Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis

dc.contributor.authorKanoni Stavroula
dc.contributor.authorGraham Sarah E.
dc.contributor.authorWang Yuxuan
dc.contributor.authorSurakka Ida
dc.contributor.authorRamdas Shweta
dc.contributor.authorZhu Xiang
dc.contributor.authorClarke Shoa L.
dc.contributor.authorBhatti Konain Fatima
dc.contributor.authorVedantam Sailaja
dc.contributor.authorWinkler Thomas W.
dc.contributor.authorLocke Adam E.
dc.contributor.authorMarouli Eirini
dc.contributor.authorZajac Greg J. M.
dc.contributor.authorWu Kuan-Han H.
dc.contributor.authorNtalla Ioanna
dc.contributor.authorHui Qin
dc.contributor.authorKlarin Derek
dc.contributor.authorHilliard Austin T.
dc.contributor.authorWang Zeyuan
dc.contributor.authorXue Chao
dc.contributor.authorThorleifsson Gudmar
dc.contributor.authorHelgadottir Anna
dc.contributor.authorGudbjartsson Daniel F.
dc.contributor.authorHolm Hilma
dc.contributor.authorOlafsson Isleifur
dc.contributor.authorHwang Mi Yeong
dc.contributor.authorHan Sohee
dc.contributor.authorAkiyama Masato
dc.contributor.authorSakaue Saori
dc.contributor.authorTerao Chikashi
dc.contributor.authorKanai Masahiro
dc.contributor.authorZhou Wei
dc.contributor.authorBrumpton Ben M.
dc.contributor.authorRasheed Humaira
dc.contributor.authorHavulinna Aki S.
dc.contributor.authorVeturi Yogasudha
dc.contributor.authorPacheco Jennifer Allen
dc.contributor.authorRosenthal Elisabeth A.
dc.contributor.authorLingren Todd
dc.contributor.authorFeng QiPing
dc.contributor.authorKullo Iftikhar J.
dc.contributor.authorNarita Akira
dc.contributor.authorTakayama Jun
dc.contributor.authorMartin Hilary C.
dc.contributor.authorHunt Karen A.
dc.contributor.authorTrivedi Bhavi
dc.contributor.authorHaessler Jeffrey
dc.contributor.authorGiulianini Franco
dc.contributor.authorBradford Yuki
dc.contributor.authorMiller Jason E.
dc.contributor.authorCampbell Archie
dc.contributor.authorLin Kuang
dc.contributor.authorMillwood Iona Y.
dc.contributor.authorRasheed Asif
dc.contributor.authorHindy George
dc.contributor.authorFaul Jessica D.
dc.contributor.authorZhao Wei
dc.contributor.authorWeir David R.
dc.contributor.authorTurman Constance
dc.contributor.authorHuang Hongyan
dc.contributor.authorGraff Mariaelisa
dc.contributor.authorChoudhury Ananyo
dc.contributor.authorSengupta Dhriti
dc.contributor.authorMahajan Anubha
dc.contributor.authorBrown Michael R.
dc.contributor.authorZhang Weihua
dc.contributor.authorYu Ketian
dc.contributor.authorSchmidt Ellen M.
dc.contributor.authorPandit Anita
dc.contributor.authorGustafsson Stefan
dc.contributor.authorYin Xianyong
dc.contributor.authorLuan Jian’an
dc.contributor.authorZhao Jing-Hua
dc.contributor.authorMatsuda Fumihiko
dc.contributor.authorJang Hye-Mi
dc.contributor.authorYoon Kyungheon
dc.contributor.authorMedina-Gomez Carolina
dc.contributor.authorPitsillides Achilleas
dc.contributor.authorHottenga Jouke Jan
dc.contributor.authorWood Andrew R.
dc.contributor.authorJi Yingji
dc.contributor.authorGao Zishan
dc.contributor.authorHaworth Simon
dc.contributor.authorYousri Noha A.
dc.contributor.authorMitchell Ruth E.
dc.contributor.authorChai Jin Fang
dc.contributor.authorAadahl Mette
dc.contributor.authorBjerregaard Anne A.
dc.contributor.authorYao Jie
dc.contributor.authorManichaikul Ani
dc.contributor.authorHwu Chii-Min
dc.contributor.authorHung Yi-Jen
dc.contributor.authorWarren Helen R.
dc.contributor.authorRamirez Julia
dc.contributor.authorBork-Jensen Jette
dc.contributor.authorKårhus Line L.
dc.contributor.authorGoel Anuj
dc.contributor.authorSabater-Lleal Maria
dc.contributor.authorNoordam Raymond
dc.contributor.authorMauro Pala
dc.contributor.authorMatteo Floris
dc.contributor.authorMcDaid Aaron F.
dc.contributor.authorMarques-Vidal Pedro
dc.contributor.authorWielscher Matthias
dc.contributor.authorTrompet Stella
dc.contributor.authorSattar Naveed
dc.contributor.authorMøllehave Line T.
dc.contributor.authorMunz Matthias
dc.contributor.authorZeng Lingyao
dc.contributor.authorHuang Jianfeng
dc.contributor.authorYang Bin
dc.contributor.authorPoveda Alaitz
dc.contributor.authorKurbasic Azra
dc.contributor.authorLamina Claudia
dc.contributor.authorForer Lukas
dc.contributor.authorScholz Markus
dc.contributor.authorGalesloot Tessel E.
dc.contributor.authorBradfield Jonathan P.
dc.contributor.authorRuotsalainen Sanni E.
dc.contributor.authorDaw EWarwick
dc.contributor.authorZmuda Joseph M.
dc.contributor.authorMitchell Jonathan S.
dc.contributor.authorFuchsberger Christian
dc.contributor.authorChristensen Henry
dc.contributor.authorBrody Jennifer A.
