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Comparative Study
. 2013 May;45(5):501-12.
doi: 10.1038/ng.2606. Epub 2013 Apr 7.

Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture

Sonja I Berndt  1 Stefan GustafssonReedik MägiAndrea GannaEleanor WheelerMary F FeitosaAnne E JusticeKeri L MondaDamien C Croteau-ChonkaFelix R DayTõnu EskoTove FallTeresa FerreiraDavide GentiliniAnne U JacksonJian'an LuanJoshua C RandallSailaja VedantamCristen J WillerThomas W WinklerAndrew R WoodTsegaselassie WorkalemahuYi-Juan HuSang Hong LeeLiming LiangDan-Yu LinJosine L MinBenjamin M NealeGudmar ThorleifssonJian YangEva AlbrechtNajaf AminJennifer L Bragg-GreshamGemma CadbyMartin den HeijerNiina EklundKrista FischerAnuj GoelJouke-Jan HottengaJennifer E HuffmanIvonne JarickÅsa JohanssonToby JohnsonStavroula KanoniMarcus E KleberInke R KönigKati KristianssonZoltán KutalikClaudia LaminaCecile LecoeurGuo LiMassimo ManginoWendy L McArdleCarolina Medina-GomezMartina Müller-NurasyidJulius S NgwaIlja M NolteLavinia PaternosterSonali PechlivanisMarkus PerolaMarjolein J PetersMichael PreussLynda M RoseJianxin ShiDmitry ShunginAlbert Vernon SmithRona J StrawbridgeIda SurakkaAlexander TeumerMieke D TripJonathan TyrerJana V Van Vliet-OstaptchoukLiesbeth VandenputLindsay L WaiteJing Hua ZhaoDevin AbsherFolkert W AsselbergsMustafa AtalayAntony P AttwoodAnthony J BalmforthHanneke BasartJohn BeilbyLori L BonnycastlePaolo BrambillaMarcel BruinenbergHarry CampbellDaniel I ChasmanPeter S ChinesFrancis S CollinsJohn M ConnellWilliam O CooksonUlf de FaireFemmie de VegtMariano DeiMaria DimitriouSarah EdkinsKarol EstradaDavid M EvansMartin FarrallMarco M FerrarioJean FerrièresLude FrankeFrancesca FrauPablo V GejmanHarald GrallertHenrik GrönbergVilmundur GudnasonAlistair S HallPer HallAnna-Liisa HartikainenCaroline HaywardNancy L Heard-CostaAndrew C HeathJohannes HebebrandGeorg HomuthFrank B HuSarah E HuntElina HyppönenCarlos IribarrenKevin B JacobsJohn-Olov JanssonAntti JulaMika KähönenSekar KathiresanFrank KeeKay-Tee KhawMika KivimäkiWolfgang KoenigAldi T KrajaMeena KumariKari KuulasmaaJohanna KuusistoJaana H LaitinenTimo A LakkaClaudia LangenbergLenore J LaunerLars LindJaana LindströmJianjun LiuAntonio LiuzziMarja-Liisa LokkiMattias LorentzonPamela A MaddenPatrik K MagnussonPaolo ManuntaDiana MarekWinfried MärzIrene Mateo LeachBarbara McKnightSarah E MedlandEvelin MihailovLili MilaniGrant W MontgomeryVincent MooserThomas W MühleisenPatricia B MunroeArthur W MuskNarisu NarisuGerjan NavisGeorge NicholsonEllen A NohrKen K OngBen A OostraColin N A PalmerAarno PalotieJohn F PedenNancy PedersenAnnette PetersOzren PolasekAnneli PoutaPeter P PramstallerInga ProkopenkoCarolin PütterAparna RadhakrishnanOlli RaitakariAugusto RendonFernando RivadeneiraIgor RudanTimo E SaaristoJennifer G SambrookAlan R SandersSerena SannaJouko SaramiesSabine SchipfStefan SchreiberHeribert SchunkertSo-Youn ShinStefano SignoriniJuha SinisaloBoris SkrobekNicole SoranzoAlena StančákováKlaus StarkJonathan C StephensKathleen StirrupsRonald P StolkMichael StumvollAmy J SwiftEirini V TheodorakiBarbara ThorandDavid-Alexandre TregouetElena TremoliMelanie M Van der KlauwJoyce B J van MeursSita H VermeulenJorma ViikariJarmo VirtamoVeronique VitartGérard WaeberZhaoming WangElisabeth WidénSarah H WildGonneke WillemsenBernhard R WinkelmannJacqueline C M WittemanBruce H R WolffenbuttelAndrew WongAlan F WrightM Carola ZillikensPhilippe AmouyelBernhard O BoehmEric BoerwinkleDorret I BoomsmaMark J CaulfieldStephen J ChanockL Adrienne CupplesDaniele CusiGeorge V DedoussisJeanette ErdmannJohan G ErikssonPaul W FranksPhilippe FroguelChristian GiegerUlf GyllenstenAnders HamstenTamara B HarrisChristian HengstenbergAndrew A HicksAroon HingoraniAnke HinneyAlbert HofmanKees G HovinghKristian HveemThomas IlligMarjo-Riitta JarvelinKarl-Heinz JöckelSirkka M Keinanen-KiukaanniemiLambertus A KiemeneyDiana KuhMarkku LaaksoTerho LehtimäkiDouglas F LevinsonNicholas G MartinAndres MetspaluAndrew D MorrisMarkku S NieminenInger NjølstadClaes OhlssonAlbertine J OldehinkelWillem H OuwehandLyle J PalmerBrenda PenninxChris PowerMichael A ProvinceBruce M PsatyLu QiRainer RauramaaPaul M RidkerSamuli RipattiVeikko SalomaaNilesh J SamaniHarold SniederThorkild I A SørensenTimothy D SpectorKari StefanssonAnke TönjesJaakko TuomilehtoAndré G UitterlindenMatti UusitupaPim van der HarstPeter VollenweiderHenri WallaschofskiNicholas J WarehamHugh WatkinsH-Erich WichmannJames F WilsonGoncalo R AbecasisThemistocles L AssimesInês BarrosoMichael BoehnkeIngrid B BoreckiPanos DeloukasCaroline S FoxTimothy FraylingLeif C GroopTalin HaritunianIris M HeidDavid HunterRobert C KaplanFredrik KarpeMiriam F MoffattKaren L MohlkeJeffrey R O'ConnellYudi PawitanEric E SchadtDavid SchlessingerValgerdur SteinthorsdottirDavid P StrachanUnnur ThorsteinsdottirCornelia M van DuijnPeter M VisscherAnna Maria Di BlasioJoel N HirschhornCecilia M LindgrenAndrew P MorrisDavid MeyreAndré ScheragMark I McCarthyElizabeth K SpeliotesKari E NorthRuth J F LoosErik Ingelsson
Affiliations
Comparative Study

