@article {9042,
	title = {Assessing the contribution of rare variants to complex trait heritability from whole-genome sequence data.},
	journal = {Nat Genet},
	volume = {54},
	year = {2022},
	month = {2022 Mar},
	pages = {263-273},
	abstract = {<p>Analyses of data from genome-wide association studies on unrelated individuals have shown that, for human traits and diseases, approximately one-third to two-thirds of heritability is captured by common SNPs. However, it is not known whether the remaining heritability is due to the imperfect tagging of causal variants by common SNPs, in particular whether the causal variants are rare, or whether it is overestimated due to bias in inference from pedigree data. Here we estimated heritability for height and body mass index (BMI) from whole-genome sequence data on 25,465 unrelated individuals of European ancestry. The estimated heritability was 0.68 (standard error 0.10) for height and 0.30 (standard error 0.10) for body mass index. Low minor allele frequency variants in low linkage disequilibrium (LD) with neighboring variants were enriched for heritability, to a greater extent for protein-altering variants, consistent with negative selection. Our results imply that rare variants, in particular those in regions of low linkage disequilibrium, are a major source of the still missing heritability of complex traits and disease.</p>},
	issn = {1546-1718},
	doi = {10.1038/s41588-021-00997-7},
	author = {Wainschtein, Pierrick and Jain, Deepti and Zheng, Zhili and Cupples, L Adrienne and Shadyab, Aladdin H and McKnight, Barbara and Shoemaker, Benjamin M and Mitchell, Braxton D and Psaty, Bruce M and Kooperberg, Charles and Liu, Ching-Ti and Albert, Christine M and Roden, Dan and Chasman, Daniel I and Darbar, Dawood and Lloyd-Jones, Donald M and Arnett, Donna K and Regan, Elizabeth A and Boerwinkle, Eric and Rotter, Jerome I and O{\textquoteright}Connell, Jeffrey R and Yanek, Lisa R and de Andrade, Mariza and Allison, Matthew A and McDonald, Merry-Lynn N and Chung, Mina K and Fornage, Myriam and Chami, Nathalie and Smith, Nicholas L and Ellinor, Patrick T and Vasan, Ramachandran S and Mathias, Rasika A and Loos, Ruth J F and Rich, Stephen S and Lubitz, Steven A and Heckbert, Susan R and Redline, Susan and Guo, Xiuqing and Chen, Y -D Ida and Laurie, Cecelia A and Hernandez, Ryan D and McGarvey, Stephen T and Goddard, Michael E and Laurie, Cathy C and North, Kari E and Lange, Leslie A and Weir, Bruce S and Yengo, Loic and Yang, Jian and Visscher, Peter M}
}
@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}
}
