Genome-wide association studies on endometriosis and endometriosis … · Introduction...

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Genome-wide association studies on endometriosis and endometriosis-related infertility Authors: Geneviève Galarneau 1 , Pierre Fontanillas 2 , the Celmatix Research Team 1 , the 23andMe Research Team 2 , Caterina Clementi 1 , Tina Hu-Seliger 1 , David-Emlyn Parfitt 1 , Joyce Y. Tung 2 , Piraye Yurttas Beim 1* 1 Celmatix Inc., New York, NY, USA 2 23andMe, Inc., Mountain View, CA, USA * Correspondence to Piraye Yurttas Beim Celmatix Inc., 14 Wall St, Suite 16D New York, NY 10005 Abstract Endometriosis affects ~10% of women of reproductive age. It is characterized by the growth of endometrial-like tissue outside the uterus and is frequently associated with severe pain and infertility. We performed the largest endometriosis genome-wide association study (GWAS) to date, with 37,183 cases and 251,258 controls. All women were of European ancestry. We also performed the first GWAS of endometriosis-related infertility, including 2,969 cases and 3,770 controls. Our endometriosis GWAS study replicated, at genome-wide significance, seven loci identified in previous endometriosis GWASs (CELA3A-CDC42, SYNE1, KDR, FSHB-ARL14EP, GREB1, ID4, and CEP112) and identified seven new candidate loci with genome-wide significance (NGF, ATP1B1-F5, CD109, HEY2, OSR2-VPS13B, WT1, and TEX11-SLC7A3). No loci demonstrated genome-wide significance for endometriosis-related infertility, however, the three most strongly associated loci (MCTP1, EPS8L3-CSF1, and LPIN1) were in or near genes associated with female fertility or embryonic lethality in model organisms. These results reveal new candidate genes with potential involvement in the pathophysiology of endometriosis and endometriosis-related infertility. not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which was this version posted September 7, 2018. . https://doi.org/10.1101/401448 doi: bioRxiv preprint

Transcript of Genome-wide association studies on endometriosis and endometriosis … · Introduction...

Page 1: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

Genome-wideassociationstudiesonendometriosisandendometriosis-relatedinfertilityAuthors:GenevièveGalarneau1,PierreFontanillas2,theCelmatixResearchTeam1,the23andMeResearchTeam2,CaterinaClementi1,TinaHu-Seliger1,David-EmlynParfitt1,JoyceY.Tung2,PirayeYurttasBeim1*1CelmatixInc.,NewYork,NY,USA223andMe,Inc.,MountainView,CA,USA*CorrespondencetoPirayeYurttasBeimCelmatixInc.,14WallSt,Suite16DNewYork,NY10005Abstract

Endometriosisaffects~10%ofwomenofreproductiveage.Itischaracterizedbythegrowthof

endometrial-liketissueoutsidetheuterusandisfrequentlyassociatedwithseverepainand

infertility.Weperformedthelargestendometriosisgenome-wideassociationstudy(GWAS)to

date,with37,183casesand251,258controls.AllwomenwereofEuropeanancestry.Wealso

performedthefirstGWASofendometriosis-relatedinfertility,including2,969casesand3,770

controls.OurendometriosisGWASstudyreplicated,atgenome-widesignificance,sevenloci

identifiedinpreviousendometriosisGWASs(CELA3A-CDC42,SYNE1,KDR,FSHB-ARL14EP,

GREB1,ID4,andCEP112)andidentifiedsevennewcandidatelociwithgenome-wide

significance(NGF,ATP1B1-F5,CD109,HEY2,OSR2-VPS13B,WT1,andTEX11-SLC7A3).Noloci

demonstratedgenome-widesignificanceforendometriosis-relatedinfertility,however,the

threemoststronglyassociatedloci(MCTP1,EPS8L3-CSF1,andLPIN1)wereinorneargenes

associatedwithfemalefertilityorembryoniclethalityinmodelorganisms.Theseresultsreveal

newcandidategeneswithpotentialinvolvementinthepathophysiologyofendometriosisand

endometriosis-relatedinfertility.

not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which wasthis version posted September 7, 2018. . https://doi.org/10.1101/401448doi: bioRxiv preprint

Page 2: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

Introduction

Endometriosisaffects~10%ofwomenofreproductiveageandischaracterizedbythegrowth

ofendometrial-liketissueoutsidetheuterus.Theovaryistheorganthatismostoftenaffected

byendometrioticlesions[1],butotherorgans,includingthebowel,fallopiantubes,orbladder,

canbeaffected.Endometriosisisanestrogen-dependentinflammatorydisease,withthe

endometrioticlesionscontinuingtorespondtoestrogenandtothickenfollowingthemenstrual

cycle,creatinginflammationandscartissuecalledadhesions.Theadhesionsandassociated

inflammationarethoughttounderliethesymptomsofendometriosis,whichincludepelvic

pain,dysmenorrhea,andpainduringintercourse.

