4.6 Article

The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study

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PLOS GENETICS
卷 11, 期 10, 页码 -

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PUBLIC LIBRARY SCIENCE
DOI: 10.1371/journal.pgen.1005378

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资金

  1. Aarne Koskelo Foundation
  2. Aase and Ejner Danielsens Foundation
  3. Academy of Finland [40758, 41071, 77299, 102318, 104781, 117787, 117844, 118590, 120315, 121584, 123885, 124243, 124282, 126925, 129269, 129293, 129378, 130326, 134309, 134791, 136895, 139635, 211497, 263836, 263924, 1114194, 24300796]
  4. Agency for Health Care Policy Research [HS06516]
  5. Agency for Science, Technology and Research of Singapore (A*STAR)
  6. Ahokas Foundation
  7. ALF/LUA research grant in Gothenburg
  8. ALK-Abello A/S (Horsholm, Denmark)
  9. Timber Merchant Vilhelm Bangs Foundation
  10. MEKOS Laboratories Denmark
  11. Althingi (the Icelandic Parliament)
  12. American Heart Association (AHA) [13POST16500011]
  13. ANR (Agence Nationale de la 359 Recherche)
  14. Ark (NHMRC Enabling Facility)
  15. Arthritis Research UK [19542, 18030]
  16. AstraZeneca
  17. Augustinus Foundation
  18. Australian National Health and Medical Research Council (NHMRC) [241944, 389875, 389891, 389892, 389938, 442915, 442981, 496739, 496688, 552485, 613672, 613601, 1011506]
  19. Australian Research Council (ARC) [DP0770096, DP1093502]
  20. Becket Foundation
  21. bi-national BMBF/ANR funded project CARDomics [01KU0908A]
  22. Biobanking and Biomolecular Resources Research Infrastructure (BBMRINL) [184.021.007, CP 32]
  23. Biocentrum Helsinki
  24. Boehringer Ingelheim Foundation
  25. British Heart Foundation [RG/10/12/28456, SP/04/ 002]
  26. Canadian Institutes for Health Reseaerch [FRCN-CCT-83028]
  27. Cancer Research UK [C490/A10124, C490/A10119]
  28. Center for Medical Systems Biology (CMSB
  29. NWO Genomics)
  30. Centers for Disease Control and Prevention and Association of Schools of Public Health [1734, S043, S3486]
  31. Centre of Excellence Baden-Wurttemberg Metabolic Disorders
  32. Chief Scientist Office of the Scottish Government
  33. Clinical Research Facility at Guys & St Thomas NHS Foundation Trust
  34. Contrat de Projets Etat-Region (CPER)
  35. Croatian Science Council [8875]
  36. CVON (GENIUS)
  37. Danish Agency for Science, Technology and Innovation
  38. Danish Centre for Health Technology Assessment, Novo Nordisk Inc.
  39. Danish Council for Independent Research [DFF 1333-00124]
  40. Danish Diabetes Association
  41. Danish Heart Foundation
  42. Danish Medical Research Council
  43. Danish Ministry of Internal Affairs and Health
  44. Danish National Research Foundation
  45. Danish Pharmaceutical Association
  46. Danish Pharmacists Fund
  47. Danish Research Council
  48. Deutsche Forschungsgemeinschaft
  49. Diabetes Hilfs-und Forschungsfonds Deutschland (DHFD)
  50. Dr. Robert Pfleger-Stiftung
  51. Dresden University of Technology Funding Grant, Med Drive
  52. Dutch Brain Foundation
  53. Dutch Diabetes Research Foundation
  54. Dutch Economic Structure Enhancing Fund (FES)
  55. Dutch Kidney Foundation
  56. Dutch Ministry for Health, Welfare and Sports
  57. Dutch Ministry of Economic Affairs
  58. Dutch Ministry of Education, Culture and Science
  59. Egmont Foundation
  60. Else Kraner-Fresenius Stiftung [2012_A147, P48/08//A11/08]
  61. Emil Aaltonen Foundation
  62. Erasmus Medical Center and Erasmus University, Rotterdam
  63. Estonian Ministry of Science and Education [SF0180142s08]
