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

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abstract

  • 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 × 10−8) 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 × 10−126) and more than a sevenfold higher odds of hypertension risk (odds ratio, 7.33; 95% CI, 5.54–9.70; P = 4.13 × 10−44) 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 × 10−34). 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.

authors

  • Keaton, Jacob M
  • Kamali, Zoha
  • Xie, Tian
  • Vaez, Ahmad
  • Williams, Ariel
  • Goleva, Slavina B
  • Ani, Alireza
  • Evangelou, Evangelos
  • Hellwege, Jacklyn N
  • Yengo, Loic
  • Young, William J
  • Traylor, Matthew
  • Giri, Ayush
  • Zheng, Zhili
  • Zeng, Jian
  • Chasman, Daniel I
  • Morris, Andrew P
  • Caulfield, Mark J
  • Hwang, Shih-Jen
  • Kooner, Jaspal S
  • Conen, David
  • Attia, John R
  • Morrison, Alanna C
  • Loos, Ruth JF
  • Kristiansson, Kati
  • Schmidt, Reinhold
  • Hicks, Andrew A
  • Pramstaller, Peter P
  • Nelson, Christopher P
  • Samani, Nilesh J
  • Risch, Lorenz
  • Gyllensten, Ulf
  • Melander, Olle
  • Riese, Harriette
  • Wilson, James F
  • Campbell, Harry
  • Rich, Stephen S
  • Psaty, Bruce M
  • Lu, Yingchang
  • Rotter, Jerome I
  • Guo, Xiuqing
  • Rice, Kenneth M
  • Vollenweider, Peter
  • Sundström, Johan
  • Langenberg, Claudia
  • Tobin, Martin D
  • Giedraitis, Vilmantas
  • Luan, Jian’an
  • Tuomilehto, Jaakko
  • Kutalik, Zoltan
  • Ripatti, Samuli
  • Salomaa, Veikko
  • Girotto, Giorgia
  • Trompet, Stella
  • Jukema, J Wouter
  • van der Harst, Pim
  • Ridker, Paul M
  • Giulianini, Franco
  • Vitart, Veronique
  • Goel, Anuj
  • Watkins, Hugh
  • Harris, Sarah E
  • Deary, Ian J
  • van der Most, Peter J
  • Oldehinkel, Albertine J
  • Keavney, Bernard D
  • Hayward, Caroline
  • Campbell, Archie
  • Boehnke, Michael
  • Scott, Laura J
  • Boutin, Thibaud
  • Mamasoula, Chrysovalanto
  • Järvelin, Marjo-Riitta
  • Peters, Annette
  • Gieger, Christian
  • Lakatta, Edward G
  • Cucca, Francesco
  • Hui, Jennie
  • Knekt, Paul
  • Enroth, Stefan
  • De Borst, Martin H
  • Polašek, Ozren
  • Concas, Maria Pina
  • Catamo, Eulalia
  • Cocca, Massimiliano
  • Li-Gao, Ruifang
  • Hofer, Edith
  • Schmidt, Helena
  • Spedicati, Beatrice
  • Waldenberger, Melanie
  • Strachan, David P
  • Laan, Maris
  • Teumer, Alexander
  • Dörr, Marcus
  • Gudnason, Vilmundur
  • Cook, James P
  • Ruggiero, Daniela
  • Kolcic, Ivana
  • Boerwinkle, Eric
  • Traglia, Michela
  • Lehtimäki, Terho
  • Raitakari, Olli T
  • Johnson, Andrew D
  • Newton-Cheh, Christopher
  • Brown, Morris J
  • Dominiczak, Anna F
  • Sever, Peter J
  • Poulter, Neil
  • Chambers, John C
  • Elosua, Roberto
  • Siscovick, David
  • Esko, Tõnu
  • Metspalu, Andres
  • Strawbridge, Rona J
  • Laakso, Markku
  • Hamsten, Anders
  • Hottenga, Jouke-Jan
  • de Geus, Eco
  • Morris, Andrew D
  • Palmer, Colin NA
  • Nolte, Ilja M
  • Milaneschi, Yuri
  • Marten, Jonathan
  • Wright, Alan
  • Zeggini, Eleftheria
  • Howson, Joanna MM
  • O’Donnell, Christopher J
  • Spector, Tim
  • Nalls, Mike A
  • Simonsick, Eleanor M
  • Liu, Yongmei
  • van Duijn, Cornelia M
  • Butterworth, Adam S
  • Danesh, John N
  • Menni, Cristina
  • Wareham, Nicholas J
  • Khaw, Kay-Tee
  • Sun, Yan V
  • Wilson, Peter WF
  • Cho, Kelly
  • Visscher, Peter M
  • Denny, Joshua C
  • van Duijn, Cornelia M
  • Butterworth, Adam S
  • Vaez, Ahmad
  • Teumer, Alexander
  • Johnson, Andrew D
  • Morris, Andrew D
  • Peters, Annette
  • Goel, Anuj
  • Campbell, Archie
  • Keavney, Bernard D
  • Hayward, Caroline
  • Newton-Cheh, Christopher
  • Nelson, Christopher P
  • Chasman, Daniel I
  • Levy, Daniel
  • Ruggiero, Daniela
  • de Geus, Eco
  • Hofer, Edith
  • Zeggini, Eleftheria
  • Boerwinkle, Eric
  • Girotto, Giorgia
  • Warren, Helen R
  • Watkins, Hugh
  • Kolcic, Ivana
  • Jukema, J Wouter
  • Hui, Jennie
  • Howson, Joanna MM
  • Sundström, Johan
  • Chambers, John C
  • Danesh, John N
  • Risch, Lorenz
  • Caulfield, Mark J
  • Laakso, Markku
  • Tobin, Martin D
  • De Borst, Martin H
  • Waldenberger, Melanie
  • Samani, Nilesh J
  • Melander, Olle
  • Raitakari, Olli T
  • Polašek, Ozren
  • Munroe, Patricia B
  • Ridker, Paul M
  • van der Harst, Pim
  • Elosua, Roberto
  • Ripatti, Samuli
  • Lehtimäki, Terho
  • Young, William J
  • Kamali, Zoha
  • Kutalik, Zoltan
  • Levy, Daniel
  • Edwards, Todd L
  • Munroe, Patricia B
  • Snieder, Harold
  • Warren, Helen R

publication date

  • May 2024