Endometriosisisalsofrequentlyassociated(30-50%)withinfertility[2].Womenwith

endometriosishavealowermonthlyfecundityratethanfertilecontrols[3].Ameta-analysisof

22publishedstudiesshowedthatwomenwithendometriosisundergoinginvitrofertilization

(IVF)hadsignificantlyreducedoocyteretrieval,fertilization,andimplantationrates,aswellasa

significantlylowerchanceofachievingpregnancy,comparedtopatientswithtubalfactor[4].

Womenwithendometriosis-relatedinfertilitytendtohavealongertimetonaturalconception

thanwomenwithidiopathicinfertility[5,6]andlongertimetoconceptionthroughartificial

inseminationthanwomenwithnofemaleinfertilityfactors[7].Evenmildendometriosiscan

affectawoman’sfertility,andinfertility-relatedendometriosismaybeassociatedwith

endometriosisgrade—forexample,pregnancyratesfollowingIVFweresignificantlylowerin

womenwithsevereendometriosisthaninwomenwithmildendometriosis[4].Endometriosis

mayalsoreduceoocytequality,assuggestedbyastudyinwhichwomenwhoreceivedoocytes

donatedbywomenwithendometrioticovarieshadalowerimplantationratethanthose

receivingoocytesdonatedbywomenwithoutknownendometriosis[8].

Thecausalmechanismsofendometriosis-relatedinfertilityarenotfullyunderstood.Different

aspectsofendometriosismayleadtoinfertility,andtheexactcauseofendometriosis-related

infertilityineachpatientmaydependonthecourseofherspecificpathology.Proposed

mechanismsforendometriosis-relatedinfertilityincludeovarian-tubaldysfunction,

not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which wasthis version posted September 7, 2018. . https://doi.org/10.1101/401448doi: bioRxiv preprint

Page 3: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

immunologicaldisorder,abnormalperitonealenvironment,anddysregulatedendometrial

function[9].Ovarian-tubaldysfunctioncouldbecausedbyadistortionoftheovaryand/or

fallopiantubeaffectedbyendometrioticlesions,ovulationfailure,orabnormalfollicle

development.AnimmunologicaldisordercouldbecausedinpartbytheIgGandIgManti-

endometrialantibodies,whichhavebeendetectedin60%ofendometriosispatientsandcould

impairimplantation[10].Abnormalitiesintheperitonealenvironmentcouldincludeincreased

peritonealfluidsandahigherconcentrationofcytokinesand/oractivatedmacrophages.

Womenwithendometriosis-relatedinfertilityhaveanincreasedvolumeofperitonealfluid,and

thisfluidmayhaveincreasedlevelsofinflammatorycytokinesduetotheactivationof

macrophagesbytheendometrioticlesions.Activatedmacrophagesincreasereactiveoxygen

speciesintheperitonealfluidofwomenwithendometriosis[11],causingoxidativestress,

whichhasbeenassociatedwithnegativeoutcomesinassistedreproductivetechnology

fertilization[12].Forexample,thisincreaseincytokinesmayreduceoocytequality,sperm

motility,andtubalmotility,andimpairembryodevelopment.Finally,endometrialreceptivityis

acrucialprocesstoachievepregnancyandinvolvescomplexregulationofhormones,cytokines,

andadhesionmolecules.Thisprocessmaybedysregulatedinwomenwithendometriosis.

Laparoscopyiscurrentlytheonlywaytodiagnoseendometriosiswithcertainty.Itinvolvesa

surgicalprocedureinwhichasurgeonvisualizestheendometrioticlesionsorcollectstissue

samplesforhistologicassessment.Laparoscopyisoftenusedtoexcisetheendometriotic

lesionstorelievepain,butsymptomsoftenreturninfollowingyears.Becauseendometriosis

painlevelsanddiseaseseverityarenotdirectlycorrelated,thediagnosisandgradingof

endometriosiswithoutsurgeryisdifficult.However,becauseoftheinvasivenatureofthe

diagnosticprocedure,womenwithsuspectedendometriosisareoftentreatedwithhormone

therapywithoutadefinitivediagnosis.Despiteitshighprevalenceanditsassociationwith

severepainandinfertility,treatmentforendometriosisremainslimited.Surgicalandmedical

managementofendometriosiscanhelptreatsymptoms.Surgicalmanagementincreasesthe

monthlyfecundityrateofwomenwithendometriosisbutevenwithsurgicalmanagement,it

remainsmuchlowerthaninthegeneralpopulation[13].Hormonetreatmentsincludeoral

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Page 4: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

contraceptives,androgenicagents,progestins,andgonadotropin-releasinghormoneanalogs,

buttheyarenotalwayseffective.