  64. European Commission [223004, 2004310, DGXII, FP6-EUROSPAN, FP6-EXGENESIS, FP6-LSHG-CT2006-018947, FP6-LSHG-CT-2006-01947, FP6-LSHM- CT-2004-503485, FP6-LSHM-CT-2006037593, FP6-LSHM-CT-2007-037273, FP7-201379, FP7-201668, FP7-279143, FP7-305739, FP7313010, FP7-ENGAGE-HEALTH-F4-2007-201413, FP7-EurHEALTHAgeing-277849, FP7-HEALTH-F42007-201550, HEALTH-2011.2.4.2-2-EU-MASCARA, HEALTH-F2-2008-201865-GEFOS, HEALTH-F7305507 HOMAGE, LSHM-CT-2006-037593, QLG1CT-2001-01252, QLG1-CT-2002-00896, QLG2-CT2002-01254]
  65. European Regional Development Fund (ERDF)
  66. Wissenschaftsoffensive TMO
  67. European Regional Development Fund to the Centre of Excellence in Genomics (EXCEGEN) [3.2.0304.11-0312]
  68. European Research Council (ERC) [2011-StG-280559-SEPI, 2011-294713-EPLORE, 230374]
  69. European Science Foundation (ESF) [EU/QLRT-2001-01254]
  70. EuroSTRESS project [FP-006]
  71. Finlands Slottery Machine Association
  72. Finnish Centre for Pensions (ETK)
  73. Finnish Cultural Foundation
  74. Finnish Diabetes Association
  75. Finnish Diabetes Research Foundation
  76. Finnish Foundation for Cardiovascular Research
  77. Finnish Foundation for Pediatric Research
  78. Finnish Funding Agency for Technology and Innovation [40058/07]
  79. Finnish Medical Society
  80. the Finnish Ministry of Education and Culture [627]
  81. Finnish Ministry of Health and Social Affairs [5254]
  82. Finnish National Public Health Institute (current National Institute for Health and Welfare)
  83. Finnish Special Governmental Subsidy for Health Sciences
  84. Finska Lakaresallskapet, Signe and Ane Gyllenberg Foundation
  85. Flemish League against Cancer, ITEA2 (project Care4Me)
  86. Folkhalsan Research Foundation
  87. Fonds voor Wetenschappelijk Onderzoek (FWO) Vlaanderen
  88. Foundation for Life and Health in Finland
  89. the Foundation for Strategic Research (SSF)
  90. Stockholm County Council [560283]
  91. G. Ph. Verhagen Foundation
  92. Gene-diet Interactions in Obesity' project (GENDINOB)
  93. Genetic Association Information Network (GAIN)
  94. GENEVA Coordinating Center [U01 HG 004446]
  95. GenomEUtwin [EU/QLRT2001-01254, QLG2-CT-2002-01254]
  96. German Bundesministerium fuer Forschung und Technology [01 AK 803 A-H, 01 IG 07015 G]
  97. German Diabetes Association
  98. German Ministry of Cultural Affairs
  99. German Federal Ministry of Education and Research (BMBF) [03IS2061A, 03ZIK012, 01ZZ9603, 01ZZ0103, 01ZZ0403]
  100. German National Genome Research Network (NGFN-2 and NGFN-plus)
  101. German Research Council [SFB1052]
  102. Great Wine Estates of the Margaret River region of Western Australia
  103. Greek General Secretary of Research and Technology research grant (PENED
  104. Gyllenberg Foundation
  105. Health Care Centers in Vasa, Narpes and Korsholm
  106. Health Fund of the Danish Health Insurance Societies
  107. the Helmholtz Zentrum Munchen-German Research Center for Environmental Health
  108. Helsinki University Central Hospital special government funds (EVO) [TYH7215, TKK2012005, TYH2012209]
  109. Hjartavernd (the Icelandic Heart Association)
  110. Ib Henriksen Foundation
  111. Illinois Department of Public Health
  112. Translational Genomics Research Institute
  113. INTERREG IV Oberrhein Program [A28]
  114. Interuniversity Cardiology Institute of the Netherlands (ICIN) [09.001]
  115. Italian Ministry of Health targeted project [ICS110.1/RF97.71]
  116. Italian National Centre of Research InterOmics [PB05_ SP3]
  117. John D and Catherine T MacArthur Foundation Research Networks on Successful Midlife Development and Socio-economic Status and Health
