Genome-wide analysis in over 1 million individuals of European ancestry yields improved polygenic risk scores for blood pressure traits

dc.contributor.authorKeaton JM
dc.contributor.authorKamali Z
dc.contributor.authorXie T
dc.contributor.authorVaez A
dc.contributor.authorWilliams A
dc.contributor.authorGoleva SB
dc.contributor.authorAni A
dc.contributor.authorEvangelou E
dc.contributor.authorHellwege JN
dc.contributor.authorYengo L
dc.contributor.authorYoung WJ
dc.contributor.authorTraylor M
dc.contributor.authorGiri A
dc.contributor.authorZheng Z
dc.contributor.authorZeng J
dc.contributor.authorChasman DI
dc.contributor.authorMorris AP
dc.contributor.authorCaulfield MJ
dc.contributor.authorHwang SJ
dc.contributor.authorKooner JS
dc.contributor.authorConen D
dc.contributor.authorAttia JR
dc.contributor.authorMorrison AC
dc.contributor.authorLoos RJF
dc.contributor.authorKristiansson K
dc.contributor.authorSchmidt R
dc.contributor.authorHicks AA
dc.contributor.authorPramstaller PP
dc.contributor.authorNelson CP
dc.contributor.authorSamani NJ
dc.contributor.authorRisch L
dc.contributor.authorGyllensten U
dc.contributor.authorMelander O
dc.contributor.authorRiese H
dc.contributor.authorWilson JF
dc.contributor.authorCampbell H
dc.contributor.authorRich SS
dc.contributor.authorPsaty BM
dc.contributor.authorLu Y
dc.contributor.authorRotter JI
dc.contributor.authorGuo X
dc.contributor.authorRice KM
dc.contributor.authorVollenweider P
dc.contributor.authorSundström J
dc.contributor.authorLangenberg C
dc.contributor.authorTobin MD
dc.contributor.authorGiedraitis V
dc.contributor.authorLuan J
dc.contributor.authorTuomilehto J
dc.contributor.authorKutalik Z
dc.contributor.authorRipatti S
dc.contributor.authorSalomaa V
dc.contributor.authorGirotto G
dc.contributor.authorTrompet S
dc.contributor.authorJukema JW
dc.contributor.authorvan der Harst P
dc.contributor.authorRidker PM
dc.contributor.authorGiulianini F
dc.contributor.authorVitart V
dc.contributor.authorGoel A
dc.contributor.authorWatkins H
dc.contributor.authorHarris SE
dc.contributor.authorDeary IJ
dc.contributor.authorvan der Most PJ
dc.contributor.authorOldehinkel AJ
dc.contributor.authorKeavney BD
dc.contributor.authorHayward C
dc.contributor.authorCampbell A
dc.contributor.authorBoehnke M
dc.contributor.authorScott LJ
dc.contributor.authorBoutin T
dc.contributor.authorMamasoula C
dc.contributor.authorJärvelin MR
dc.contributor.authorPeters A
dc.contributor.authorGieger C
dc.contributor.authorLakatta EG
dc.contributor.authorCucca F
dc.contributor.authorHui J
dc.contributor.authorKnekt P
dc.contributor.authorEnroth S
dc.contributor.authorDe Borst MH
dc.contributor.authorPolašek O
dc.contributor.authorConcas MP
dc.contributor.authorCatamo E
dc.contributor.authorCocca M
dc.contributor.authorLi-Gao R
dc.contributor.authorHofer E
dc.contributor.authorSchmidt H
dc.contributor.authorSpedicati B
dc.contributor.authorWaldenberger M
dc.contributor.authorStrachan DP
dc.contributor.authorLaan M
dc.contributor.authorTeumer A
dc.contributor.authorDörr M
dc.contributor.authorGudnason V
dc.contributor.authorCook JP
dc.contributor.authorRuggiero D
dc.contributor.authorKolcic I
dc.contributor.authorBoerwinkle E
dc.contributor.authorTraglia M
dc.contributor.authorLehtimäki T
dc.contributor.authorRaitakari OT
dc.contributor.authorJohnson AD
dc.contributor.authorNewton-Cheh C
dc.contributor.authorBrown MJ
dc.contributor.authorDominiczak AF
dc.contributor.authorSever PJ
dc.contributor.authorPoulter N
dc.contributor.authorChambers JC
dc.contributor.authorElosua R
dc.contributor.authorSiscovick D
dc.contributor.authorEsko T
dc.contributor.authorMetspalu A
