Gene-educational attainment interactions in a multi-population genome-wide meta-analysis identify novel lipid loci

dc.contributor.authorde las Fuentes Lisa
dc.contributor.authorSchwander Karen L. M.
dc.contributor.authorBrown Michael R.
dc.contributor.authorBentley Amy R.
dc.contributor.authorWinkler Thomas W.
dc.contributor.authorSung Yun Ju
dc.contributor.authorMunroe Patricia B.
dc.contributor.authorMiller Clint L.
dc.contributor.authorAschard Hugo
dc.contributor.authorAslibekyan Stella
dc.contributor.authorBartz Traci M.
dc.contributor.authorBielak Lawrence F.
dc.contributor.authorChai Jin Fang
dc.contributor.authorCheng Ching-Yu
dc.contributor.authorDorajoo Rajkumar
dc.contributor.authorFeitosa Mary F.
dc.contributor.authorGuo Xiuqing
dc.contributor.authorHartwig Fernando P.
dc.contributor.authorHorimoto Andrea
dc.contributor.authorKolcic Ivana
dc.contributor.authorLim Elise
dc.contributor.authorLiu Yongmei
dc.contributor.authorManning Alisa K.
dc.contributor.authorMarten Jonathan
dc.contributor.authorMusani Solomon K.
dc.contributor.authorNoordam Raymond
dc.contributor.authorPadmanabhan Sandosh
dc.contributor.authorRankinen Tuomo
dc.contributor.authorRichard Melissa A.
dc.contributor.authorRidker Paul M.
dc.contributor.authorSmith Albert V.
dc.contributor.authorVojinovic Dina
dc.contributor.authorZonderman Alan B.
dc.contributor.authorAlver Maris
dc.contributor.authorBoissel Mathilde
dc.contributor.authorChristensen Kaare
dc.contributor.authorFreedman Barry I.
dc.contributor.authorGao Chuan
dc.contributor.authorGiulianini Franco
dc.contributor.authorHarris Sarah E.
dc.contributor.authorHe Meian
dc.contributor.authorHsu Fang-Chi
dc.contributor.authorKuehnel Brigitte
dc.contributor.authorLaguzzi Federica
dc.contributor.authorLi Xiaoyin
dc.contributor.authorLyytikainen Leo-Pekka
dc.contributor.authorNolte Ilja M.
dc.contributor.authorPoveda Alaitz
dc.contributor.authorRauramaa Rainer
dc.contributor.authorRiaz Muhammad
dc.contributor.authorRobino Antonietta
dc.contributor.authorSofer Tamar
dc.contributor.authorTakeuchi Fumihiko
dc.contributor.authorTayo Bamidele O.
dc.contributor.authorvan der Most Peter J.
dc.contributor.authorVerweij Niek
dc.contributor.authorWare Erin B.
dc.contributor.authorWeiss Stefan
dc.contributor.authorWen Wanqing
dc.contributor.authorYanek Lisa R.
dc.contributor.authorZhan Yiqiang
dc.contributor.authorAmin Najaf
dc.contributor.authorArking Dan E.
dc.contributor.authorBallantyne Christie
dc.contributor.authorBoerwinkle Eric
dc.contributor.authorBrody Jennifer A.
dc.contributor.authorBroeckel Ulrich
dc.contributor.authorCampbell Archie
dc.contributor.authorCanouil Mickael
dc.contributor.authorChai Xiaoran
dc.contributor.authorChen Yii-Der Ida
dc.contributor.authorChen Xu
dc.contributor.authorChitrala Kumaraswamy Naidu
dc.contributor.authorConcas Maria Pina
dc.contributor.authorde Faire Ulf
dc.contributor.authorde Mutsert Renee
dc.contributor.authorde Silva H. Janaka
dc.contributor.authorde Vries Paul S.
dc.contributor.authorDo Ahn
dc.contributor.authorFaul Jessica D.
dc.contributor.authorFisher Virginia
dc.contributor.authorFloyd James S.
dc.contributor.authorForrester Terrence
dc.contributor.authorFriedlander Yechiel
dc.contributor.authorGirotto Giorgia
dc.contributor.authorGu C. Charles
dc.contributor.authorHallmans Goeran
dc.contributor.authorHeikkinen Sami
dc.contributor.authorHeng Chew-Kiat
dc.contributor.authorHomuth Georg
dc.contributor.authorHunt Steven
dc.contributor.authorIkram M. Arfan
dc.contributor.authorJacobs David R. Jr.