  118. Johns Hopkins University Center for Inherited Disease Research (CIDR)
  119. Joint grant from Siemens Healthcare, Erlangen, Germany
  120. Federal State of Mecklenburg-West Pomerania
  121. Juho Vainio Foundation
  122. Juselius Foundation (Helsinki, Finland)
  123. International (JDRF)
  124. KfH Stiftung Praventivmedizin e. V.
  125. Knut and Alice Wallenberg Foundation
  126. Kuopio University Hospital
  127. Leenaards Foundation
  128. Leiden University Medical Center
  129. Liv och Halsa
  130. Local Government Pensions Institution (KEVA)
  131. Lokaal Gezondheids Overleg (LOGO) Leuven and Hageland
  132. LudwigMaximilians- Universitat
  133. LMUinnovativ
  134. Lundberg Foundation
  135. March of Dimes Birth Defects Foundation
  136. Medical Research Council [G0601966, G0700931, G0000934, G0500539, G0600705, G1002319, G0701863PrevMetSyn/SALVE, MC_ U106179471, MC_ UU_ 12019/1]
  137. MRC centre for Causal Analyses in Translational Epidemiology (MRC CAiTE)
  138. MRC Centre for Obesity and Related Metabolic Diseases
  139. MRC Human Genetics Unit
  140. Medical Research Council of Canada
  141. Mid-Atlantic Nutrition and Obesity Research Center [P30 DK072488]
  142. Ministry of the Flemish Community, Brussels, Belgium [G. 0881.13, G. 0880.13]
  143. MIUR-CNR Italian Flagship Project
  144. Montreal Heart Institute Foundation
  145. Munich Center of Health Sciences (MC Health)
  146. Municipal Health Care Center and Hospital in Jakobstad
  147. Narpes Health Care Foundation
  148. National Alliance for Research on Schizophrenia and Depression (NARSAD)
  149. National Cancer Institute [CA047988]
  150. National Center for Advancing Translational Sciences [UL1TR000124]
  151. National Center for Research Resources [U54RR020278]
  152. National Heart, Lung and Blood Institute (NHLBI) [1RL1MH083268-01, 5R01HL087679-02, HHSN268200800007C, HHSN268201200036C, HL043851, HL080467, HL087647, HL36310, HL45670, N01HC25195, N01HC55015, N01HC55016, N01HC55018, N01HC55019, N01HC55020, N01HC55021, N01HC55022, N01HC55222, N01HC85079, N01HC85080, N01HC85081, N01HC85082, N01HC85083, N01HC85086, N02HL64278, R01HL086694, R01HL087641, R01HL087652, R01HL087676, R01HL59367, R01HL103612, R01HL105756, R01HL120393, U01HL080295]
  153. National Human Genome Research Institute (NHGRI) [U01HG004402]
  154. National Institute of Child Health and Human Development (NICHD)
  155. National Institute of Diabetes and Digestive and Kidney Disease (NIDDKDRC) [P30 DK072488, 1R01DK8925601, DK063491, R01DK089256]
  156. National Institute of Food and Agriculture [2007-35205-17883]
  157. National Institute of Neurological Disorders and Stroke (NINDS)
  158. National Institute on Aging (NIA) [263-MA-410953, 263-MD-821336, 263-MD-9164, AG023629, AG13196, NO1AG12109, P30AG10161, R01AG15819, R01AG17917, R01AG023629, R01AG30146]
  159. National Institute of Arthritis and Musculoskeletal and Skin Diseases [5-P60-AR30701, 5-P60-AR49465-03]
  160. National Institutes of Health (NIH) [1R01DK8925601, 1RC2MH089951, 1RC2MH089995, 1Z01HG000024, 2T32 HL 00705536, 5R01DK075681, 5R01MH63706: 02, AA014041, AA07535, AA10248, AA13320, AA13321, AA13326, AG028555, AG08724, AG04563, AG10175, AG08861, DA12854, DK046200, DK091718, F32AR059469, HG002651, HHSN268200625226C, HHSN268200782096C, HL084729, MH081802, N01AG12100, N01HG65403, R01AG011101, R01AG030146, R01D0042157-01A, R01DK062370, R01DK072193, R01DK093757, R01DK075787, R01HL71981, R01MH59565, R01MH59566, R01MH59571, R01MH59586, R01MH59587, R01MH59588, R01MH60870, R01MH60879, R01MH61675, R01MH67257, R01MH81800, R01NS45012, U01066134, U01CA098233, U01DK062418, U01HG004423, U01HG004436, U01HG004438, U01HL072515-06, U01HL105198, U01HL84756, U01MH79469, U01MH79470, U01NS069208-01, UL1RR025005]
  161. NIHR Biomedical Research Centre based at Guy's and St Thomas' NHS Foundation Trust
  162. NIHR Cambridge Biomedical research Centre
  163. the Netherlands Heart Foundation [2001 D 032]
  164. Netherlands Organisation for Scientific Research (NWO
