@article {9666,
	title = {Genome-wide analysis in over 1 million individuals of European ancestry yields improved polygenic risk scores for blood pressure traits.},
	journal = {Nat Genet},
	year = {2024},
	month = {2024 Apr 30},
	abstract = {<p>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 {\texttimes} 10) 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 {\texttimes} 10) and more than a sevenfold higher odds of hypertension risk (odds ratio, 7.33; 95\% CI, 5.54-9.70; P = 4.13 {\texttimes} 10) 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 {\texttimes} 10). 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.</p>},
	issn = {1546-1718},
	doi = {10.1038/s41588-024-01714-w},
	author = {Keaton, Jacob M and Kamali, Zoha and Xie, Tian and Vaez, Ahmad and Williams, Ariel and Goleva, Slavina B and Ani, Alireza and Evangelou, Evangelos and Hellwege, Jacklyn N and Yengo, Loic and Young, William J and Traylor, Matthew and Giri, Ayush and Zheng, Zhili and Zeng, Jian and Chasman, Daniel I and Morris, Andrew P and Caulfield, Mark J and Hwang, Shih-Jen and Kooner, Jaspal S and Conen, David and Attia, John R and Morrison, Alanna C and Loos, Ruth J F and Kristiansson, Kati and Schmidt, Reinhold and Hicks, Andrew A and Pramstaller, Peter P and Nelson, Christopher P and Samani, Nilesh J and Risch, Lorenz and Gyllensten, Ulf and Melander, Olle and Riese, Harri{\"e}tte and Wilson, James F and Campbell, Harry and Rich, Stephen S and Psaty, Bruce M and Lu, Yingchang and Rotter, Jerome I and Guo, Xiuqing and Rice, Kenneth M and Vollenweider, Peter and Sundstr{\"o}m, Johan and Langenberg, Claudia and Tobin, Martin D and Giedraitis, Vilmantas and Luan, Jian{\textquoteright}an and Tuomilehto, Jaakko and Kutalik, Zolt{\'a}n and Ripatti, Samuli and Salomaa, Veikko and Girotto, Giorgia and Trompet, Stella and Jukema, J Wouter and van der Harst, Pim and Ridker, Paul M and Giulianini, Franco and Vitart, Veronique and Goel, Anuj and Watkins, Hugh and Harris, Sarah E and Deary, Ian J and van der Most, Peter J and Oldehinkel, Albertine J and Keavney, Bernard D and Hayward, Caroline and Campbell, Archie and Boehnke, Michael and Scott, Laura J and Boutin, Thibaud and Mamasoula, Chrysovalanto and Jarvelin, Marjo-Riitta and Peters, Annette and Gieger, Christian and Lakatta, Edward G and Cucca, Francesco and Hui, Jennie and Knekt, Paul and Enroth, Stefan and de Borst, Martin H and Polasek, Ozren and Concas, Maria Pina and Catamo, Eulalia and Cocca, Massimiliano and Li-Gao, Ruifang and Hofer, Edith and Schmidt, Helena and Spedicati, Beatrice and Waldenberger, Melanie and Strachan, David P and Laan, Maris and Teumer, Alexander and D{\"o}rr, Marcus and Gudnason, Vilmundur and Cook, James P and Ruggiero, Daniela and Kolcic, Ivana and Boerwinkle, Eric and Traglia, Michela and Lehtim{\"a}ki, Terho and Raitakari, Olli T and Johnson, Andrew D and Newton-Cheh, Christopher and Brown, Morris J and Dominiczak, Anna F and Sever, Peter J and Poulter, Neil and Chambers, John C and Elosua, Roberto and Siscovick, David and Esko, T{\~o}nu and Metspalu, Andres and Strawbridge, Rona J and Laakso, Markku and Hamsten, Anders and Hottenga, Jouke-Jan and de Geus, Eco and Morris, Andrew D and Palmer, Colin N A and Nolte, Ilja M and Milaneschi, Yuri and Marten, Jonathan and Wright, Alan and Zeggini, Eleftheria and Howson, Joanna M M and O{\textquoteright}Donnell, Christopher J and Spector, Tim and Nalls, Mike A and Simonsick, Eleanor M and Liu, Yongmei and van Duijn, Cornelia M and Butterworth, Adam S and Danesh, John N and Menni, Cristina and Wareham, Nicholas J and Khaw, Kay-Tee and Sun, Yan V and Wilson, Peter W F and Cho, Kelly and Visscher, Peter M and Denny, Joshua C and Levy, Daniel and Edwards, Todd L and Munroe, Patricia B and Snieder, Harold and Warren, Helen R}
}