Endometriosisisacomplextrait,withbothgeneticandenvironmentalfactorscontributingto

thepathophysiologyofthedisease.Theheritabilityofendometriosisisestimatedtobe47-51%

[14,15],butthe13lociidentifiedbypreviousgenome-wideassociationstudies(GWASs)only

explain1.75%ofthephenotypicvariance[16-23].Further,fewstudieshaveinvestigated

whethergeneticfactorsmightbeinvolvedinthepathophysiologyofendometriosis-related

infertility.Theidentificationofnovelgeneticfactorsimplicatedinendometriosisor

endometriosis-relatedinfertilitycouldhelptoelucidatethepathophysiologyofendometriosis

andtoidentifypotentialnewdrugtargets.Here,weconductedaGWASonendometriosis

including37,183casesand251,258controlsandthefirstGWASonendometriosis-related

infertility,including2,969womenwithendometriosis-relatedinfertilityand3,770womenwith

endometriosiswhoreportedafirsttime-to-conception≤6months.

MaterialsandMethods

Participants

Participantsinthisstudywerecustomersoftheconsumergeneticscompany23andMe,Inc.,

whoprovidedinformedconsenttoparticipateinresearchbycompletingsurveysonlineundera

protocolapprovedbyEthical&IndependentReviewServices,anindependentinstitutional

reviewboard(http://www.eandireview.com)accreditedbytheAssociationforthe

AccreditationofHumanResearchProtectionPrograms,Inc.Thisstudywasrestrictedto

unrelatedfemaleparticipantswith>97%Europeanancestry.Percentageancestrywasassessed

throughalocalancestryanalysis.

Genotyping

DNAextractionandgenotypingwereperformedonsalivasamplesbytheNationalGenetics

Institute.Samplesweregenotypedononeoffourcustomgenome-widegenotypingarrays

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targeting560-950kSNPs.Onlysamplesthatachievedanaveragegenotypingrate≥98.5%were

includedintheanalysis.

Qualitycontrol

GenotypedSNPswereexcludediftheyhadagenotypingrateof<90%,didnotpassaparent-

offspringconcordancetest,weremonomorphic,werenotinHardy-Weinbergequilibrium

(p<1×10−20),orshowedbatcheffects.

Imputation

ImputationwasperformedusingtheSeptember2013releaseofthe1000GenomesProject

PhaseIasreferencehaplotypes.ThephasingwasperformedwithShapeIt2andtheimputation

withMinimac2.ImputedSNPswereflaggedandexcludediftheyhadanaverager2<0.5across

genotypingplatformoraminimumr2<0.3oriftheyshowedstrongevidenceofimputation

batcheffect(p<10−50).

Principalcomponentscalculations

Theprincipalcomponentanalysiswasperformedusing~65,000highqualitygenotypedvariants

presentinallfivegenotypingplatformswith1millionofparticipantsfromEuropeanancestry

randomlysampledacrossallthegenotypingplatforms.PCscoresforparticipantsnotincluded

intheanalysiswereobtainedbyprojection,combiningtheeigenvectorsoftheanalysisandthe

SNPweights.

Phenotypedefinition

Case-controlascertainmentwasbasedonparticipants’surveyresponses.Fortheendometriosis

case-controlGWAS,caseswerewomenwhoreportedbeingtreatedforand/ordiagnosedwith

endometriosis.Controlswerewomenwhoreportednotbeingtreatedforordiagnosedwith

endometriosis.

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Page 6: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

Fortheendometriosis-relatedinfertilityGWAS,bothcasesandcontrolswerewomenwho

reportedbeingtreatedforand/ordiagnosedwithendometriosisandwhohadansweredat

leastonequestionontimetofirstconception.Thetimetofirstconceptionwasascertained

basedontheiranswerstothequestion(s):"Forhowlongdidyoutrytoconceive?Ifyouare

currentlytryingtoconceive,pleasestatehowlongyouhavebeentryinguptothispoint","The

firsttimeyoutriedtoconceiveachild,forhowlongwereyoutryingtoconceive?Ifyouare

currentlytryingtoconceiveforthefirsttime,pleaseanswerforhowlongyouhavebeentrying

uptothispoint."Thequestionsregardingtimetofirstconceptionhadmultiplechoiceanswers

withthefollowingoptions:0-6months,7-12months,13-24months,24months,24+months,

notsuccessful,andnotsure.‘Infertile’casesweredefinedaswomenwhorespondedwith13-

24months,24months,24+months,ornotsuccessful(35.7%ofwomenwithendometriosisin

23andMedatabase).Womenwhorespondedwith7-12months(13.1%)orI’mnotsurewere

excludedfromtheanalysis(<0.1%).Controlswerewomenwhoindicated0-6months(51.2%)

andreportedhavingatleastonebiologicalchild.

Statisticalanalysis

Assuminganadditivemodel,weperformedlogisticregressionsonendometriosiscase-control

statusandonendometriosis-relatedinfertilitycase-controlstatuswithcurrentage,thetopfive

principalcomponents,andthegenotypingplatformascovariates.Theassociationresultswere

adjustedfortheobservedgenomiccontrolinflationfactorinthedistributionofthep-values

(λ=1.141andλ=1.011,respectively,SupplementaryFigures1-2).

Prioritizationofputativefunctionalvariants

The99%crediblesetsweregeneratedbyfirstcalculatinganapproximateBayesfactor(ABF)for

eachSNP,usingthemethodproposedbyWakefield[24]andassumingapriorvariance(W)of

0.1.ThecrediblesetswerethenestimatedfromtheABFs,usingthemethodofMalleretal[25].

