@article {8557,
	title = {{Genetic Risk Prediction of Atrial Fibrillation},
	journal = {Circulation},
	volume = {135},
	year = {2017},
	month = {Apr},
	pages = {1311{\textendash}1320},
	abstract = {Atrial fibrillation (AF) has a substantial genetic basis. Identification of individuals at greatest AF risk could minimize the incidence of cardioembolic stroke.\ To determine whether genetic data can stratify risk for development of AF, we examined associations between AF genetic risk scores and incident AF in 5 prospective studies comprising 18 919 individuals of European ancestry. We examined associations between AF genetic risk scores and ischemic stroke in a separate study of 509 ischemic stroke cases (202 cardioembolic [40\%]) and 3028 referents. Scores were based on 11 to 719 common variants ({\^a}{\textperthousand}{\textyen}5\%) associated with AF at P values ranging from <1{\~A}{\textemdash}10-3 to <1{\~A}{\textemdash}10-8 in a prior independent genetic association study.\ Incident AF occurred in 1032 individuals (5.5\%). AF genetic risk scores were associated with new-onset AF after adjustment for clinical risk factors. The pooled hazard ratio for incident AF for the highest versus lowest quartile of genetic risk scores ranged from 1.28 (719 variants; 95\% confidence interval, 1.13-1.46; P=1.5{\~A}{\textemdash}10-4) to 1.67 (25 variants; 95\% confidence interval, 1.47-1.90; P=9.3{\~A}{\textemdash}10-15). Discrimination of combined clinical and genetic risk scores varied across studies and scores (maximum C statistic, 0.629-0.811; maximum {\^I}{\textquotedblright}C statistic from clinical score alone, 0.009-0.017). AF genetic risk was associated with stroke in age- and sex-adjusted models. For example, individuals in the highest versus lowest quartile of a 127-variant score had a 2.49-fold increased odds of cardioembolic stroke (95\% confidence interval, 1.39-4.58; P=2.7{\~A}{\textemdash}10-3). The effect persisted after the exclusion of individuals (n=70) with known AF (odds ratio, 2.25; 95\% confidence interval, 1.20-4.40; P=0.01).\ Comprehensive AF genetic risk scores were associated with incident AF beyond associations for clinical AF risk factors but offered small improvements in discrimination. AF genetic risk was also associated with cardioembolic stroke in age- and sex-adjusted analyses. Efforts are warranted to determine whether AF genetic risk may improve identification of subclinical AF or help distinguish between stroke mechanisms.},
	author = {Lubitz, S. A. and Yin, X. and Lin, H. J. and Kolek, M. and Smith, J. G. and Trompet, S. and Rienstra, M. and Rost, N. S. and Teixeira, P. L. and Almgren, P. and Anderson, C. D. and Chen, L. Y. and Engstr?m, G. and Ford, I. and Furie, K. L. and Guo, X. and Larson, M. G. and Lunetta, K. L. and Macfarlane, P. W. and Psaty, B. M. and Soliman, E. Z. and Sotoodehnia, N. and Stott, D. J. and Taylor, K. D. and Weng, L. C. and Yao, J. and Geelhoed, B. and Verweij, N. and Siland, J. E. and Kathiresan, S. and Roselli, C. and Roden, D. M. and van der Harst, P. and Darbar, D. and Jukema, J. W. and Melander, O. and Rosand, J. and Rotter, J. I. and Heckbert, S. R. and Ellinor, P. T. and Alonso, A. and Benjamin, E. J.}
}
@article {8992,
	title = {{The power of genetic diversity in genome-wide association studies of lipids},
	journal = {Nature},
	volume = {600},
	year = {2021},
	month = {Dec},
	pages = {675{\textendash}679},
	abstract = {application of polygenic scores in clinical practice.},
