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

PLoS Genetics · 2015 · Vol. 11(10) · pp. e1005378–e1005378
Thomas W. WinklerAnne E. JusticeMariaelisa GraffLlilda BarataMary F. FeitosaSu H. ChuJacek CzajkowskiTōnu EskoTove FallTuomas O. KilpeläinenYingchang LuReedik MägiEvelin MihailovTune H. PersSina RüegerAlexander TeumerGeorg EhretTeresa FerreiraNancy L. Heard‐CostaJuha KarjalainenVasiliki LagouAnubha MahajanMichael D. NeinastInga ProkopenkoJeannette SiminoTanya M. TeslovichRick JansenHarm-Jan WestraCharles C. WhiteDevin AbsherTarunveer S. AhluwaliaShafqat AhmadEva AlbrechtAlexessander Couto AlvesJennifer L. Bragg‐GreshamAnton J. M. de CraenJoshua C. BisAmélie BonnefondGabrielle BoucherGemma CadbyYu‐Ching ChengCharleston W. K. ChiangGraciela DelgadoAyşe DemirkanNicole DuekerNiina EklundGuðný EiríksdóttirJoel ErikssonBjarke FeenstraKrista FischerFrancesca FrauTessel E. GaleslootFrank GellerAnuj GoelMathias GorskiTanja B. GrammerStefan GustafssonSaskia HaitjemaJouke‐Jan HottengaJennifer E. HuffmanAnne JacksonKevin B. JacobsÅsa JohanssonMarika KaakinenMarcus E. KleberJari LahtiIrene Mateo LeachBenjamin LehneYoufang LiuKen Sin LoMattias LorentzonJian’an LuanPamela A. F. MaddenMassimo ManginoBarbara McKnightCarolina Medina‐GómezKeri L. MondaMay E. MontasserGabriele MüllerMartina Müller‐NurasyidIlja M. NolteKalliope PanoutsopoulouLaura PascoeLavinia PaternosterNigel W. RaynerFrida RenströmFederica RizziLynda M. RoseKathleen A. RyanPerttu SaloSerena SannaHubert ScharnaglJianxin ShiAlbert V. SmithLorraine SouthamAlena StančákováValgerður SteinthórsdóttirRona J. StrawbridgeYan V. SunIoanna TachmazidouToshiko TanakaGuðmar ÞorleifssonStella TrompetNatalia PervjakovaJonathan P. TyrerLiesbeth VandenputSander W. van der LaanNathalie van der VeldeJessica van SettenJana V. van Vliet‐OstaptchoukNiek VerweijEfthymia VlachopoulouLindsay L. WaiteSophie R. WangThomas J. WangSarah H. WildChristina WillenborgJames F. WilsonAndrew WongJian YangLoïc YengoLaura M. Yerges-ArmstrongLei YuWeihua ZhangWei ZhaoEhm A. AnderssonStephan J. L. BakkerDamiano BaldassarreKarina BanasikMatteo BarcellaCristina BarlassinaClaire BellisPaola BenaglioJohn BlangeroMatthias BlüherFabrice BonnetLori L. BonnycastleHeather A. BoydMarcel BruinenbergAron S. BuchmanHarry CampbellYii‐Der Ida ChenPeter S. ChinesSimone Claudi-BoehmJohn W. ColeFrancis S. CollinsEco J. C. de GeusC.P.G.M. de GrootMaria DimitriouJubao DuanStefan EnrothElodie EuryAliki‐Eleni FarmakiNita G. ForouhiNele FriedrichPablo V. GejmanBruna GiganteNicola GloriosoAlan S. GoOmri GottesmanJürgen GräßlerHarald GrallertNiels GrarupYumei GuLinda BroerAnnelies C. HamTorben HansenTamara B. HarrisCatharina A. HartmanMaija HassinenNicholas D. HastieAndrew T. HattersleyAndrew C. HeathAnjali K. HendersDena HernándezHans L. HillegeOddgeir L. HolmenKees HovinghJennie HuiLise Lotte N. HusemoenNina Hutri‐KähönenPirro G. HysiThomas IlligPhilip L. De JagerShapour JalilzadehTorben JørgensenJ. Wouter JukemaMarkus JuonalaStavroula KanoniMaria KaraleftheriKay‐Tee KhawLeena KinnunenSteven J. KittnerWolfgang KöenigIvana KolčićPéter KovácsNikolaj T. KrarupWolfgang KratzerJanine KrügerDiana KuhMeena KumariTheodosios KyriakouClaudia LangenbergLars LannfeltChiara LanzaniVaneet LotayLenore J. LaunerKarin LeanderJaana LindströmAllan LinnebergYanping LiuStéphane LobbensRobert LubenValeriya LyssenkoSatu MännistöPatrik K. E. MagnussonWendy L. McArdleCristina