Weprioritizedgeneticvariantsinthecrediblesetsforfurtherfollow-upinGTExPortaland

RegulomeDBandusedLDlink[26]toidentifypotentialgeneticvariantsthatwouldnothave

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Page 7: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

passedgenotyping/imputationQCbutwouldbeinhighlinkagedisequilibrium(LD)(r2>0.8in

individualsofEuropeanancestryinthe1000GenomesProject).

Results

Fourteenlocireachedgenome-widesignificance(p<5×10−8),includingsevenlocinotreportedin

previousGWASs(NGF,ATP1B1-F5,CD109,HEY2,OSR2-VPS13B,WT1,andTEX11-SLC7A3)

(Figure1,Table3).Amongthelocithatwerepreviouslyreportedintheliteratureanddidnot

reachgenome-widesignificance,fourwerenominallyassociated(p<0.05)withaconsistent

directionofeffect(FGD6-VEZT,RMND1-ESR1,NPVF-NFE2L3,andCDKN2B-DMRTA1)andtwo

hadp-values>0.05(IGFBP3-TNS3andTTC39B)(Table4).

Nolocireachedgenome-wideassociationwithendometriosis-relatedinfertility(Figure2,Table

5).Amongthe14locithatreachedgenome-widesignificanceintheendometriosiscase-control

GWAS,four(NGF,CELA3A-CDC42,SYNE1,andKDR)reachednominalassociation(p<0.05)with

sharedriskallelesforbothendometriosisandendometriosis-relatedinfertility(Table3).Five

locireachedsuggestivelevelsofassociation(p<1×10−6)withendometriosis-relatedinfertility

(MCTP1,EPS8L3-CSF1,LPIN1,GRM8,andFSTL5-NAF1)(Table5).

Discussion

Self-reportedendometriosisphenotype

Althoughtheendometriosisphenotypeinourstudywasself-reported,sevenendometriosisloci

previouslyidentifiedinGWASwerereplicatedatgenome-widesignificanceandfourwere

replicatedatanominallevelwithaconsistentdirectionofeffect.Onlytwolocididnotreplicate

(Tables3-4).Theseresultsareconcordantwiththereportedaccuracyofself-reported

endometriosisphenotypesincomparisonwiththeSwedishNationalInpatientRegistrywitha

specificityof97.0%,asensitivityof61.8%andreceiveroperatingcharacteristicsareaof0.79

[27].However,replicatingournovellociindatasetswithsurgicallyconfirmedcasesisimportant

toavoididentificationoflociassociatedwithdysmenorrheaintheabsenceofendometriosis.

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Page 8: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

Interestingly,22.2%ofwomenwithendometriosis-relatedinfertilityreportedhavingbeen

diagnosedwithand/ortreatedforpolycysticovarysyndrome(PCOS),comparedto14.8%of

fertilewomenwithendometriosis(Table2).BecauseofthecomplexityofthePCOSdiagnosis

andtheself-reportednatureofthePCOSphenotypeinourdataset,itispossiblethatsomeof

thewomenwhoreportedhavingPCOS,hadanovulationduetotheirendometriosis[28],which

couldcontributetotheirinfertility.ItisalsopossiblethatPCOScontributestotheinfertilityof

someofourendometriosis-relatedinfertilitycases.

Novelendometriosisloci

Sevennovellociwereassociatedwithendometriosisatgenome-widesignificanceinour

analysis.ThenovellocusNGFwasalsoassociatedatgenome-widesignificancewithseverityof

dysmenorrheainanotherstudyof23andMefemaleparticipantsofEuropeanancestry[29].

Interestingly,theexpressionlevelofNGFintheperitonealfluidhasbeenobservedtobehigher

inwomenwithendometriosis,andblockingNGFsignificantlydecreasesneuriteoutgrowthin

endometrioticlesions[30].Multipletranscriptionfactorshavebeenfoundtobindtheregion

coveredbythecredibleSNPssetwithintheNGFlocus(Table6).Thisregionalsooverlapswith

predictedenhancersinmultipletissues,includingthefetaladrenalgland,fetalstomach,fetal

kidney,colonsmoothmuscle,adiposenuclei,fetallung,primarymonocytesfromperipheral

blood,fetalmuscletrunk,andfetalmuscleleg.

ThecredibleSNPssetofthesecondnovelendometriosislocus,ATP1B1-F5,includestheFactor

VLeiden(F5)p.Gln534Argmissensevariantrs6025,whichhasbeenassociatedwithvenous

thromboembolism[31-33],thrombosis[34],inflammatoryboweldisease[35],andrecurrent

pregnancyloss[36],althoughtheriskalleleforendometriosisisinverted.

ThethirdnovelendometriosislocusisnearthegeneCD109,whichencodesaglycosyl

phosphatidylinositol(GPI)-linkedglycoproteinthatnegativelyregulatessignalingby

transforminggrowthfactorbeta(TGFB1).TGFB1isthoughttobeinvolvedindifferentaspects

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Page 9: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

ofthepathophysiologyofendometriosisincludingendometrialcellproliferationandtissue

remodeling[37,38].

