Genome-wide analysis in over 1 million individuals of European ancestry yields improved polygenic risk scores for blood pressure traits
| dc.contributor.author | Keaton JM | |
| dc.contributor.author | Kamali Z | |
| dc.contributor.author | Xie T | |
| dc.contributor.author | Vaez A | |
| dc.contributor.author | Williams A | |
| dc.contributor.author | Goleva SB | |
| dc.contributor.author | Ani A | |
| dc.contributor.author | Evangelou E | |
| dc.contributor.author | Hellwege JN | |
| dc.contributor.author | Yengo L | |
| dc.contributor.author | Young WJ | |
| dc.contributor.author | Traylor M | |
| dc.contributor.author | Giri A | |
| dc.contributor.author | Zheng Z | |
| dc.contributor.author | Zeng J | |
| dc.contributor.author | Chasman DI | |
| dc.contributor.author | Morris AP | |
| dc.contributor.author | Caulfield MJ | |
| dc.contributor.author | Hwang SJ | |
| dc.contributor.author | Kooner JS | |
| dc.contributor.author | Conen D | |
| dc.contributor.author | Attia JR | |
| dc.contributor.author | Morrison AC | |
| dc.contributor.author | Loos RJF | |
| dc.contributor.author | Kristiansson K | |
| dc.contributor.author | Schmidt R | |
| dc.contributor.author | Hicks AA | |
| dc.contributor.author | Pramstaller PP | |
| dc.contributor.author | Nelson CP | |
| dc.contributor.author | Samani NJ | |
| dc.contributor.author | Risch L | |
| dc.contributor.author | Gyllensten U | |
| dc.contributor.author | Melander O | |
| dc.contributor.author | Riese H | |
| dc.contributor.author | Wilson JF | |
| dc.contributor.author | Campbell H | |
| dc.contributor.author | Rich SS | |
| dc.contributor.author | Psaty BM | |
| dc.contributor.author | Lu Y | |
| dc.contributor.author | Rotter JI | |
| dc.contributor.author | Guo X | |
| dc.contributor.author | Rice KM | |
| dc.contributor.author | Vollenweider P | |
| dc.contributor.author | Sundström J | |
| dc.contributor.author | Langenberg C | |
| dc.contributor.author | Tobin MD | |
| dc.contributor.author | Giedraitis V | |
| dc.contributor.author | Luan J | |
| dc.contributor.author | Tuomilehto J | |
| dc.contributor.author | Kutalik Z | |
| dc.contributor.author | Ripatti S | |
| dc.contributor.author | Salomaa V | |
| dc.contributor.author | Girotto G | |
| dc.contributor.author | Trompet S | |
| dc.contributor.author | Jukema JW | |
| dc.contributor.author | van der Harst P | |
| dc.contributor.author | Ridker PM | |
| dc.contributor.author | Giulianini F | |
| dc.contributor.author | Vitart V | |
| dc.contributor.author | Goel A | |
| dc.contributor.author | Watkins H | |
| dc.contributor.author | Harris SE | |
| dc.contributor.author | Deary IJ | |
| dc.contributor.author | van der Most PJ | |
| dc.contributor.author | Oldehinkel AJ | |
| dc.contributor.author | Keavney BD | |
| dc.contributor.author | Hayward C | |
| dc.contributor.author | Campbell A | |
| dc.contributor.author | Boehnke M | |
| dc.contributor.author | Scott LJ | |
| dc.contributor.author | Boutin T | |
| dc.contributor.author | Mamasoula C | |
| dc.contributor.author | Järvelin MR | |
| dc.contributor.author | Peters A | |
| dc.contributor.author | Gieger C | |
| dc.contributor.author | Lakatta EG | |
| dc.contributor.author | Cucca F | |
| dc.contributor.author | Hui J | |
| dc.contributor.author | Knekt P | |
| dc.contributor.author | Enroth S | |
| dc.contributor.author | De Borst MH | |
| dc.contributor.author | Polašek O | |
| dc.contributor.author | Concas MP | |
| dc.contributor.author | Catamo E | |
| dc.contributor.author | Cocca M | |
| dc.contributor.author | Li-Gao R | |
| dc.contributor.author | Hofer E | |
| dc.contributor.author | Schmidt H | |
| dc.contributor.author | Spedicati B | |
| dc.contributor.author | Waldenberger M | |
| dc.contributor.author | Strachan DP | |
| dc.contributor.author | Laan M | |
| dc.contributor.author | Teumer A | |
| dc.contributor.author | Dörr M | |
| dc.contributor.author | Gudnason V | |
| dc.contributor.author | Cook JP | |
| dc.contributor.author | Ruggiero D | |
| dc.contributor.author | Kolcic I | |
| dc.contributor.author | Boerwinkle E | |
| dc.contributor.author | Traglia M | |
| dc.contributor.author | Lehtimäki T | |
| dc.contributor.author | Raitakari OT | |
| dc.contributor.author | Johnson AD | |
