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. 2013 Jun;9(6):e1003500.
doi: 10.1371/journal.pgen.1003500. Epub 2013 Jun 6.

Sex-stratified genome-wide association studies including 270,000 individuals show sexual dimorphism in genetic loci for anthropometric traits

Joshua C Randall  1 Thomas W WinklerZoltán KutalikSonja I BerndtAnne U JacksonKeri L MondaTuomas O KilpeläinenTõnu EskoReedik MägiShengxu LiTsegaselassie WorkalemahuMary F FeitosaDamien C Croteau-ChonkaFelix R DayTove FallTeresa FerreiraStefan GustafssonAdam E LockeIain MathiesonAndre ScheragSailaja VedantamAndrew R WoodLiming LiangValgerdur SteinthorsdottirGudmar ThorleifssonEmmanouil T DermitzakisAntigone S DimasFredrik KarpeJosine L MinGeorge NicholsonDeborah J CleggThomas PersonJon P KrohnSabrina BauerChrista BuechlerKristina EisingerDIAGRAM ConsortiumAmélie BonnefondPhilippe FroguelMAGIC InvestigatorsJouke-Jan HottengaInga ProkopenkoLindsay L WaiteTamara B HarrisAlbert Vernon SmithAlan R ShuldinerWendy L McArdleMark J CaulfieldPatricia B MunroeHenrik GrönbergYii-Der Ida ChenGuo LiJacques S BeckmannToby JohnsonUnnur ThorsteinsdottirMaris Teder-LavingKay-Tee KhawNicholas J WarehamJing Hua ZhaoNajaf AminBen A OostraAldi T KrajaMichael A ProvinceL Adrienne CupplesNancy L Heard-CostaJaakko KaprioSamuli RipattiIda SurakkaFrancis S CollinsJouko SaramiesJaakko TuomilehtoAntti JulaVeikko SalomaaJeanette ErdmannChristian HengstenbergChristina LoleyHeribert SchunkertClaudia LaminaH Erich WichmannEva AlbrechtChristian GiegerAndrew A HicksAsa JohanssonPeter P PramstallerSekar KathiresanElizabeth K SpeliotesBrenda PenninxAnna-Liisa HartikainenMarjo-Riitta JarvelinUlf GyllenstenDorret I BoomsmaHarry CampbellJames F WilsonStephen J ChanockMartin FarrallAnuj GoelCarolina Medina-GomezFernando RivadeneiraKarol EstradaAndré G UitterlindenAlbert HofmanM Carola ZillikensMartin den HeijerLambertus A KiemeneyAndrea MaschioPer HallJonathan TyrerAlexander TeumerHenry VölzkePeter KovacsAnke TönjesMassimo ManginoTim D SpectorCaroline HaywardIgor RudanAlistair S HallNilesh J SamaniAntony Paul AttwoodJennifer G SambrookJoseph HungLyle J PalmerMarja-Liisa LokkiJuha SinisaloGabrielle BoucherHeikki HuikuriMattias LorentzonClaes OhlssonNiina EklundJohan G ErikssonCristina BarlassinaCarlo RivoltaIlja M NolteHarold SniederMelanie M Van der KlauwJana V Van Vliet-OstaptchoukPablo V GejmanJianxin ShiKevin B JacobsZhaoming WangStephan J L BakkerIrene Mateo LeachGerjan NavisPim van der HarstNicholas G MartinSarah E MedlandGrant W MontgomeryJian YangDaniel I ChasmanPaul M RidkerLynda M RoseTerho LehtimäkiOlli RaitakariDevin AbsherCarlos IribarrenHanneke BasartKees G HovinghElina HyppönenChris PowerDenise AndersonJohn P BeilbyJennie HuiJennifer JolleyHendrik SagerStefan R BornsteinPeter E H SchwarzKati KristianssonMarkus PerolaJaana LindströmAmy J SwiftMatti UusitupaMustafa AtalayTimo A LakkaRainer RauramaaJennifer L BoltonGerry FowkesRoss M FraserJackie F PriceKrista FischerKaarel Krjutå KovAndres MetspaluEvelin MihailovClaudia LangenbergJian'an LuanKen K OngPeter S ChinesSirkka M Keinanen-KiukaanniemiTimo E SaaristoSarah EdkinsPaul W FranksGöran HallmansDmitry ShunginAndrew David MorrisColin N A PalmerRaimund ErbelSusanne MoebusMarkus M NöthenSonali PechlivanisKristian HveemNarisu NarisuAnders HamstenSteve E HumphriesRona J StrawbridgeElena TremoliHarald GrallertBarbara ThorandThomas IlligWolfgang KoenigMartina Müller-NurasyidAnnette PetersBernhard O BoehmMarcus E KleberWinfried MärzBernhard R WinkelmannJohanna KuusistoMarkku LaaksoDominique ArveilerGiancarlo CesanaKari KuulasmaaJarmo VirtamoJohn W G YarnellDiana KuhAndrew WongLars LindUlf de FaireBruna GigantePatrik K E MagnussonNancy L PedersenGeorge DedoussisMaria DimitriouGenovefa KolovouStavroula KanoniKathleen StirrupsLori L BonnycastleInger NjølstadTom WilsgaardAndrea GannaEmil RehnbergAroon HingoraniMika KivimakiMeena KumariThemistocles L AssimesInês BarrosoMichael BoehnkeIngrid B BoreckiPanos DeloukasCaroline S FoxTimothy FraylingLeif C GroopTalin HarituniansDavid HunterErik IngelssonRobert KaplanKaren L MohlkeJeffrey R O'ConnellDavid SchlessingerDavid P StrachanKari StefanssonCornelia M van DuijnGonçalo R AbecasisMark I McCarthyJoel N HirschhornLu QiRuth J F LoosCecilia M LindgrenKari E NorthIris M Heid
Affiliations