MenniSigrun MergerLili MilaniGrant W. MontgomeryAndrew P. MorrisNarisu NarisuMari NelisKen K. OngAarno PalotieLouis PërusseIrene PichlerMaria Grazia PiliaAnneli PoutaMyriam RheinbergerRasmus Ribel‐MadsenMarcus RichardsKenneth RiceTreva RiceCarlo RivoltaVeikko SalomaaAlan R. SandersMark A. SarzynskiSalome ScholtensRobert A. ScottWilliam R. ScottSylvain SebértSebanti SenguptaBengt SennbladThomas SeufferleinAngela SilveiraP. Eline SlagboomJan SmitThomas SparsøKathleen StirrupsRonald P. StolkHeather M. StringhamMorris A. SwertzAmy J. SwiftAnn‐Christine SyvänenHan SunBarbara ThorandAnke TönjesAngelo TremblayEmmanouil TsafantakisPeter J. van der MostUwe VölkerMarie‐Claude VohlJudith M. VonkMélanie WaldenbergerRyan W. WalkerRoman WennauerElisabeth WidénGonneke WillemsenTom WilsgaardAlan F. WrightM. Carola ZillikensSuzanne C. van DijkNatasja M. van SchoorFolkert W. AsselbergsPaul I. W. de BakkerJ. BeckmannJohn BeilbyDavid A. BennettRichard N. BergmanSven BergmannCarsten A. BögerBernhard O. BoehmEric BoerwinkleDorret I. BoomsmaStefan R. BornsteinErwin P. BöttingerClaude BouchardJohn C. ChambersStephen J. ChanockDaniel I. ChasmanFrancesco CuccaDaniele CusiGeorge DedoussisJeanette ErdmannJohan G. ErikssonDenis A. EvansUlf dé FairéMartin FarrallLuigi FerrucciIan FordLude FrankePaul W. FranksPhilippe FroguelRon T. GansevoortChristian GiegerHenrik GrönbergVilmundur GuðnasonUlf GyllenstenPer HallAnders HamstenPim van der HarstCaroline HaywardMarkku HeliövaaraChristian HengstenbergAndrew A. HicksAroon D. HingoraniAlbert HofmanFrank B. HuHeikki V. HuikuriKristian HveemAnthony JamesJoanne M. JordanAntti JulaMika KähönenEero KajantieSekar KathiresanLambertus A. KiemeneyMika KivimäkiPaul KnektHeikki A. KoistinenJaspal S. KoonerSeppo KoskinenJohanna KuusistoWinfried MaerzNicholas G. MartinMarkku LaaksoTimo A. LakkaTerho LehtimäkiGuillaume LettreDouglas F. LevinsonLars LindMarja‐Liisa LokkiPekka MäntyselkäMads MelbyeAndres MetspaluBraxton D. MitchellFrans L. MollJeffrey C. MurrayArthur W. MuskMarkku S. NieminenInger NjølstadClaes OhlssonAlbertine J. OldehinkelBen A. OostraLyle J. PalmerJames S. PankowGerard PasterkampNancy L. PedersenOluf PedersenBrenda W.J.H. PenninxMarkus PerolaAnnette PetersOzren PolašekPeter P. PramstallerBruce M. PsatyLu QiThomas QuertermousOlli T. RaitakariTuomo RankinenRainer RauramaaPaul M. RidkerJohn D. RiouxFernando RivadeneiraJerome I. RotterIgor RudanHester M. den RuijterJuha SaltevoNaveed SattarHeribert SchunkertPeter SchwarzAlan R. ShuldinerJuha SinisaloHarold SniederThorkild I. A. SørensenTim D. SpectorJan A. StaessenBandinelli StefaniaUnnur ÞorsteinsdóttirMichael StümvollJean‐Claude TardifElena TremoliJaakko TuomilehtoAndré G. UitterlindenMatti UusitupaAndré L. M. VerbeekSita H. VermeulenJorma ViikariVéronique VitartHenry VölzkePéter VollenweiderGérard WaeberMark WalkerHenri WallaschofskiNicholas J. WarehamHugh WatkinsEleftheria ZegginiAravinda ChakravartiDeborah J. CleggL. Adrienne CupplesPenny Gordon‐LarsenCashell E. JaquishD. C. RaoGonçalo R. AbecasisThemistocles L. AssimesInês BarrosoSonja I. BerndtMichael BoehnkePanos DeloukasCaroline S. FoxLeif GroopDavid J. HunterErik IngelssonRobert C. KaplanMark I. McCarthyKaren L. MohlkeJeffrey R. O’ConnellDavid SchlessingerDavid P. StrachanKāri StefánssonCornelia M. van DuijnJoel N. HirschhornCecilia M. LindgrenIris M. HeidKari E. NorthIngrid B. BoreckiZoltán KutalikRuth J. F. Loos