ThefourthnovelendometriosislocusisnearthegeneHesRelatedFamilybHLHTranscription

FactorwithYRPWMotif2(HEY2),theexpressionofwhichisdownregulatedby17β-estradiolin

ovariectomizedmice[39].ThenearbygeneNCOA7modulatestheactivityoftheestrogen

receptor(ER)[40].Thelocushasbeenassociatedatgenome-widesignificancewithendometrial

[41]andbreast[42]cancer.ItisaneQTLforbothHEY2andNCOA7,isboundbymultiple

transcriptionfactors(Table6),andcontainspredictedenhancersinmultipletissuesincluding

theovary,psoasmuscle,aorta,leftventricle,skeletalmuscleinfemales,fetallung,fetaladrenal

gland,andfetalheart.

ThefifthnovelendometriosislocusisOSR2-VPS13B.Thegeneodd-skippedrelatedtranscription

factor2(OSR2)isatranscriptionfactorthatishighlyexpressedintheendometriumandthe

ovary,anditsexpressionisdown-regulateduponprogesteronereceptorknockdowninhuman

endometrialstromalcells,suggestingthatitmaybeinvolvedindecidualization[43].Ina

genome-wideepigeneticsstudybasedonCpGmethylation,OSR2showedincreased

methylationanddecreasedexpressioninendometrioticstromalcellscomparedtostromalcells

fromnormalendometrium[44].Over40transcriptionfactorshavebeenidentifiedasbinding

theregioncoveredbythecredibleSNPset(Table6),andtheregionalsooverlapswith

predictedenhancersinnumeroustissues.Thevariantrs3019295,partofthecredibleSNPset,is

inanactivatedtranscriptionsiteofOSR2intheovary,psoasmuscle,andaorta.

ThesixthnovelendometriosislocusisnearthegeneWilmstumor1(WT1).WT1encodesa

transcriptionfactorthatishighlyexpressedintheendometrium,thetestis,andtheovary,and

thathasanessentialroleinthenormaldevelopmentoftheurogenitalsystem.Itisselectively

expressedinneuronsofdeependometriosis[45]andisdown-regulatedinendometriotic

stromalcellscomparedtoendometrialstromalcells[46,47].Theregioncoveredbythe

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Page 10: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

credibleSNPsetoverlapswiththebindingsitesofseveraltranscriptionfactorsandwith

predictedenhancersinmultipletissues.

TheseventhnovelendometriosislocusisTEX11-SLC7A3.Thegenesolutecarrierfamily7

member3(SLC7A3)encodesasodium-independentcationicaminoacidtransporter,anditis

highlyexpressedintheendometrium.Testisexpressed11(TEX11)isexpressedinthepancreas,

testis,andhumanfetalovary,andisassociatedwithazoospermiaandmaleinfertility[48-52].

TEX11competeswithestrogenreceptorbeta(ERβ)forbindingtohematopoieticpre-Bcell

leukemiatranscriptionfactor-interactingprotein(HPIP),whichmodulatesthefunctionofERs

[53].TEX11suppressesestrogen-stimulatedgermcellproliferationandaffectstheexpression

ofestrogentargetgenesthroughitsbindingtoHPIP[53].

Endometriosis-relatedinfertilityassociationresults

Nolocireachedgenome-widesignificanceintheendometriosis-relatedinfertilityGWAS.Ofthe

14genome-wideendometriosisloci,onlyfourshowednominalassociationwithendometriosis-

relatedinfertility,suggestingthatthegeneticfactorsinvolvedinendometriosisand

endometriosis-relatedinfertilitymaydiffer.

Themoststronglyassociatedlocuswithendometriosis-relatedinfertilityisarare(minorallele

frequencyof8.8×10−3)insertionintheintronofthegeneMultipleC2andTransmembrane

DomainContaining1(MCTP1).ThehomologofMCTP1inCaenorhabditiselegans(D2092.1)is

anessentialgene,anditsablationleadstoearlyembryoniclethality[54].Theregioncoveredby

thecrediblesetispredictedtocontainanenhancerinhumanumbilicalveinendothelial

primarycells,fetallung,fetalmuscleleg,andfetalstomach.TheproteinencodedbyMCTP1is

notwellcharacterized,butitisanevolutionarilyconservedproteinthatcontainsC2domainsof

highCa2+-bindingaffinity.ItmayhaveaCa2+-controlledregulatoryfunctionorserveasa

Ca2+buffer[55].FunctionalstudiesincentralnervoussystemneuronsshowedthatMCTP1

over-expressionsignificantlyinhibitedneuronaltransferrinendocytosis,secretoryvesicle

retrieval,cellmigration,andoxidativestressfromglutamatetoxicity[56].Ifconfirmed,the

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Page 11: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

associationofthislocuswithendometriosis-relatedinfertilitymightinvolveMCTP1protecting

oocytehomeostasis,maturation,andfertilizationfromtheoxidativestressgeneratedby

endometriosis.