dc.contributor.authorKavousi Maryam
dc.contributor.authorKhor Chiea Chuen
dc.contributor.authorKilpelainen Tuomas O.
dc.contributor.authorKoh Woon-Puay
dc.contributor.authorKomulainen Pirjo
dc.contributor.authorLangefeld Carl D.
dc.contributor.authorLiang Jingjing
dc.contributor.authorLiu Kiang
dc.contributor.authorLiu Jianjun
dc.contributor.authorLohman Kurt
dc.contributor.authorMagi Reedik
dc.contributor.authorManichaikul Ani W.
dc.contributor.authorMcKenzie Colin A.
dc.contributor.authorMeitinger Thomas
dc.contributor.authorMilaneschi Yuri
dc.contributor.authorNauck Matthias
dc.contributor.authorNelson Christopher P.
dc.contributor.authorO'Connell Jeffrey R.
dc.contributor.authorPalmer Nicholette D.
dc.contributor.authorPereira Alexandre C.
dc.contributor.authorPerls Thomas
dc.contributor.authorPeters Annette
dc.contributor.authorPolasek Ozren
dc.contributor.authorRaitakari Olli T.
dc.contributor.authorRice Kenneth
dc.contributor.authorRice Treva K.
dc.contributor.authorRich Stephen S.
dc.contributor.authorSabanayagam Charumathi
dc.contributor.authorSchreiner Pamela J.
dc.contributor.authorShu Xiao-Ou
dc.contributor.authorSidney Stephen
dc.contributor.authorSims Mario
dc.contributor.authorSmith Jennifer A.
dc.contributor.authorStarr John M.
dc.contributor.authorStrauch Konstantin
dc.contributor.authorTai E. Shyong
dc.contributor.authorTaylor Kent D.
dc.contributor.authorTsai Michael Y.
dc.contributor.authorUitterlinden Andre G.
dc.contributor.authorvan Heemst Diana
dc.contributor.authorWaldenberger Melanie
dc.contributor.authorWang Ya-Xing
dc.contributor.authorWei Wen-Bin
dc.contributor.authorWilson Gregory
dc.contributor.authorXuan Deng
dc.contributor.authorYao Jie
dc.contributor.authorYu Caizheng
dc.contributor.authorYuan Jian-Min
dc.contributor.authorZhao Wei
dc.contributor.authorBecker Diane M.
dc.contributor.authorBonnefond Amelie
dc.contributor.authorBowden Donald W.
dc.contributor.authorCooper Richard S.
dc.contributor.authorDeary Ian J.
dc.contributor.authorDivers Jasmin
dc.contributor.authorEsko Tonu
dc.contributor.authorFranks Paul W.
dc.contributor.authorFroguel Philippe
dc.contributor.authorGieger Christian
dc.contributor.authorJonas Jost B.
dc.contributor.authorKato Norihiro
dc.contributor.authorLakka Timo A.
dc.contributor.authorLeander Karin
dc.contributor.authorLehtimaki Terho
dc.contributor.authorMagnusson Patrik K. E.
dc.contributor.authorNorth Kari E.
dc.contributor.authorNtalla Ioanna
dc.contributor.authorPenninx Brenda
dc.contributor.authorSamani Nilesh J.
dc.contributor.authorSnieder Harold
dc.contributor.authorSpedicati Beatrice
dc.contributor.authorvan der Harst Pim
dc.contributor.authorVoelzke Henry
dc.contributor.authorWagenknecht Lynne E.
dc.contributor.authorWeir David R.
dc.contributor.authorWojczynski Mary K.
dc.contributor.authorWu Tangchun
dc.contributor.authorZheng Wei
dc.contributor.authorZhu Xiaofeng
dc.contributor.authorBouchard Claude
dc.contributor.authorChasman Daniel
dc.contributor.authorEvans Michele
dc.contributor.authorFox Ervin R.
dc.contributor.authorGudnason Vilmundur
dc.contributor.authorHayward Caroline
dc.contributor.authorHorta Bernardo L.
dc.contributor.authorKardia Sharon L. R.
