown University
  • Scripps Research Translational Institute
  • Sage Bionetworks
  • VA Medical Center
  • Medical College of Wisconsin
  • University of Mississippi
  • Icahn School of Medicine at Mount Sinai

Research output: Contribution to journalArticlepeer-review

74 Scopus citations

Abstract

Recent genetic association studies have made progress in uncovering components of the genetic architecture of the body mass index (BMI). We used the ITMAT-Broad-Candidate Gene Association Resource (CARe) (IBC) array comprising up to 49 320 single nucleotide polymorphisms (SNPs) across ~2100 metabolic and cardiovascular-related loci to genotype up to 108 912 individuals of European ancestry (EA), African-Americans, Hispanics and East Asians, from 46 studies, to provide additional insight into SNPs underpinning BMI. We used a five-phase study design: Phase I focused on meta-analysis of EA studies providing individual level genotype data; Phase II performed a replication of cohorts providing summary level EA data; Phase III meta-analyzed results from the first two phases; associated SNPs from Phase III were used for replication in Phase IV; finally in Phase V, a multi-ethnic meta-analysis of all samples from four ethnicities was performed. At an array-wide significance (P < 2.40E-06), we identify novel BMI associations in loci translocase of outer mitochondrial membrane 40 homolog (yeast) - apolipoprotein E - apolipoprotein C-I (TOMM40-APOE-APOC1) (rs2075650, P = 2.95E-10), sterol regulatory element binding transcription factor 2 (SREBF2, rs5996074, P = 9.43E-07) and neurotrophic tyrosine kinase, receptor, type 2 [NTRK2, a brain-derived neurotrophic factor (BDNF) receptor gene, rs1211166, P = 1.04E-06] in the Phase IV meta-analysis. Of 10 loci with previous evidence for BMI association represented on the IBC array, eight were replicated, with the remaining two showing nominal significance. Conditional analyses revealed two independent BMI-associated signals in BDNF and melanocortin 4 receptor (MC4R) regions. Of the 11 array-wide significant SNPs, three are associated with gene expression levels in both primary B-cells and monocytes; with rs4788099 in SH2B adaptor protein 1 (SH2B1) notably being associated with the expression of multiple genes in cis. These multi-ethnic meta-analyses expand our knowledge of BMI genetics.

Original languageEnglish
Pages (from-to)184-201
Number of pages18
JournalHuman Molecular Genetics
Volume22
Issue number1
DOIs
StatePublished - Jan 1 2013

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