4.6 Article

Genome-wide physical activity interactions in adiposity. A meta-analysis of 200,452 adults

Journal

PLOS GENETICS
Volume 13, Issue 4, Pages -

Publisher

PUBLIC LIBRARY SCIENCE
DOI: 10.1371/journal.pgen.1006528

Keywords

-

Funding

  1. National Heart, Lung, and Blood Institute
  2. National Institutes of Health
  3. U.S. Department of Health and Human Services
  4. Ejner Danielsens Foundation
  5. Academy of Finland [102318, 104781, 120315, 123885, 129619, 286284, 134309, 126925, 121584, 124282, 129378, 117787, 250207, 258753, 41071, 77299, 124243, 1114194, 24300796]
  6. Accare Center for Child and Adolescent Psychiatry
  7. Action on Hearing Loss [G51]
  8. Agence Nationale de la Recherche
  9. Agency for Health Care Policy Research [HS06516]
  10. Age UK Research into Ageing Fund
  11. Ake Wiberg Foundation
  12. ALF/LUA Research Grant in Gothenburg
  13. ALFEDIAM
  14. ALK-Abello' NS (Horsholm, Denmark)
  15. American Heart Association [13P0ST16500011, 10SDG269004]
  16. Ardix Medical
  17. Arthritis Research UK
  18. Association Diabete Risque Vasculaire
  19. AstraZeneca
  20. Australian Associated Brewers
  21. Australian National Health and Medical Research Council [241944, 339462, 389927, 389875, 389891, 389892, 389938, 442915, 442981, 496739, 552485, 552498]
  22. Avera Research Institute
  23. Bayer Diagnostics
  24. Becton Dickinson
  25. Biobanking and Biomolecular Resources Research Infrastructure (BBMRI NL) [184.021.007]
  26. Biocentrum Helsinki
  27. Boston Obesity Nutrition Research Center [DK46200]
  28. British Heart Foundation [RG/10/12/28456, SP/04/002]
  29. Canada Foundation for Innovation
  30. Canadian Institutes of Health Research [FRN-CCT-83028]
  31. Cancer Research UK
  32. Cardionics
  33. Center for Medical Systems Biology
  34. Center of Excellence in Complex Disease Genetics and SALVECenter of Excellence in Genomics (EXCEGEN)
  35. Chief Scientist Office of the Scottish Government
  36. City of Kuopio
  37. Cohortes Sante TGIR
  38. Contrat de Projets Etat-Region
  39. Croatian Science Foundation [8875]
  40. Danish Agency for Science, Technology and Innovation
  41. Danish Council for Independent Research [DFF-1333-00124, DFF-1331-007308]
  42. Danish Diabetes Academy
  43. Danish Medical Research Council
  44. Department of Psychology and Education of the VU University Amsterdam
  45. Diabetes Hilfs- und Forschungsfonds Deutschland
  46. Dutch Brain Foundation
  47. Dutch Ministry of Justice
  48. Emil Aaltonen Foundation
  49. Erasmus Medical Cente
  50. Erasmus University
  51. Estonian Government [IUT20-60, IUT24-6]
  52. Estonian Ministry of Education and Research [3.2.0304.11-0312]
  53. European Commission [230374, 284167, 323195, 692145, FP7 EurHEALTHAgeing-277849, FP7 BBMRI-LPC 313010, 602633, HEALTH-F2-2008-201865-GEFOS, HEALTH-F4-2007-201413, FP6 LSHM-CT-2004-005272, FP5 QLG2-CT-2002-01254]
  54. European Regional Development Fund
  55. European Science Foundation [FP-006, EU/QLRT-2001-01254]
  56. Faculty of Biology and Medicine of Lausanne
  57. Federal Ministry of Education and Research [01ZZ9603, 01ZZ0103, 01ZZ0403, 03ZIK012, 031S2061A]
  58. Federal State of Mecklenburg - West Pomerania
  59. Federation Francaise de Cardiologie
  60. Finnish Cultural Foundation
  61. Finnish Diabetes Association
  62. Finnish Foundation of Cardiovascular Research
  63. Finnish Heart Association
  64. Food Standards Agency
  65. Fondation de France
  66. Fonds Sante
  67. Genetic Association Information Network of the Foundation for the National Institutes of Health
  68. German Diabetes Association
  69. German Federal Ministry of Education and Research [01ER1206, 01ER1507]
  70. German Research Council [SFB-1052, SPP 1629 TO 718/2-1]
  71. GlaxoSmithKline
  72. Goran Gustafssons Foundation
  73. Goteborg Medical Society
  74. Health and Safety Executive
  75. Heart Foundation of Northern Sweden
  76. Icelandic Heart Association
  77. Icelandic Parliament
