4.8 Article

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

Journal

NATURE COMMUNICATIONS
Volume 8, Issue -, Pages -

Publisher

NATURE PORTFOLIO
DOI: 10.1038/ncomms14977

Keywords

-

Funding

  1. Aase and Ejner Danielsens Foundation
  2. Academy of Finland [41071, 77299, 102318, 110413, 117787, 121584, 123885, 124243, 124282, 126925, 129378, 134309, 286284]
  3. Accare Center for Child and Adolescent Psychiatry
  4. Action on Hearing Loss [G51]
  5. Agence Nationale de la 359 Recherche
  6. Agency for Health Care Policy Research [HS06516]
  7. ALF/LUA research grant in Gothenburg
  8. ALFEDIAM
  9. ALK-Abello 'A/S
  10. Althingi
  11. American Heart Association [13POST16500011]
  12. Amgen
  13. Andrea and Charles Bronfman Philanthropies
  14. Ardix Medical
  15. Arthritis Research UK
  16. Association Diabete Risque Vasculaire
  17. Australian National Health and Medical Research Council [241944, 339462, 389875, 389891, 389892, 389927, 389938, 442915, 442981, 496739, 552485, 552498]
  18. Avera Institute
  19. Bayer Diagnostics
  20. Becton Dickinson
  21. BHF [RG/14/5/30893]
  22. Boston Obesity Nutrition Research Center [DK46200]
  23. Bristol-Myers Squibb
  24. British Heart Foundation [RG/10/12/28456, RG2008/08, RG2008/014, SP/04/002]
  25. Medical Research Council of Canada
  26. Canadian Institutes for Health Research
  27. Cancer Research UK
  28. Cardionics
  29. Cavadis B. V.
  30. Center for Medical Systems Biology
  31. Center of Excellence in Genomics
  32. CFI
  33. CIHR
  34. City of Kuopio
  35. CNAMTS
  36. Cohortes Sante TGIR
  37. Contrat de Projets Etat-Region
  38. Croatian Science Foundation [8875]
  39. Danish Agency for Science, Technology and Innovation
  40. Danish Council for Independent Research [DFF-133300124, DFF-1331-00730B]
  41. County Council of Dalarna
  42. Dalarna University
  43. Danish Council for Strategic Research
  44. Danish Diabetes Academy
  45. Danish Medical Research Council
  46. Department of Health, UK
  47. Development Fund from the University of Tartu (SP1GVARENG)
  48. Diabetes Hilfs-und Forschungsfonds Deutschland
  49. Diabetes UK
  50. Diabetes Research and Wellness Foundation Fellowship
  51. Donald W. Reynolds Foundation
  52. Dr Robert Pfleger-Stiftung
  53. Dutch Brain Foundation
  54. Dutch Diabetes Research Foundation
  55. Dutch Inter University Cardiology Institute
  56. Dutch Kidney Foundation [E033]
  57. Dutch Ministry of Justice
  58. DynaHEALTH action [633595]
  59. Economic Structure Enhancing Fund of the Dutch Government
  60. Else Kroner-Fresenius-Stiftung [2012_ A147, P48/08//A11/08]
  61. Emil Aaltonen Foundation
  62. Erasmus University Medical Center Rotterdam
  63. Erasmus MC
  64. Erasmus University Rotterdam
  65. Municipality of Rotterdam
  66. Estonian Government [IUT20-60, IUT24-6]
  67. Estonian Research Roadmap through the Estonian Ministry of Education and Research [3.2.0304.11-0312]
  68. European Research Council (ERC) [323195: SZ-245 50371-GLUCOSEGENESFP7-IDEAS-ERC]
  69. European Regional Development Fund
  70. European Science Foundation [EU/QLRT-2001-01254]
  71. European Commission [018947, 018996, 201668, 223004, 230374, 279143, 284167, 305739, BBMRI-LPC-313010, HEALTH-2011.2.4.2-2-EUMASCARA, HEALTH-2011-278913]
  72. Faculty of Biology and Medicine of Lausanne