  165. Geestkracht program grant) [10-000-1002, 050-060-810, 100-001-004, 175.010.2003.005, 175.010.2005.011, 175.010.2007.006, 261-98-710, 40-0056-98-9032, 400-05-717, 452-04-314, 452-06-004, 480-01-006, 480-04-004, 480-05-003, 480-07-001, 481-08-013, 60-60600-97-118, 904-61-090, 904-61-193, 911-03012, 985-10-002, Addiction-31160008, GB-MW 94038- 011, SPI 56-464-14192]
  166. Netherlands Organization for the Health Research and Development (ZonMw) [91111025]
  167. Nordic Center of Excellence in Disease Genetics
  168. Nordic Centre of Excellence on Systems biology in controlled dietary interventions and cohort studies, SYSDIET [070014]
  169. Northern Netherlands Collaboration of Provinces (SNN)
  170. Novo Nordisk Foundation
  171. Office of Research and Development, Medical Research Service
  172. Baltimore Geriatrics Research, Education, and Clinical Center of the Department of Veterans Affairs
  173. Ollqvist Foundation
  174. Paavo Nurmi Foundation
  175. Pahlssons Foundation
  176. Paivikki and Sakari Sohlberg Foundation
  177. Perklen Foundation
  178. Republic of Croatia Ministry of Science, Education and Sports research [108-1080315-0302]
  179. Research Centre for Prevention and Health
  180. Capital Region of Denmark
  181. Research Foundation of Copenhagen County
  182. Research Institute for Diseases in the Elderly [014-93-015]
  183. Reynold's Foundation
  184. Rotterdam Oncologic Thoracic Study Group, Erasmus Trust Fund, Foundation against Cancer
  185. Royal Swedish Academy of Science
  186. Russian Foundation for Basic Research [NWO-RFBR 047.017.043]
  187. Rutgers University Cell and DNA Repository cooperative agreement [NIMH U24 MH068457-06]
  188. Samfundet Folkhalsan
  189. Sigrid Juselius Foundation
  190. Social Insurance Institution of Finland, Kuopio, Tampere and Turku University Hospital Medical Funds [9M048, 9N035]
  191. Social Ministry of the Federal State of Mecklenburg-West Pomerania
  192. Societe Francophone du 358 Diabste (SFD)
  193. South Tyrolean Sparkasse Foundation
  194. Stichting Nationale Computerfaciliteiten (National Computing Facilities Foundation, NCF)
  195. Strategic Cardiovascular Programme of Karolinska Institutet
  196. Susan G. Komen Breast Cancer Foundation
  197. Swedish Cancer Society
  198. Swedish Cultural Foundation in Finland
  199. Swedish Diabetes Association
  200. Swedish Diabetes Foundation [2013-024]
  201. Swedish Foundation for Strategic Research (SSF) [ICA08-0047]
  202. Swedish HeartLung Foundation [20120197]
  203. Swedish Medical Research Council [K2007-66X-20270-01-3, 20121397]
  204. Swedish Ministry for Higher Education
  205. Swedish Research Council [8691, M-2005-1112, 2009-2298]
  206. Swedish Society for Medical Research
  207. Swiss National Science Foundation [31003A-143914, 3200B0105993, 3200B0-118308, 33CSCO-122661, 33CS30-139468, 33CS30148401]
  208. SystemsX.ch [51RTP0_151019]
  209. Tampere Tuberculosis Foundation
  210. TEKES [40058/07, 70103/06]
  211. The Paul Michael Donovan Charitable Foundation
  212. Torsten and Ragnar Sderberg Foundation
  213. Umea Medical Research Foundation
  214. United Kingdom NIHR Cambridge Biomedical Research Centre
  215. Universities and Research of the Autonomous Province of Bolzano, South Tyrol
  216. University Hospital of Regensburg (ReForM A, ReForM C)
  217. University Hospital Oulu, Biocenter, University of Oulu, Finland [75617]
  218. University Medical Center Groningen
  219. University of Groningen
  220. University of Maryland General Clinical Research Center [M01RR16500, AG000219]
  221. University of Tartu (SP1GVARENG)
  222. University of Tromso, Norwegian Research Council [185764]
  223. Vasterbottens Intervention Programme
  224. Velux Foundation
  225. VU University Institute for Health and Care Research (EMGO+)
  226. Neuroscience Campus Amsterdam (NCA)
  227. Wellcome Trust [064890, 068545/Z/02, 076113/B/04/Z, 077016/Z/05/Z, 079895, 084723/Z/08/Z, 086596/Z/08/Z, 088869/B/09/Z, 089062, 090532, 098017, 098051, 098381]