  78. Imperial College Healthcare NHS Trust
  79. INSERM, Reseaux en Sante Publique, Interactions entre les determinants de la sante
  80. Interreg IV Oberrhein Program
  81. Italian Ministry of Economy and Finance
  82. Italian Ministry of Health [ICS110.1/RF97.71]
  83. John D and Catherine T MacArthur Foundation
  84. Juho Vainio Foundation
  85. King's College London
  86. Kjell och Marta Beijers Foundation
  87. Kuopio University Hospital
  88. Kuopio, Tampere and Turku University Hospital Medical Funds [X51001]
  89. Leiden University Medical Center
  90. Lilly
  91. LMUinnovativ
  92. Lundbeck Foundation
  93. Lundberg Foundation
  94. Medical Research Council of Canada
  95. MEKOS Laboratories (Denmark)
  96. Merck Sante
  97. Mid-Atlantic Nutrition Obesity Research Center [P30 DK72488]
  98. Ministere de l'Economie, de l'Innovation et des Exportations
  99. Ministry for Health, Welfare and Sports of the Netherlands
  100. Ministry of Cultural Affairs of the Federal State of Mecklenburg-West Pomerania
  101. Ministry of Education and Culture of Finland [627]
  102. Ministry of Education, Culture and Science of the Netherlands
  103. MRC Human Genetics Unit
  104. MRC-GlaxoSmithKline Pilot Programme Grant [G0701863]
  105. Municipality of Rotterdam
  106. Netherlands Bioinformatics Centre [2008.024]
  107. Netherlands Consortium for Healthy Aging [050-060-810]
  108. Netherlands Genomics Initiative
  109. Netherlands Organisation for Health Research and Development [904-61-090, 985-10002, 904-61-193, 480-04-004, 400-05-717, Addiction-31160008, Middelgroot-911-09-032, Spinozapremie 56-464-14192, 2010/31471/ZONMVV]
  110. Netherlands Organisation for Scientific Research [10-000-1002, GB -MW 940-38-011, 100-001-004, 60-60600-97-118, 26198-710, GB-MaGW 480-01-006, GB-MaGW 480-07-001, GB-MaGW 452-04-314, GB-MaGW 45206-004, 175.010.2003.005, 175.010.2005.011, 481-08-013, 480-05-003, 911-03-012]
  111. Neuroscience Campus Amsterdam
  112. NHS Foundation Trust
  113. Novartis Pharmaceuticals
  114. Novo Nordisk
  115. Office National Interprofessionel des Vins
  116. Paavo Nurmi Foundation
  117. PahIssons Foundation
  118. Paivikki and Sakari Sohlberg Foundation
  119. Pierre Fabre
  120. Republic of Croatia Ministry of Science, Education and Sport [108-1080315-0302]
  121. Research Centre for Prevention and Health, the Capital Region for Denmark
  122. Research Institute for Diseases in the Elderly [014-93-015, RIDE2]
  123. Roche
  124. Russian Foundation for Basic Research [NWO-RFBR 047.017.043]
  125. Rutgers University Cell and DNA Repository [NIMH U24 MH068457-06]
  126. Sanofi-Aventis
  127. Scottish Executive Health Department [CZD/16/6]
  128. Siemens Healthcare
  129. Social Insurance Institution of Finland [4/26/2010]
  130. Social Ministry of the Federal State of Mecklenburg-West Pomerania
  131. Societe Francophone du Diabete
  132. State of Bavaria
  133. Stroke Association
  134. Swedish Diabetes Association
  135. Swedish Foundation for Strategic Research
  136. Swedish Heart-Lung Foundation [20140543]
  137. Swedish Research Council [2015-03657]
  138. Swedish Medical Research Council [K2007-66X-20270-013, 2011-2354]
  139. Swedish Society for Medical Research
  140. Swiss National Science Foundation [33CSC0-122661, 33CS30-139468, 33CS30-148401]
  141. Tampere Tuberculosis Foundation
  142. Marcus Borgstrom Foundation
  143. Royal Society
  144. Wellcome Trust [084723/Z/08/Z, 088869/B/09/ Z, 090532, 091551, 098051, 098381]
  145. Timber Merchant Vilhelm Bangs Foundation
  146. Topcon
  147. Topcon
  148. Torsten and Ragnar Soderberg's Foundation
  149. UK Department of Health
  150. UK Diabetes Association
  151. UK Medical Research Council [MC_U106179471, G0500539, G0600705, G0601966, G0700931, G1002319, K013351, MC_UU_12019/1]
  152. UK National Institute for Health Research BioResource Clinical Research Facility and Biomedical Research Centre