dc.contributor.authorStrawbridge RJ
dc.contributor.authorLaakso M
dc.contributor.authorHamsten A
dc.contributor.authorHottenga JJ
dc.contributor.authorde Geus E
dc.contributor.authorMorris AD
dc.contributor.authorPalmer CNA
dc.contributor.authorNolte IM
dc.contributor.authorMilaneschi Y
dc.contributor.authorMarten J
dc.contributor.authorWright A
dc.contributor.authorZeggini E
dc.contributor.authorHowson JMM
dc.contributor.authorO'Donnell CJ
dc.contributor.authorSpector T
dc.contributor.authorNalls MA
dc.contributor.authorSimonsick EM
dc.contributor.authorLiu Y
dc.contributor.authorvan Duijn CM
dc.contributor.authorButterworth AS
dc.contributor.authorDanesh JN
dc.contributor.authorMenni C
dc.contributor.authorWareham NJ
dc.contributor.authorKhaw KT
dc.contributor.authorSun YV
dc.contributor.authorWilson PWF
dc.contributor.authorCho K
dc.contributor.authorVisscher PM
dc.contributor.authorDenny JC
dc.contributor.authorMillion Veteran Program
dc.contributor.authorLifelines Cohort Study
dc.contributor.authorCHARGE consortium
dc.contributor.authorICBP Consortium
dc.contributor.authorLevy D
dc.contributor.authorEdwards TL
dc.contributor.authorMunroe PB
dc.contributor.authorSnieder H
dc.contributor.authorWarren HR
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-id393448202
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/393448202
dc.date.accessioned2025-08-28T00:20:02Z
dc.date.available2025-08-28T00:20:02Z
dc.description.abstractHypertension affects more than one billion people worldwide. Here we identify 113 novel loci, reporting a total of 2,103 independent genetic signals (P < 5 × 10<sup>-8</sup>) from the largest single-stage blood pressure (BP) genome-wide association study to date (n = 1,028,980 European individuals). These associations explain more than 60% of single nucleotide polymorphism-based BP heritability. Comparing top versus bottom deciles of polygenic risk scores (PRSs) reveals clinically meaningful differences in BP (16.9 mmHg systolic BP, 95% CI, 15.5-18.2 mmHg, P = 2.22 × 10<sup>-126</sup>) and more than a sevenfold higher odds of hypertension risk (odds ratio, 7.33; 95% CI, 5.54-9.70; P = 4.13 × 10<sup>-44</sup>) in an independent dataset. Adding PRS into hypertension-prediction models increased the area under the receiver operating characteristic curve (AUROC) from 0.791 (95% CI, 0.781-0.801) to 0.826 (95% CI, 0.817-0.836, ∆AUROC, 0.035, P = 1.98 × 10<sup>-34</sup>). We compare the 2,103 loci results in non-European ancestries and show significant PRS associations in a large African-American sample. Secondary analyses implicate 500 genes previously unreported for BP. Our study highlights the role of increasingly large genomic studies for precision health research.
dc.format.pagerange778
dc.format.pagerange791
dc.identifier.eissn1546-1718
dc.identifier.jour-issn1061-4036
dc.identifier.olddbid205532
dc.identifier.oldhandle10024/188559
dc.identifier.urihttps://www.utupub.fi/handle/11111/55101
dc.identifier.urlhttps://www.nature.com/articles/s41588-024-01714-w
dc.identifier.urnURN:NBN:fi-fe2025082790973
dc.language.isoen
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherSpringer Nature
dc.publisher.countryUnited Statesen_GB
dc.publisher.countryYhdysvallat (USA)fi_FI
dc.publisher.country-codeUS
dc.relation.doi10.1038/s41588-024-01714-w
dc.relation.ispartofjournalNature Genetics
dc.relation.issue5
dc.relation.volume56
dc.source.identifierhttps://www.utupub.fi/handle/10024/188559
dc.titleGenome-wide analysis in over 1 million individuals of European ancestry yields improved polygenic risk scores for blood pressure traits
dc.year.issued2024

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