Thesecondmoststronglyassociatedlocusintheendometriosis-relatedinfertilityGWASwas

EPS8L3-CSF1.ThegeneCSF1encodesanestrogen-regulatedcytokinethatcontrolsthe

production,differentiation,andfunctionofmacrophages.Inhumans,CSF1levelisincreasedin

thepregnantendometriumcomparedtothenonpregnantandishighintheplacenta

throughoutpregnancy[57,58].Inmice,femaleslackingCSF1haveextendedestruscyclesand

poorovulationrates[59,60].CSF1levelsareincreasedintheperitonealfluidofpatientswith

endometriosis[61]andCsf1expressionwassignificantlyhigherinlesionsofanendometriosis

mousemodel[62].TheER-dependentregulationofCSF1inperipheralnervefibershasbeen

suggestedtoplayacriticalroleinearlydevelopmentofendometrioticlesions[63]andin

modulatingmacrophagesurvival[62].Giventhepotentialroleofoxidativestressin

endometriosis-relatedinfertility,itisalsoworthnotingthattheoxidativestressresponsegenes

GSTM1,GSTM2,GSTM3,GSTM4,andGSTM5are<200kbfromtheassociatedvariantinthis

locus,althoughahighrecombinationrateseparatesthegenesfromthetopvariant.

The third most strongly associated locus in the endometriosis-related infertility GWAS was

LPIN1, which acts as a proinflammatory mediator during TLR signaling and during the

developmentof in vivo inflammatoryprocesses [64]. Inmice,Lpin1 is down-regulated in the

uterusbyestradiolviatheER[65]andLpin1deficiencyisassociatedwithimpairedfertility[66,

67].Lipin1mightalsoplayaroleintheregulationoftheuterinecellcyclebecauseithasbeen

foundtohaveanti-proliferativeeffectsinmurineproBcells[68].

Conclusion

OurstudyreplicatedsevenlociidentifiedinpreviousendometriosisGWASsandidentified

sevennewcandidatelociwithgenome-widesignificance.Thesenewlocineedtobereplicated,

andfurtherstudiesareneededtodeterminethecausalvariants.Althoughnolocihadgenome-

not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which wasthis version posted September 7, 2018. . https://doi.org/10.1101/401448doi: bioRxiv preprint

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widesignificanceforendometriosis-relatedinfertilityinthisstudy,thethreemoststrongly

associatedlociwereinorneargeneswithrolesinfemalefertilityorembryoniclethalityin

modelorganisms.Thesegenesarethoughttobeinvolvedinoxidativestress,macrophage

survival,andinflammation.Theseresultsprovidenewcandidategenesinvolvedinthe

pathophysiologyofendometriosisandendometriosis-relatedinfertility.

Acknowledgements

WethanktheresearchparticipantsandemployeesofCelmatixand23andMewhocontributed

tothisstudy.WeacknowledgethecontributionsfromadditionalmembersoftheCelmatix

ResearchTeam,includingR.MarkAdams,DanielaS.Colaci,ChrisGlazner,SamuelT.Globus,

SeanO'Keeffe,UrsulaM.Schick,LeiTan,CameronD.Wellock,DanielleWhite,andRajeshwari

R.Valiathan.Membersofthe23andMeResearchTeamare:MichelleAgee,BabakAlipanahi,

AdamAuton,RobertK.Bell,KatarzynaBryc,SarahL.Elson,NicholasA.Furlotte,DavidA.Hinds,

KarenE.Huber,AaronKleinman,NadiaK.Litterman,MatthewH.McIntyre,JoannaL.

Mountain,ElizabethS.Noblin,CarrieA.M.Northover,StevenJ.Pitts,J.FahSathirapongsasuti,

OlgaV.Sazonova,JanieF.Shelton,SuyashShringarpure,ChaoTian,VladimirVacic,CatherineH.

Wilson.

ConflictsofInterest

PF,JYT,andmembersofthe23andMeResearchTeamareemployeesof23andMe,Inc.,and

holdstockorstockoptionsin23andMe.GG,THS,DEP,PYBandmembersoftheCelmatix

ResearchTeamareemployeesofCelmatixInc.,andholdstockorstockoptionsinCelmatixInc.

Dataavailability

ThefullGWASsummarystatisticsforthe23andMedatasetswillbemadeavailablethrough

23andMetoqualifiedresearchersunderanagreementwith23andMethatprotectstheprivacy

ofthe23andMeparticipants.Pleasevisitresearch.23andMe.com/collaborateformore

informationandtoapplytoaccessthedata.

not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which wasthis version posted September 7, 2018. . https://doi.org/10.1101/401448doi: bioRxiv preprint

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Table1.Cohortdescriptionforendometriosiscase-controlGWAS

Cases Controls

N 37,183 251,258

Agemean(SD) 56.0(13.3) 51.0(16.5)

Body-massindexmean(SD) 27.4(6.5) 26.4(6.2)

Agefirst-time-to-conception(SD) 24.3(5.8) 25.4(5.8)