dc.contributor.authorKrieger Jose Eduardo
dc.contributor.authorMook-Kanamori Dennis O.
dc.contributor.authorPeyser Patricia A.
dc.contributor.authorProvince Michael M.
dc.contributor.authorPsaty Bruce M.
dc.contributor.authorRudan Igor
dc.contributor.authorSim Xueling
dc.contributor.authorSmith Blair H.
dc.contributor.authorvan Dam Rob M.
dc.contributor.authorvan Duijn Cornelia M.
dc.contributor.authorWong Tien Yin
dc.contributor.authorArnett Donna K.
dc.contributor.authorRao Dabeeru C.
dc.contributor.authorGauderman James
dc.contributor.authorLiu Ching-Ti
dc.contributor.authorMorrison Alanna C.
dc.contributor.authorRotter Jerome I.
dc.contributor.authorFornage Myriam
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
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.converis.publication-id182431246
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/182431246
dc.date.accessioned2025-08-28T01:13:58Z
dc.date.available2025-08-28T01:13:58Z
dc.description.abstract<p><strong>Introduction: </strong></p><p>Educational attainment, widely used in epidemiologic studies as a surrogate for socioeconomic status, is a predictor of cardiovascular health outcomes.</p><p><strong>Methods: </strong></p><p>A two-stage genome-wide meta-analysis of low-density lipoprotein cholesterol (LDL), high-density lipoprotein cholesterol (HDL), and triglyceride (TG) levels was performed while accounting for gene-educational attainment interactions in up to 226,315 individuals from five population groups. We considered two educational attainment variables: “Some College” (yes/no, for any education beyond high school) and “Graduated College” (yes/no, for completing a 4-year college degree). Genome-wide significant (p < 5 × 10<sup>−8</sup>) and suggestive (p < 1 × 10<sup>−6</sup>) variants were identified in Stage 1 (in up to 108,784 individuals) through genome-wide analysis, and those variants were followed up in Stage 2 studies (in up to 117,531 individuals).<br></p><p><strong>Results: </strong></p><p>In combined analysis of Stages 1 and 2, we identified 18 novel lipid loci (nine for LDL, seven for HDL, and two for TG) by two degree-of-freedom (2 DF) joint tests of main and interaction effects. Four loci showed significant interaction with educational attainment. Two loci were significant only in cross-population analyses. Several loci include genes with known or suggested roles in adipose (<i>FOXP1, MBOAT4, SKP2, STIM1, STX4</i>), brain (<i>BRI3, FILIP1, FOXP1, LINC00290, LMTK2, MBOAT4, MYO6, SENP6, SRGAP3, STIM1, TMEM167A, TMEM30A</i>), and liver (<i>BRI3, FOXP1</i>) biology, highlighting the potential importance of brain-adipose-liver communication in the regulation of lipid metabolism. An investigation of the potential druggability of genes in identified loci resulted in five gene targets shown to interact with drugs approved by the Food and Drug Administration, including genes with roles in adipose and brain tissue.<br></p><p><strong>Discussion: </strong></p><p>Genome-wide interaction analysis of educational attainment identified novel lipid loci not previously detected by analyses limited to main genetic effects.</p>
dc.identifier.eissn1664-8021
dc.identifier.jour-issn1664-8021
dc.identifier.olddbid207237
dc.identifier.oldhandle10024/190264
dc.identifier.urihttps://www.utupub.fi/handle/11111/50899
dc.identifier.urlhttps://www.frontiersin.org/articles/10.3389/fgene.2023.1235337/full
dc.identifier.urnURN:NBN:fi-fe2025082791552
dc.language.isoen
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline318 Medical biotechnologyen_GB
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.discipline318 Lääketieteen bioteknologiafi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherFrontiers Media S.A.
dc.publisher.countrySwitzerlanden_GB
dc.publisher.countrySveitsifi_FI
dc.publisher.country-codeCH
dc.relation.articlenumber1235337
dc.relation.doi10.3389/fgene.2023.1235337
dc.relation.ispartofjournalFrontiers in Genetics
dc.relation.volume14
dc.source.identifierhttps://www.utupub.fi/handle/10024/190264
dc.titleGene-educational attainment interactions in a multi-population genome-wide meta-analysis identify novel lipid loci
dc.year.issued2023

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