| dc.contributor.author | Newton-Cheh C | |
| dc.contributor.author | Brown MJ | |
| dc.contributor.author | Dominiczak AF | |
| dc.contributor.author | Sever PJ | |
| dc.contributor.author | Poulter N | |
| dc.contributor.author | Chambers JC | |
| dc.contributor.author | Elosua R | |
| dc.contributor.author | Siscovick D | |
| dc.contributor.author | Esko T | |
| dc.contributor.author | Metspalu A | |
| dc.contributor.author | Strawbridge RJ | |
| dc.contributor.author | Laakso M | |
| dc.contributor.author | Hamsten A | |
| dc.contributor.author | Hottenga JJ | |
| dc.contributor.author | de Geus E | |
| dc.contributor.author | Morris AD | |
| dc.contributor.author | Palmer CNA | |
| dc.contributor.author | Nolte IM | |
| dc.contributor.author | Milaneschi Y | |
| dc.contributor.author | Marten J | |
| dc.contributor.author | Wright A | |
| dc.contributor.author | Zeggini E | |
| dc.contributor.author | Howson JMM | |
| dc.contributor.author | O'Donnell CJ | |
| dc.contributor.author | Spector T | |
| dc.contributor.author | Nalls MA | |
| dc.contributor.author | Simonsick EM | |
| dc.contributor.author | Liu Y | |
| dc.contributor.author | van Duijn CM | |
| dc.contributor.author | Butterworth AS | |
| dc.contributor.author | Danesh JN | |
| dc.contributor.author | Menni C | |
| dc.contributor.author | Wareham NJ | |
| dc.contributor.author | Khaw KT | |
| dc.contributor.author | Sun YV | |
| dc.contributor.author | Wilson PWF | |
| dc.contributor.author | Cho K | |
| dc.contributor.author | Visscher PM | |
| dc.contributor.author | Denny JC | |
| dc.contributor.author | Million Veteran Program | |
| dc.contributor.author | Lifelines Cohort Study | |
| dc.contributor.author | CHARGE consortium | |
| dc.contributor.author | ICBP Consortium | |
| dc.contributor.author | Levy D | |
| dc.contributor.author | Edwards TL | |
| dc.contributor.author | Munroe PB | |
| dc.contributor.author | Snieder H | |
| dc.contributor.author | Warren HR | |
| dc.contributor.organization | fi=InFLAMES Lippulaiva|en=InFLAMES Flagship| | |
| dc.contributor.organization | fi=sydäntutkimuskeskus|en=Cardiovascular Medicine (CAPC)| | |
| dc.contributor.organization | fi=tyks, vsshp|en=tyks, varha| | |
| dc.contributor.organization | fi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)| | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.35734063924 | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.42471027641 | |
| dc.contributor.organization-code | 1.2.246.10.2458963.20.68445910604 | |
| dc.converis.publication-id | 393448202 | |
| dc.converis.url | https://research.utu.fi/converis/portal/Publication/393448202 | |
| dc.date.accessioned | 2025-08-28T00:20:02Z | |
| dc.date.available | 2025-08-28T00:20:02Z | |
| dc.description.abstract | Hypertension 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.pagerange | 778 | |
| dc.format.pagerange | 791 | |
| dc.identifier.eissn | 1546-1718 | |
| dc.identifier.jour-issn | 1061-4036 | |
| dc.identifier.olddbid | 205532 | |
| dc.identifier.oldhandle | 10024/188559 | |
| dc.identifier.uri | https://www.utupub.fi/handle/11111/55101 | |
| dc.identifier.url | https://www.nature.com/articles/s41588-024-01714-w | |
| dc.identifier.urn | URN:NBN:fi-fe2025082790973 | |
| dc.language.iso | en | |
| dc.okm.affiliatedauthor | Raitakari, Olli | |
| dc.okm.affiliatedauthor | Dataimport, tyks, vsshp | |
| dc.okm.discipline | 3121 Internal medicine | en_GB |
| dc.okm.discipline | 3121 Sisätaudit | fi_FI |
| dc.okm.internationalcopublication | international co-publication | |
| dc.okm.internationality | International publication | |
| dc.okm.type | A1 ScientificArticle | |
| dc.publisher | Springer Nature | |
| dc.publisher.country | United States | en_GB |
| dc.publisher.country | Yhdysvallat (USA) | fi_FI |
| dc.publisher.country-code | US | |
| dc.relation.doi | 10.1038/s41588-024-01714-w | |
| dc.relation.ispartofjournal | Nature Genetics | |
| dc.relation.issue | 5 | |
| dc.relation.volume | 56 | |
| dc.source.identifier | https://www.utupub.fi/handle/10024/188559 | |
| dc.title | Genome-wide analysis in over 1 million individuals of European ancestry yields improved polygenic risk scores for blood pressure traits | |
| dc.year.issued | 2024 |
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