Sex-stratified genome-wide association studies including 270,000 individuals show sexual dimorphism in genetic loci for anthropometric traits

Joshua C Randall et al. PLoS Genet. 2013 Jun.

Abstract

Given the anthropometric differences between men and women and previous evidence of sex-difference in genetic effects, we conducted a genome-wide search for sexually dimorphic associations with height, weight, body mass index, waist circumference, hip circumference, and waist-to-hip-ratio (133,723 individuals) and took forward 348 SNPs into follow-up (additional 137,052 individuals) in a total of 94 studies. Seven loci displayed significant sex-difference (FDR<5%), including four previously established (near GRB14/COBLL1, LYPLAL1/SLC30A10, VEGFA, ADAMTS9) and three novel anthropometric trait loci (near MAP3K1, HSD17B4, PPARG), all of which were genome-wide significant in women (P<5×10(-8)), but not in men. Sex-differences were apparent only for waist phenotypes, not for height, weight, BMI, or hip circumference. Moreover, we found no evidence for genetic effects with opposite directions in men versus women. The PPARG locus is of specific interest due to its role in diabetes genetics and therapy. Our results demonstrate the value of sex-specific GWAS to unravel the sexually dimorphic genetic underpinning of complex traits.

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Conflict of interest statement

I have read the journal's policy and we have the following conflicts: Kari Stefansson, Valgerdur Steinthorsdottir, and Gudmar Thorleifsson are employed by deCODE Genetics with stock/stock options in the company. Inês Barroso and spouse own stock in Incyte Ltd and GlaxoSmithKline. Nilesh J Samani holds a Chair supported by the British Heart Foundation and is an NIHR Senior Investigator.

Figures

Figure 1
Figure 1. Genome-wide scan for sex-specific genome-wide association highlights numerous loci.
(a) Manhattan plot showing the men-specific (upward, up to 60,586 men) and women-specific (downward, up to 73,137 women) association P-values from the discovery with the 619 selected loci colored by the phenotype for which the locus was selected; (b) QQ-plot showing the sex-specific association P-values as observed against those expected under the null overall phenotypes (black) and for each phenotypes separately (colored).
Figure 2
Figure 2. Genome-wide sex-difference scan fails to pinpoint loci.
(a) Manhattan plot showing sex-difference P-values, (b) QQ plot for sex-difference P-values overall phenotypes (black) and for each phenotype separately (colored).
Figure 3
Figure 3. Overview of design and findings.
Among the 7 identified loci, we defined those close to (<1 cM) published hits , , as near published hits and novel otherwise. Novel loci with sex-combined discovery P-value<5.8×10−5, which is the P-value cut-off corresponding to 5% FDR, were declared as loci that could have been discovered also with sex-combined analysis, and otherwise that these would have been missed without the sex-stratified analyses. FDR = false discovery rate.
Figure 4
Figure 4. Consistently higher effect sizes for women for all seven loci.
Shown are beta-estimates and 95% confidence intervals for the seven identified SNPs (also stating the phenotype for which the SNP was selected for).

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