Genome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture

Sonja I Berndt et al. Nat Genet. 2013 May.

Abstract

Approaches exploiting trait distribution extremes may be used to identify loci associated with common traits, but it is unknown whether these loci are generalizable to the broader population. In a genome-wide search for loci associated with the upper versus the lower 5th percentiles of body mass index, height and waist-to-hip ratio, as well as clinical classes of obesity, including up to 263,407 individuals of European ancestry, we identified 4 new loci (IGFBP4, H6PD, RSRC1 and PPP2R2A) influencing height detected in the distribution tails and 7 new loci (HNF4G, RPTOR, GNAT2, MRPS33P4, ADCY9, HS6ST3 and ZZZ3) for clinical classes of obesity. Further, we find a large overlap in genetic structure and the distribution of variants between traits based on extremes and the general population and little etiological heterogeneity between obesity subgroups.

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Conflict of interest statement

Competing interest statements

Kari Stefansson, Valgerdur Steinthorsdottir, Gudmar Thorleifsson and Unnur Thorsteinsdottir are employed by deCODE Genetics with stock/stock options in the company. Inês Barroso and spouse own stock in Incyte Ltd and GlaxoSmithKline. Eric E. Schadt is Chief Scientific Officier, Pacific Biosciences. Thorkild IA Sørensen has collaborated with Nestlé Research Centre and DSM, The Netherlands, on metabolomics and genomics of obesity and related traits, respectively.

Figures

Figure 1
Figure 1
Q-Q plot of the −log10 p-values for the difference between the observed association for the tails of BMI and expected association based on the overall BMI distribution.
Figure 2
Figure 2. Variance in extreme obesity explained by common genetic variants
The phenotypic variance explained is higher when SNPs with lower degrees of significance are included in the polygenetic prediction model. The y-axis represents the proportion of variance explained (Nagelkerke R2) of extreme obesity in six studies not included in the discovery meta-analysis. In panel A, the prediction model was based on the results from the stage I meta-analysis of tails of BMI. The thicker lines represent the weighted average; 95% confidence intervals are reported as double-headed arrows. In panel B, the prediction model was based on BMI from the full distribution (modified version of the previous GIANT meta-analysis by Speliotes et al). * Essen Obesity Study was not adjusted by age.

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