	author = {Graham, S. E. and Clarke, S. L. and Wu, K. H. and Kanoni, S. and Zajac, G. J. M. and Ramdas, S. and Surakka, I. and Ntalla, I. and Vedantam, S. and Winkler, T. W. and Locke, A. E. and Marouli, E. and Hwang, M. Y. and Han, S. and Narita, A. and Choudhury, A. and Bentley, A. R. and Ekoru, K. and Verma, A. and Trivedi, B. and Martin, H. C. and Hunt, K. A. and Hui, Q. and Klarin, D. and Zhu, X. and Thorleifsson, G. and Helgadottir, A. and Gudbjartsson, D. F. and Holm, H. and Olafsson, I. and Akiyama, M. and Sakaue, S. and Terao, C. and Kanai, M. and Zhou, W. and Brumpton, B. M. and Rasheed, H. and Ruotsalainen, S. E. and Havulinna, A. S. and Veturi, Y. and Feng, Q. and Rosenthal, E. A. and Lingren, T. and Pacheco, J. A. and Pendergrass, S. A. and Haessler, J. and Giulianini, F. and Bradford, Y. and Miller, J. E. and Campbell, A. and Lin, K. and Millwood, I. Y. and Hindy, G. and Rasheed, A. and Faul, J. D. and Zhao, W. and Weir, D. R. and Turman, C. and Huang, H. and Graff, M. and Mahajan, A. and Brown, M. R. and Zhang, W. and Yu, K. and Schmidt, E. M. and Pandit, A. and Gustafsson, S. and Yin, X. and Luan, J. and Zhao, J. H. and Matsuda, F. and Jang, H. M. and Yoon, K. and Medina-Gomez, C. and Pitsillides, A. and Hottenga, J. J. and Willemsen, G. and Wood, A. R. and Ji, Y. and Gao, Z. and Haworth, S. and Mitchell, R. E. and Chai, J. F. and Aadahl, M. and Yao, J. and Manichaikul, A. and Warren, H. R. and Ramirez, J. and Bork-Jensen, J. and K{\r a}rhus, L. L. and Goel, A. and Sabater-Lleal, M. and Noordam, R. and Sidore, C. and Fiorillo, E. and McDaid, A. F. and Marques-Vidal, P. and Wielscher, M. and Trompet, S. and Sattar, N. and M{\o}llehave, L. T. and Thuesen, B. H. and Munz, M. and Zeng, L. and Huang, J. and Yang, B. and Poveda, A. and Kurbasic, A. and Lamina, C. and Forer, L. and Scholz, M. and Galesloot, T. E. and Bradfield, J. P. and Daw, E. W. and Zmuda, J. M. and Mitchell, J. S. and Fuchsberger, C. and Christensen, H. and Brody, J. A. and Feitosa, M. F. and Wojczynski, M. K. and Preuss, M. and Mangino, M. and Christofidou, P. and Verweij, N. and Benjamins, J. W. and Engmann, J. and Kember, R. L. and Slieker, R. C. and Lo, K. S. and Zilhao, N. R. and Le, P. and Kleber, M. E. and Delgado, G. E. and Huo, S. and Ikeda, D. D. and Iha, H. and Yang, J. and Liu, J. and Leonard, H. L. and Marten, J. and Schmidt, B. and Arendt, M. and Smyth, L. J. and Ca{\~n}adas-Garre, M. and Wang, C. and Nakatochi, M. and Wong, A. and Hutri-K{\"a}h{\"o}nen, N. and Sim, X. and Xia, R. and Huerta-Chagoya, A. and Fernandez-Lopez, J. C. and Lyssenko, V. and Ahmed, M. and Jackson, A. U. and Irvin, M. R. and Oldmeadow, C. and Kim, H. N. and Ryu, S. and Timmers, P. R. H. J. and Arbeeva, L. and Dorajoo, R. and Lange, L. A. and Chai, X. and Prasad, G. and Lor{\'e}s-Motta, L. and Pauper, M. and Long, J. and Li, X. and Theusch, E. and Takeuchi, F. and Spracklen, C. N. and Loukola, A. and Bollepalli, S. and Warner, S. C. and Wang, Y. X. and Wei, W. B. and Nutile, T. and Ruggiero, D. and Sung, Y. J. and Hung, Y. J. and Chen, S. and Liu, F. and Yang, J. and Kentistou, K. A. and Gorski, M. and Brumat, M. and Meidtner, K. and Bielak, L. F. and Smith, J. A. and Hebbar, P. and Farmaki, A. E. and Hofer, E. and Lin, M. and Xue, C. and Zhang, J. and Concas, M. P. and Vaccargiu, S. and van der Most, P. J. and Pitk{\"a}nen, N. and Cade, B. E. and Lee, J. and van der Laan, S. W. and Chitrala, K. N. and Weiss, S. and Zimmermann, M. E. and Lee, J. Y. and Choi, H. S. and Nethander, M. and Freitag-Wolf, S. and Southam, L. and Rayner, N. W. and Wang, C. A. and Lin, S. Y. and Wang, J. S. and Couture, C. and Lyytik{\"a}inen, L. P. and Nikus, K. and Cuellar-Partida, G. and Vestergaard, H. and Hildalgo, B. and Giannakopoulou, O. and Cai, Q. and Obura, M. O. and van Setten, J. and Li, X. and Schwander, K. and Terzikhan, N. and Shin, J. H. and Jackson, R. D. and Reiner, A. P. and Martin, L. W. and Chen, Z. and Li, L. and Highland, H. M. and Young, K. L. and Kawaguchi, T. and Thiery, J. and Bis, J. C. and Nadkarni, G. N. and Launer, L. J. and Li, H. and Nalls, M. A. and Raitakari, O. T. and Ichihara, S. and Wild, S. H. and Nelson, C. P. and Campbell, H. and J{\"a}ger, S. and Nabika, T. and Al-Mulla, F. and Niinikoski, H. and Braund, P. S. and