  153. UK National Institute for Health Research (NIHR) Comprehensive Biomedical Research Centre
  154. UK National Institute for Health Research [RP-PG 0407 -10371]
  155. Umea University Career Development Award
  156. United States - Israel Binational Science Foundation Grant [2011036]
  157. University Hospital Oulu [75617]
  158. University Medical Center Groningen
  159. University of Tartu [SP1GVARENG]
  160. National Institutes of Health [AG13196, CA047988, HHSN268201100046C, HHSN268201100001C, HHSN268201100002C, HHSN268201100003C, HHSN268201100004C, HHSC271201100004C, HHSN268200900041C, HHSN268201300025C, HHSN268201300026C]
  161. Vastra Gotaland Foundation
  162. Velux Foundation
  163. Veterans Affairs [1 IK2 BX001823]
  164. Vleugels Foundation
  165. VU University's Institute for Health and Care Research (EMGO+) and Neuroscience Campus Amsterdam [HEALTH-F4-2007-201413)]
  166. Wissenschaftsoffensive TMO
  167. Yrjo Jahnsson Foundation
  168. [FP6 LSHG-CT-2006-01947]
  169. [FP7 HEALTH-F4-2007-201413]
  170. [FP7 279143, FP7 201668]
  171. [FP7 305739]
  172. [FP6 LSHG-CT-2006-018947]
  173. [QLG1-CT-2001-01252]
  174. [R01-HL087641]
  175. [R01-HL59367]
  176. [R01HL-086694]
  177. [R24-HD050924]
  178. [U01-HG-004402]
  179. [HHSN268200625226C]
  180. [UL1-RR025005]
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  276. [HHSN268201300027C]
  277. [R01-DK8925601]
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  282. [DK091718]
  283. [DK100383]
  284. [DK078616]
  285. [1Z01-HG000024]
  286. British Heart Foundation [RG/10/12/28456] Funding Source: researchfish
  287. Medical Research Council [MC_UU_12015/1, MC_UU_12019/1, MC_UU_12015/2, MC_PC_13048, MC_U106179473, MC_UU_12013/1, MC_PC_13046, MR/K002414/1, MC_UU_12015/3, MR/K013351/1] Funding Source: researchfish
  288. National Institute for Health Research [NF-SI-0611-10099] Funding Source: researchfish
  289. Novo Nordisk Fonden [NNF14OC0009883, NNF14OC0011039, NNF13OC0005785, NNF17OC0026828, NNF13OC0004839, NNF16OC0021214, NNF14OC0010513, NNF15OC0016220] Funding Source: researchfish
  290. Steno Diabetes Center Copenhagen (SDCC) [SDCC 3.A Complications] Funding Source: researchfish
  291. Swedish Research Council [2015-03657] Funding Source: Swedish Research Council
  292. National Institutes of Health Research (NIHR) [RP-PG-0407-10371] Funding Source: National Institutes of Health Research (NIHR)
  293. Academy of Finland (AKA) [129619, 129619] Funding Source: Academy of Finland (AKA)
  294. Swiss National Science Foundation (SNF) [33CSC0-122661] Funding Source: Swiss National Science Foundation (SNF)
  295. MRC [MR/K002414/1, MC_UU_12013/1, MR/K013351/1, MC_UU_12015/1, MC_UU_12015/3, MC_U106179473, MC_UU_12015/2, MC_UU_12019/1] Funding Source: UKRI
  296. Wellcome Trust [088869/B/09/Z] Funding Source: Wellcome Trust

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Physical activity (PA) may modify the genetic effects that give rise to increased risk of obesity. To identify adiposity loci whose effects are modified by PA, we performed genome-wide interaction meta-analyses of BMI and BMI-adjusted waist circumference and waist-hip ratio from up to 200,452 adults of European (n = 180,423) or other ancestry (n = 20,029). We standardized PA by categorizing it into a dichotomous variable where, on average, 23% of participants were categorized as inactive and 77% as physically active. While we replicate the interaction with PA for the strongest known obesity-risk locus in the FTO gene, of which the effect is attenuated by similar to 30% in physically active individuals compared to inactive individuals, we do not identify additional loci that are sensitive to PA. In additional genome-wide meta-analyses adjusting for PA and interaction with PA, we identify 11 novel adiposity loci, suggesting that accounting for PA or other environmental factors that contribute to variation in adiposity may facilitate gene discovery.

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