Abstract

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 ~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 provide further insights into the biology that underlies weight change with age or the sexually dimorphism of body shape.

Genetic Associations and EpidemiologyGenetic Mapping and Diversity in Plants and AnimalsGenetic and phenotypic traits in livestockGenome-wide association studyAnthropometryBiologyBody mass indexWaistSingle-nucleotide polymorphismGeneticsGeneGenotypeMedicine

MeSH terms

AdultAge FactorsAgedChromosome MappingFemaleHumansMaleMiddle AgedSex CharacteristicsBody Mass IndexGenetic Predisposition to DiseasePolymorphism, Single NucleotideWhite PeopleBody SizeWaist-Hip Ratio

Funding

  • National Science Foundation
  • John D. and Catherine T. MacArthur Foundation
  • Juvenile Diabetes Research Foundation International
  • March of Dimes Foundation
  • Illinois Department of Public Health
  • Velux Stiftung
  • Torsten Söderbergs Stiftelse
  • Universitetet i Tromsø
  • Johns Hopkins University
  • Helsingin ja Uudenmaan Sairaanhoitopiiri
  • Yrjö Jahnssonin Säätiö
  • Aarne Koskelon Säätiö
  • Wellcome Trust
  • Translational Genomics Research Institute
  • National Institute for Health and Care Research
  • Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
  • Universiteit Leiden
  • Rijksuniversiteit Groningen
  • Vrije Universiteit Amsterdam
  • Academy of Finland
  • Bundesministerium für Bildung und Forschung
  • Ministero della Salute
  • Tekes
  • Ministero dell’Istruzione, dell’Università e della Ricerca
  • Svenska Sällskapet för Medicinsk Forskning
  • Hjärt-Lungfonden
  • Juho Vainion Säätiö
  • Knut och Alice Wallenbergs Stiftelse
  • Kuopion Yliopistollinen Sairaala
  • Vetenskapsrådet
  • KWF Kankerbestrijding
  • Leids Universitair Medisch Centrum
  • Universitair Medisch Centrum Groningen
  • Norges Forskningsråd
  • Oulun Yliopisto
  • Fondation Leenaards
  • Tampereen Tuberkuloosisäätiö
  • Medical Research Council Canada
  • Tartu Ülikool
  • Chinese Society of Clinical Oncology
  • SystemsX.ch
  • Fondation Institut de Cardiologie de Montréal
  • Institut de Cardiologie de Montréal
  • Hjartavernd
  • Provincia autonoma di Bolzano - Alto Adige
  • Medical Research Council
  • National Health and Medical Research Council
  • Helmholtz Zentrum München
  • Netherlands Heart Institute
  • Münchner Zentrum für Gesundheitswissenschaften
  • NIHR Cambridge Biomedical Research Centre
  • Biocenter, University of Oulu
  • Interreg
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