  228. Western Australian DNA Bank (NHMRC Enabling Facility)
  229. Yrjo Jahnsson Foundation [56358]
  230. Zorg Onderzoek Nederland-Medische Wetenschappen, KWF Kankerbestrijding, Stichting Centraal Fonds Reserves van voormalig Vrijwillige Ziekenfondsverzekeringen
  231. National Institute for Health and Welfare (THL)
  232. National Institute for Health Research (NIHR) [RP-PG-0407-10371]
  233. National Institute of Allergy and Infectious Diseases (NIAID)
  234. Swedish Foundation for Strategic Research (SSF) [ICA08-0047] Funding Source: Swedish Foundation for Strategic Research (SSF)
  235. MRC [G0601966, MC_UU_12015/5, MC_UU_12015/1, G0700931, G1002319, G0000934, MR/N01104X/1, G0600705, MC_UU_12019/1, MC_UU_12015/2, MR/K002414/1, MC_PC_U127561128, MR/K013351/1, MC_UP_A100_1003, G1001799, MC_U106179472] Funding Source: UKRI
  236. Wellcome Trust [088869/B/09/Z] Funding Source: Wellcome Trust
  237. British Heart Foundation [RG/13/2/30098, RG/10/12/28456] Funding Source: researchfish
  238. Cancer Research UK [14136] Funding Source: researchfish
  239. Chief Scientist Office [CZB/4/710] Funding Source: researchfish
  240. Lundbeck Foundation [R190-2014-3904] Funding Source: researchfish
  241. Medical Research Council [G0600705, MC_UU_12015/1, MC_UU_12015/2, G1000143, MC_PC_U127561128, MC_UU_12019/1, MR/K013351/1, G1001799, MC_U106179471, MR/N01104X/1, MC_UP_A100_1003, G0000934, MR/K002414/1, G1002319, G0601966, G0401527, MC_U106179472, MC_UU_12015/5, G0700931] Funding Source: researchfish
  242. National Institute for Health Research [NF-SI-0512-10114, NF-SI-0611-10099, NF-SI-0611-10219, NF-SI-0512-10135] Funding Source: researchfish
  243. NNF Center for Basic Metabolic Research [Pers Group] Funding Source: researchfish
  244. Novo Nordisk Fonden [NNF12OC1016167, NNF13OC0005785, NNF13OC0005781, NNF14OC0011039, NNF11OC1014855, NNF14OC0009883, NNF13OC0004839, NNF14OC0010513, NNF12OC1016374] Funding Source: researchfish
  245. Versus Arthritis [20308] Funding Source: researchfish

向作者/读者索取更多资源

Genome-wide association studies (GWAS) have identified more than 100 genetic variants contributing to BMI, a measure of body size, or waist-to-hip ratio (adjusted for BMI, WHRadjBMI), a measure of body shape. Body size and shape change as people grow older and these changes differ substantially between men and women. To systematically screen for age-and/or sex-specific effects of genetic variants on BMI and WHRadjBMI, we performed meta-analyses of 114 studies (up to 320,485 individuals of European descent) with genome-wide chip and/or Metabochip data by the Genetic Investigation of Anthropometric Traits (GIANT) Consortium. Each study tested the association of up to similar to 2.8M SNPs with BMI and WHRadjBMI in four strata (men <= 50y, men > 50y, women <= 50y, women > 50y) and summary statistics were combined in stratum-specific meta-analyses. We then screened for variants that showed age-specific effects (G x AGE), sex-specific effects (G x SEX) or age-specific effects that differed between men and women (G x AGE x SEX). For BMI, we identified 15 loci (11 previously established for main effects, four novel) that showed significant (FDR< 5%) age-specific effects, of which 11 had larger effects in younger (< 50y) than in older adults (>= 50y). No sex-dependent effects were identified for BMI. For WHRadjBMI, we identified 44 loci (27 previously established for main effects, 17 novel) with sex-specific effects, of which 28 showed larger effects in women than in men, five showed larger effects in men than in women, and 11 showed opposite effects between sexes. No age-dependent effects were identified for WHRadjBMI. This is the first genome-wide interaction meta-analysis to report convincing evidence of age-dependent genetic effects on BMI. In addition, we confirm the sex-specificity of genetic effects on WHRadjBMI. These results may providefurther insights into the biology that underlies weight change with age or the sexually dimorphism of body shape.

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