Numberofpregnanciesmean(SD) 2.0(1.5) 1.9(1.5)

Numberoflivebirthsmean(SD) 1.6(1.3) 1.6(1.4)

Numberofmiscarriagesmean(SD) 1.5(0.7) 1.4(0.6)

Self-reportedPCOSn(%) 6,028(16.2%) 13,005(5.2)

Self-reportedPOIn(%) 443(1.2) 849(0.3)

Self-reportedDORn(%) 975(2.6) 3,190(1.3)

SD:Standarddeviation,PCOS:Polycysticovarysyndrome,POI:Primaryovarianinsufficiency,DOR:Diminishedovarianreserve

not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprint (which wasthis version posted September 7, 2018. . https://doi.org/10.1101/401448doi: bioRxiv preprint

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Table2.Cohortdescriptionforendometriosis-relatedinfertilityGWAS

Cases Controls

N 2,969 3,770

Agemean(SD) 56.0(13.3) 51.0(16.5)

Body-massindexmean(SD) 27.4(6.5) 26.4(6.2)

Agefirst-time-to-conception(SD) 24.3(5.8) 25.4(5.8)

Numberofpregnanciesmean(SD) 2.0(1.5) 1.9(1.5)

Numberoflivebirthsmean(SD) 1.6(1.3) 1.6(1.4)

Numberofmiscarriagesmean(SD) 1.5(0.7) 1.4(0.6)

Self-reportedPCOSn(%) 6,028(16.2%) 13,005(5.2)

Self-reportedPOIn(%) 443(1.2) 849(0.3)

Self-reportedDORn(%) 975(2.6) 3,190(1.3)

SD:Standarddeviation,PCOS:Polycysticovarysyndrome,POI:Primaryovarianinsufficiency,DOR:Diminishedovarianreserve

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Page 15: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

Figure1.ManhattanplotofendometriosisGWAS

EndometriosisGWASassociationresults.Fourteenlocireachedgenome-widesignificance(p<5×10−8).

Figure2.Manhattanplotofendometriosis-relatedinfertilityGWAS

Endometriosis-relatedinfertilityGWASassociationresults.Nolocireachedgenome-widesignificance(p<5×10−8).

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Page 16: Genome-wide association studies on endometriosis and endometriosis … · Introduction Endometriosis affects ~10% of women of reproductive age and is characterized by the growth of

Table3.Endometriosiscase-controlGWASgenome-wideloci

Endometriosiscase-controlGWAS

Endometriosis-relatedinfertility

Variantid Chr Pos(hg19) Nearestgene(s) RA OA RAF OR[95%CI] P OR[95%CI] P

Novellocirs12030576 1 115817221 NGF G T 0.65 1.07[1.05-1.09] 5.2×10−13 1.09[1.00,1.18] 0.03rs1209731 1 169324793 ATP1B1-F5 C T 0.98 1.19[1.12-1.26] 2.0×10−8 1.11[0.86,1.43] 0.44rs1595344 6 74611632 CD109 G A 0.66 1.05[1.03-1.07] 1.2×10−8 1.04[0.96,1.13] 0.32rs2226158 6 125995467 HEY2 G A 0.47 1.05[1.03-1.07] 2.6×10−8 0.95[0.90,1.01] 0.16

rs6468654 8 100062724 OSR2-VPS13B C T 0.24 1.06[1.04-1.08] 2.5×10−8 1.00[0.93,1.08] 0.96

rs7924571 11 32350027 WT1 C A 0.77 1.06[1.04-1.08] 3.5×10−8 0.99[0.92,1.08] 0.90

rs13441059 X 70108889 TEX11-SLC7A3 A G 0.36 1.05[1.03-1.07] 4.1×10−8 1.01[0.93,1.09] 0.82

Previouslyreportedloci

rs80173514 1 22354538 CELA3A-CDC42 A C 0.15 1.13[1.10-1.15] 7.5×10−25 1.15[1.05,1.27] 2.7×10−3

rs17215781 6 152570274 SYNE1 A G 0.92 1.13[1.10-1.17] 1.5×10−14 1.16[1.01,1.33] 0.04rs9312658 4 56005526 KDR C A 0.67 1.07[1.05-1.09] 2.9×10−14 1.09[1.00,1.17] 0.03

rs10616649 11 30349488 FSHB-ARL14EP ACTCTA - 0.84 1.09[1.07-1.12] 4.0×10−14 0.94[0.85,1.04] 0.23

rs11674184 2 11721535 GREB1 T G 0.61 1.07[1.05-1.08] 1.4×10−12 0.99[0.92,1.07] 0.83rs6456259 6 19761718 ID4 G A 0.16 1.07[1.05-1.10] 2.1×10−9 0.95[0.86,1.04] 0.25

rs746628 17 63850547 CEP112 T C 0.69 1.06[1.04-1.08] 3.7×10−9 0.99[0.91,1.07] 0.70Genome-widesignificantlociinendometriosiscase-controlGWASChr:chromosome,Pos:position,RA:riskallele,OA:Otherallele,RAF:Riskallelefrequency,OR:Oddsratio,P:P-value