  73. Federal Ministry of Education and Research [01ZZ0103, 01ZZ0403, 01ZZ9603, 03IS2061A, 03ZIK012]
  74. Federal State of Mecklenburg-West Pomerania
  75. Federation Francaise de Cardiologie
  76. Finnish Cultural Foundation
  77. Finnish Diabetes Association
  78. Finnish Foundation of Cardiovascular Research
  79. Finnish Heart Association
  80. Fondation Leducq
  81. Food Standards Agency
  82. Foundation for Strategic Research
  83. French Ministry of Research
  84. FRSQ
  85. Genetic Association Information Network (GAIN) of the Foundation for the NIH
  86. German Federal Ministry of Education and Research (BMBF) [01ER1206, 01ER1507]
  87. GlaxoSmithKline
  88. Greek General Secretary of Research and Technology
  89. Goteborg Medical Society
  90. Health and Safety Executive
  91. Healthcare NHS Trust
  92. Healthway
  93. Western Australia
  94. Heart Foundation of Northern Sweden
  95. Helmholtz Zentrum Munchen-German Research Center for Environmental Health
  96. Hjartavernd
  97. Ingrid Thurings Foundation
  98. INSERM
  99. InterOmics [PB05 MIUR-CNR]
  100. INTERREG IV Oberrhein Program [A28]
  101. Interuniversity Cardiology Institute of the Netherlands (ICIN) [09.001]
  102. Italian Ministry of Health [ICS110.1/RF97.71]
  103. Italian Ministry of Economy and Finance (FaReBio di Qualita
  104. Marianne and Marcus Wallenberg Foundation
  105. Ministry of Health, Welfare and Sports, the Netherlands
  106. Catherine T, MacArthur Foundation Research Networks on Successful Midlife Development and Socioeconomic Status and Health
  107. Juho Vainio Foundation
  108. Juvenile Diabetes Research Foundation International
  109. KfH Stiftung Praventivmedizin e. V
  110. King's College London
  111. Knut and Alice Wallenberg Foundation
  112. Kuopio University Hospital
  113. Kuopio, Tampere and Turku University Hospital Medical Funds [X51001]
  114. La Fondation de France
  115. Leenaards Foundation
  116. Lilly
  117. LMUinnovativ
  118. Lundberg Foundation
  119. Magnus Bergvall Foundation
  120. MDEIE
  121. Medical Research Council UK [G0000934, G0601966, G0700931, MC_U106179471, MC_UU_12019/1]
  122. MEKOS Laboratories
  123. Merck Sante
  124. Ministry for Health, Welfare and Sports, The Netherlands
  125. Ministry of Cultural Affairs of Mecklenburg-West Pomerania
  126. Ministry of Economic Affairs, The Netherlands
  127. Ministry of Education and Culture of Finland [627]
  128. Ministry of Education, Culture and Science, The Netherlands
  129. Ministry of Science, Education and Sport in the Republic of Croatia [108-1080315-0302]
  130. MRC centre for Causal Analyses in Translational Epidemiology
  131. MRC Human Genetics Unit
  132. MRC-GlaxoSmithKline pilot programme [G0701863]
  133. MSD Stipend Diabetes
  134. National Institute for Health Research
  135. Netherlands Brain Foundation [F2013(1)-28]
  136. Netherlands CardioVascular Research Initiative [CVON2011-19]
  137. Netherlands Genomics Initiative [050-060-810]
  138. Netherlands Heart Foundation [2001 D 032, NHS2010B280]
  139. Netherlands Organization for Scientific Research (NWO)
  140. Netherlands Organisation for Health Research and Development (ZonMW) [56-46414192, 60-60600-97-118, 100-001-004, 261-98-710, 400-05-717, 480-04-004, 480-05-003, 481-08-013, 904-61-090, 904-61-193, 911-11-025, 985-10-002, Addiction-31160008, BBMRI-NL 184.021.007]