dc.contributor.authorVazquez-Moreno Miguel
dc.contributor.authorFeitosa Mary F.
dc.contributor.authorWojczynski Mary K.
dc.contributor.authorWang Zhe
dc.contributor.authorPreuss Michael H.
dc.contributor.authorMangino Massimo
dc.contributor.authorChristofidou Paraskevi
dc.contributor.authorVerweij Niek
dc.contributor.authorBenjamins Jan W.
dc.contributor.authorEngmann Jorgen
dc.contributor.authorTsao Noah L.
dc.contributor.authorVerma Anurag
dc.contributor.authorSlieker Roderick C.
dc.contributor.authorLo Ken Sin
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dc.contributor.authorLe Phuong
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dc.contributor.authorDelgado Graciela E.
dc.contributor.authorHuo Shaofeng
dc.contributor.authorIkeda Daisuke D.
dc.contributor.authorIha Hiroyuki
dc.contributor.authorYang Jian
dc.contributor.authorLiu Jun
dc.contributor.authorDemirkan Ayşe
dc.contributor.authorLeonard Hampton L.
dc.contributor.authorMarten Jonathan
dc.contributor.authorFrank Mirjam
dc.contributor.authorSchmidt Börge
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dc.contributor.authorNakatochi Masahiro
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dc.contributor.authorTakeuchi Fumihiko
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dc.contributor.authorLoukola Anu
dc.contributor.authorBollepalli Sailalitha
dc.contributor.authorWarner Sophie C.
dc.contributor.authorWang Ya Xing
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dc.contributor.authorNutile Teresa
dc.contributor.authorRuggiero Daniela
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dc.contributor.authorCade Brian E.
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dc.contributor.authorWeiss Stefan
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dc.contributor.authorOkada Yukinori
dc.contributor.authorMurakami Yoshinori
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dc.contributor.authorThorsteinsdottir Unnur
dc.contributor.authorStefansson Kari
dc.contributor.authorZhang Jifeng
dc.contributor.authorChen YEugene
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dc.contributor.authorChang Kyong-Mi
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dc.contributor.authorO’Donnell Christopher J.
dc.contributor.authorGaziano John M.
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dc.contributor.authorFrayling Timothy M.
dc.contributor.authorHirschhorn Joel N.
dc.contributor.authorKathiresan Sekar
dc.contributor.authorMohlke Karen L.
dc.contributor.authorSun Yan V.
dc.contributor.authorMorris Andrew P.
dc.contributor.authorBoehnke Michael
dc.contributor.authorBrown Christopher D.
dc.contributor.authorNatarajan Pradeep
dc.contributor.authorDeloukas Panos
dc.contributor.authorWiller Cristen J.
dc.contributor.authorAssimes Themistocles L.
dc.contributor.authorPeloso Gina M.
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=biolääketieteen laitos|en=Institute of Biomedicine|
dc.contributor.organizationfi=sydäntutkimuskeskus|en=Cardiovascular Medicine (CAPC)|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)|
dc.contributor.organization-code1.2.246.10.2458963.20.35734063924
dc.contributor.organization-code1.2.246.10.2458963.20.42471027641
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.contributor.organization-code1.2.246.10.2458963.20.77952289591
dc.converis.publication-id177791124
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/177791124
dc.date.accessioned2025-08-28T02:39:01Z
dc.date.available2025-08-28T02:39:01Z
dc.description.abstract<div><p><strong>Background: </strong> Genetic variants within nearly 1000 loci are known to contribute to modulation of blood lipid levels. However, the biological pathways underlying these associations are frequently unknown, limiting understanding of these findings and hindering downstream translational efforts such as drug target discovery.</p><p><strong>Results: </strong> To expand our understanding of the underlying biological pathways and mechanisms controlling blood lipid levels, we leverage a large multi-ancestry meta-analysis (N = 1,654,960) of blood lipids to prioritize putative causal genes for 2286 lipid associations using six gene prediction approaches. Using phenome-wide association (PheWAS) scans, we identify relationships of genetically predicted lipid levels to other diseases and conditions. We confirm known pleiotropic associations with cardiovascular phenotypes and determine novel associations, notably with cholelithiasis risk. We perform sex-stratified GWAS meta-analysis of lipid levels and show that 3-5% of autosomal lipid-associated loci demonstrate sex-biased effects. Finally, we report 21 novel lipid loci identified on the X chromosome. Many of the sex-biased autosomal and X chromosome lipid loci show pleiotropic associations with sex hormones, emphasizing the role of hormone regulation in lipid metabolism.</p><p><strong>Conclusions: </strong> Taken together, our findings provide insights into the biological mechanisms through which associated variants lead to altered lipid levels and potentially cardiovascular disease risk.</p></div>
dc.identifier.jour-issn1474-7596
dc.identifier.olddbid209459
dc.identifier.oldhandle10024/192486
dc.identifier.urihttps://www.utupub.fi/handle/11111/45745
dc.identifier.urlhttps://doi.org/10.1186/s13059-022-02837-1
dc.identifier.urnURN:NBN:fi-fe202301132744
dc.language.isoen
dc.okm.affiliatedauthorKannisto, Niina
dc.okm.affiliatedauthorPitkänen, Niina
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorNiinikoski, Harri
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline1184 Genetics, developmental biology, physiologyen_GB
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline1184 Genetiikka, kehitysbiologia, fysiologiafi_FI
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.articlenumber268
dc.relation.doi10.1186/s13059-022-02837-1
dc.relation.ispartofjournalGenome Biology
dc.relation.issue1
dc.relation.volume23
dc.source.identifierhttps://www.utupub.fi/handle/10024/192486
dc.titleImplicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis
dc.year.issued2022

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