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Table4.Endometriosiscase-controlGWASassociationresultsforotherpreviouslyreportedloci

Endometriosiscase-controlGWAS Endometriosis-relatedinfertility

Variantid Chr Pos(hg19) Nearestgene(s) RA OA RAF OR[95%CI] P OR[95%CI] P

rs10859853rs4762326

1212

9561495395668951 FGD6-VEZT C

TTC

0.370.48

1.05[1.03,1.06]1.04[1.02,1.06]

1.1×10−7

1.6x10-61.04[0.96,1.12]1.02[0.96,1.08]

0.280.49

rs4870024rs1971256

66

151830769151816011

RMND1-ESR1

CC

TT

0.190.21

1.06[1.04,1.08]1.05[1.03,1.07]

1.8×10−7

9.2x10-70.95[0.88,1.03]0.96[0.90,1.04]

0.240.35

rs12700667 1 25901639 NPVF-NFE2L3 A G 0.75 1.04[1.02,1.06] 6.3×10−5 1.05[0.97,1.13] 0.24

rs1537377 9 22169700 CDKN2B-DMRTA1 C T 0.38 1.04[1.03,1.06] 1.6×10−6 0.97[0.90,1.05] 0.48

rs74491657 7 46947633 IGFBP3-TNS3 G A 0.90 1.02[1.00,1.04] 0.12 1.00[0.89,1.13] 0.95

rs519664 9 15246652 TTC39B T C 0.21 1.01[0.99,1.03] 0.34 0.96[0.89,1.04] 0.35AssociationresultsforotherpreviouslyreportedendometriosislociChr:chromosome,Pos:position,RA:riskallele,OA:Otherallele,RAF:Riskallelefrequency,OR:Oddsratio,P:P-value

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Table5.Toplociassociatedwithendometriosis-relatedinfertility

Variantid Chr Pos(hg19)Nearest

gene(s)RA OA RAF OR[95%CI] P

rs201312237 5 94607502 MCTP1 ATAG - 8.8×10−3 2.96[1.93-4.55] 2.3×10

−7

rs182207890 1 110356869EPS8L3-

CSF1C T 0.998 Inf[10-Inf] 3.3×10

−7

rs113318830 2 11897940 LPIN1 - AT 0.78 1.25[1.14-1.36] 3.7×10−7

rs796733043 7 125639265 GRM8 TATT - 0.82 1.32[1.18-1.47] 7.7×10−7

rs142956186 4 163162586 FSTL5 T C 1.7×10−3 Inf[11.17-Inf] 9.9×10

−7

Lociwithp<1×10−6withendometriosis-relatedinfertility

Chr:chromosome,Pos:position,RA:riskallele,OA:Otherallele,RAF:Riskallelefrequency,OR:Oddsratio,P:P-

value

Table6.TranscriptionfactorsbindingtheDNAregioncoveredbythecrediblesetaccordingtoChiP-seqintheEncodedata

Locus Transcriptionfactors

NGF AR,FOXP2,RFX3,SPI1

ATP1B1-F5 RFX3

CD109 CTCF,SETDB1,E2F4,FOS,RAD21,SMC3,CEBPB,EP300,JUND,MAFK,RFX5,TEAD4,

EGR1,NFYB

HEY2 BATF,GATA3,FOXA1,POLR2A,RFX3,CEBPB,TRIM28,CTCF,RAD21,EBF1,ATF2,

TAF7,GATA2,FOS,MAFF,MAFK,CHD1,GTF2F1,SETDB1

OSR2-VPS13B ARID3A,ATF1,ATF2,ATF3,BATF,BCL11A,CBX3,CCNT2,CHD1,CTPBP2,EGR1,ESR1,

EZH2,FOS,FOSL1,FOXA1,FOXA2,CEPBP,EP300,FOS,FOXM1,GABPB1,GATA1,

GATA2,GATA3,HDAC2,IRF1,IRF4,JUN,JUNB,JUND,MAFF,MAFK,MAX,MTA3,

MYC,NFKB1,NFIC,NR2F2,POLR2A,POU5F1,RCOR1,REST,RUNX3,SETDB1,SPDEF,

SPI1,STAT5A,SUZ12,TAF1,TAL1,TBL1XR1,TCF3,TCF7L2,TCF12,TEAD4,TRIM28,

ZNF143,ZNF217,ZNF263

WT1 AR,ARID3A,ATF3,CBX3,CEBPB,CTCF,E2F6,EP300,ESR1,FOS,FOXA1,GTF2F1,

IKZF1,JUND,MAFF,MAFK,MAX,MXI1,MYC,NR3C1,POLR2A,RAD21,RFX5,SIN3A,

SMARCC1,SMARCC2,SMC3,TAF1,USF1,USF2,ZNF143,ZNF263

TEX11-SLC7A3CEBPB,CTCF,ELF1,EP300,GABPB1,MXI1,NR2F2,PML,RCOR1,STAT5A,TAL1,

TEAD4,USF1,YY1

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