  141. Neuroscience Campus Amsterdam
  142. NHS Foundation Trust
  143. National Institutes of Health [1RC2MH089951, 1Z01HG000024, 24152, 263MD9164, 263MD821336, 2R01LM010098, 32100-2, 32122, 32108, 5K99HL130580-02, AA07535, AA10248, AA11998, AA13320, AA13321, AA13326, AA14041, AA17688, AG13196]
  144. NIH, National Institute on Aging [NO1-AG-1-2109]
  145. Northern Netherlands Collaboration of Provinces
  146. Novartis Pharma
  147. Novo Nordisk
  148. Novo Nordisk Foundation
  149. Nutricia Research Foundation [2016-T1]
  150. ONIVINS
  151. Parnassia Bavo group
  152. Pierre Fabre
  153. Province of Groningen
  154. Paivikki and Sakari Sohlberg Foundation
  155. Pahlssons Foundation
  156. Paavo Nurmi Foundation
  157. Radboud Medical Center Nijmegen
  158. Research Centre for Prevention and Health
  159. Capital Region of Denmark
  160. Research Institute for Diseases in the Elderly
  161. Research into Ageing
  162. Robert Dawson Evans Endowment of the Department of Medicine at Boston University School of Medicine and Boston Medical Center
  163. Roche
  164. Royal Society
  165. Russian Foundation for Basic Research [NWO-RFBR 047.017.043]
  166. Rutgers University Cell and DNA Repository [NIMH U24 MH068457-06]
  167. Sanofi-Aventis
  168. Scottish Government Health Directorates, Chief Scientist Office [CZD/16/6]
  169. Siemens Healthcare
  170. Social Insurance Institution of Finland [4/26/2010]
  171. Social Ministry of the Federal State of Mecklenburg-West Pomerania
  172. Societe Francophone du 358 Diabete
  173. State of Bavaria
  174. Stiftelsen for Gamla Tjanarinnor
  175. Stockholm County Council [560183, 592229]
  176. Strategic Cardiovascular and Diabetes Programmes of Karolinska Institutet
  177. Stockholm County Council
  178. Stroke Association
  179. Swedish Diabetes Association
  180. Swedish Diabetes Foundation [2013-024]
  181. Swedish Foundation for Strategic Research
  182. Swedish Heart-Lung Foundation [20120197, 20150711]
  183. Swedish Research Council [0593, 8691, 2012-1397, 2012-1727, 2012-2215]
  184. Swedish Society for Medical Research
  185. Swiss Institute of Bioinformatics
  186. Swiss National Science Foundation [3100AO-116323/1, 31003A-143914, 33CSCO-122661, 33CS30-139468, 33CS30-148401, 51RTP0_ 151019]
  187. Tampere Tuberculosis Foundation
  188. Technology Foundation STW [11679]
  189. Fonds voor Wetenschappelijk Onderzoek Vlaanderen, Ministry of the Flemish Community [G. 0880.13, G. 0881.13]
  190. Great Wine Estates of the Margaret River Region of Western Australia
  191. Timber Merchant Vilhelm Bangs Foundation
  192. Topcon
  193. Tore Nilsson Foundation
  194. Torsten and Ragnar Soderberg's Foundation
  195. United States-Israel Binational Science Foundation [2011036]
  196. Umea University
  197. University Hospital of Regensburg
  198. University of Groningen
  199. University Medical Center Groningen
  200. University of Michigan
  201. University of Utrecht
  202. Uppsala Multidisciplinary Center for Advanced Computational Science (UPPMAX) [b2011036]
  203. Velux Foundation
  204. VU University's Institute for Health and Care Research
  205. Vastra Gotaland Foundation
  206. Wellcome Trust [068545, 076113, 079895, 084723, 088869, WT064890, WT086596, WT098017, WT090532, WT098051, 098381]
  207. Wissenschaftsoffensive TMO
  208. Yrjo Jahnsson Foundation
  209. Ake Wiberg Foundation
  210. The European Commission [IMI/115006, LSHG-CT-2006-018947, LSHG-CT-2006-01947, LSHM-CT-2004-005272, LSHM-CT-2006-037697, LSHM-CT-2007-037273, QLG1-CT-2002-00896, QLG2-CT2002- 01254]
  211. The Netherlands Organisation for Health Research and Development (ZonMW) [GB-MaGW 452-04-314, GB-MaGW 452-06-004, GB-MaGW 480-01-006, GB-MaGW 480-07-001, GB-MW 940-38-011, Middelgroot-911-09-032, NBIC/BioAssist/RK 2008.024, Spinozapremie 175.010.2003.005, 175.010.2007.006]
  212. The National Institutes of Health [ES10126, HG004790, HHSN268200625226C, HHSN268200800007C, HHSN268201200036C, HHSN268201500001I, HHSN268201100046C, HHSN268201100001C, HHSN268201100002C, HHSN268201100003C, HHSN268201100004C, HHSN271201100004C]
  213. A European Commission [HEALTH-2011-294713-EPLORE, HEALTH-F22008- 201865-GEFOS, HEALTH-F2-2013-601456, HEALTH-F4-2007-201413, HEALTH-F4-2007-201550-HYPERGENES, HEALTH-F7-305507 HOMAGE]
  214. A National Institutes of Health [N01AG12100, N01HC55015, N01HC55016, N01C55018, N01HC55019, N01HC55020, N01HC55021, N01HC55022, N01HC85079, N01HC85080, N01HC95161, N01HC95162, N01HC95163, N01HC95164, N01HC95165, N01HC95166, N01HC95167, N01HC95168, N01HC95169]
  215. NIH [CA047988, DA12854, DK56350, DK063491, DK078150, DK091718, DK100383, DK078616, HL043851, HL45670, HL080467, HL085144, HL087660, HL054457, HL119443, HL118305, HL071981, HL034594, HL126024, HL130114, KL2TR001109, MH66206, MH081802]
  216. The NIH [R01DK075787, R01DK089256, R01HL53353, R01HL59367, R01HL086694, R01HL087641, R01HL087652, R01HL103612, R01HL105756, R01HL117078, R01HL120393, U01DK062418, U01HG004402, U01HG004802, U01HG007376, U01HL080295, UL1RR025005]
  217. A NIH [N01HG65403, N01WH22110, N02HL6-4278, N01-HC-25195, P01CA33619, N01HC85081, N01HC85082, N01HC85083, N01HC85086, N01HC95159, N01HC95160, U01AG009740, U01CA98758, U01CA136792, HG002651, HL084729, N01-HC25195, UM1CA182913]
  218. National institute health [R37CA54281, RC2AG036495, RC4AG039029, RPPG040710371, RR20649, TW008288, TW05596, R03 AG046389, R01DK062370, R01DK072193, R01HD057194, R01AG023629, R01CA63, R01D004215701A, UL1TR000040, UL1TR000124, UL1TR001079, 2T32HL007055-36, T32GM074905]
  219. MRC [G1001799, MR/K013351/1, MR/N01104X/2, MC_PC_U127561128, MC_UU_12015/2, MC_UU_12019/1, G0701863, MR/N01104X/1, MC_UU_12015/1] Funding Source: UKRI
  220. British Heart Foundation [RG/10/12/28456, RG/14/5/30893] Funding Source: researchfish
  221. Medical Research Council [MR/N01104X/2, MC_PC_U127561128, MC_UU_12019/1, MR/N01104X/1, G1001799, MC_UU_12015/2, MC_UU_12015/1, MR/K013351/1] Funding Source: researchfish
  222. National Institute for Health Research [NF-SI-0611-10099] Funding Source: researchfish
  223. Novo Nordisk Fonden [NNF14OC0009883, NNF13OC0005785, NNF16OC0021214, NNF14OC0011039, NNF15OC0016220, NNF14OC0010513, NNF13OC0004839] Funding Source: researchfish
  224. Steno Diabetes Center Copenhagen (SDCC) [SDCC 3.A Complications] Funding Source: researchfish

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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.

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