Kolcic, I. and Kovacs, P. and Giardoglou, T. and Katsuya, T. and Bhatti, K. F. and de Kleijn, D. and de Borst, G. J. and Kim, E. K. and Adams, H. H. H. and Ikram, M. A. and Zhu, X. and Asselbergs, F. W. and Kraaijeveld, A. O. and Beulens, J. W. J. and Shu, X. O. and Rallidis, L. S. and Pedersen, O. and Hansen, T. and Mitchell, P. and Hewitt, A. W. and K{\"a}h{\"o}nen, M. and P{\'e}russe, L. and Bouchard, C. and Tonjes, A. and Chen, Y. I. and Pennell, C. E. and Mori, T. A. and Lieb, W. and Franke, A. and Ohlsson, C. and Mellstr{\"o}m, D. and Cho, Y. S. and Lee, H. and Yuan, J. M. and Koh, W. P. and Rhee, S. Y. and Woo, J. T. and Heid, I. M. and Stark, K. J. and V{\"o}lzke, H. and Homuth, G. and Evans, M. K. and Zonderman, A. B. and Polasek, O. and Pasterkamp, G. and Hoefer, I. E. and Redline, S. and Pahkala, K. and Oldehinkel, A. J. and Snieder, H. and Biino, G. and Schmidt, R. and Schmidt, H. and Chen, Y. E. and Bandinelli, S. and Dedoussis, G. and Thanaraj, T. A. and Kardia, S. L. R. and Kato, N. and Schulze, M. B. and Girotto, G. and Jung, B. and B{\"o}ger, C. A. and Joshi, P. K. and Bennett, D. A. and De Jager, P. L. and Lu, X. and Mamakou, V. and Brown, M. and Caulfield, M. J. and Munroe, P. B. and Guo, X. and Ciullo, M. and Jonas, J. B. and Samani, N. J. and Kaprio, J. and Pajukanta, P. and Adair, L. S. and Bechayda, S. A. and de Silva, H. J. and Wickremasinghe, A. R. and Krauss, R. M. and Wu, J. Y. and Zheng, W. and den Hollander, A. I. and Bharadwaj, D. and Correa, A. and Wilson, J. G. and Lind, L. and Heng, C. K. and Nelson, A. E. and Golightly, Y. M. and Wilson, J. F. and Penninx, B. and Kim, H. L. and Attia, J. and Scott, R. J. and Rao, D. C. and Arnett, D. K. and Walker, M. and Koistinen, H. A. and Chandak, G. R. and Yajnik, C. S. and Mercader, J. M. and Tusi{\'e}-Luna, T. and Aguilar-Salinas, C. A. and Villalpando, C. G. and Orozco, L. and Fornage, M. and Tai, E. S. and van Dam, R. M. and Lehtim{\"a}ki, T. and Chaturvedi, N. and Yokota, M. and Liu, J. and Reilly, D. F. and McKnight, A. J. and Kee, F. and J{\"o}ckel, K. H. and McCarthy, M. I. and Palmer, C. N. A. and Vitart, V. and Hayward, C. and Simonsick, E. and van Duijn, C. M. and Lu, F. and Qu, J. and Hishigaki, H. and Lin, X. and M{\"a}rz, W. and Parra, E. J. and Cruz, M. and Gudnason, V. and Tardif, J. C. and Lettre, G. and {\textquoteright}t Hart, L. M. and Elders, P. J. M. and Damrauer, S. M. and Kumari, M. and Kivimaki, M. and van der Harst, P. and Spector, T. D. and Loos, R. J. F. and Province, M. A. and Psaty, B. M. and Brandslund, I. and Pramstaller, P. P. and Christensen, K. and Ripatti, S. and Wid{\'e}n, E. and Hakonarson, H. and Grant, S. F. A. and Kiemeney, L. A. L. M. and de Graaf, J. and Loeffler, M. and Kronenberg, F. and Gu, D. and Erdmann, J. and Schunkert, H. and Franks, P. W. and Linneberg, A. and Jukema, J. W. and Khera, A. V. and M{\"a}nnikk{\"o}, M. and Jarvelin, M. R. and Kutalik, Z. and Cucca, F. and Mook-Kanamori, D. O. and van Dijk, K. W. and Watkins, H. and Strachan, D. P. and Grarup, N. and Sever, P. and Poulter, N. and Rotter, J. I. and Dantoft, T. M. and Karpe, F. and Neville, M. J. and Timpson, N. J. and Cheng, C. Y. and Wong, T. Y. and Khor, C. C. and Sabanayagam, C. and Peters, A. and Gieger, C. and Hattersley, A. T. and Pedersen, N. L. and Magnusson, P. K. E. and Boomsma, D. I. and de Geus, E. J. C. and Cupples, L. A. and van Meurs, J. B. J. and Ghanbari, M. and Gordon-Larsen, P. and Huang, W. and Kim, Y. J. and Tabara, Y. and Wareham, N. J. and Langenberg, C. and Zeggini, E. and Kuusisto, J. and Laakso, M. and Ingelsson, E. and Abecasis, G. and Chambers, J. C. and Kooner, J. S. and de Vries, P. S. and Morrison, A. C. and North, K. E. and Daviglus, M. and Kraft, P. and Martin, N. G. and Whitfield, J. B. and Abbas, S. and Saleheen, D. and Walters, R. G. and Holmes, M. V. and Black, C. and Smith, B. H. and Justice, A. E. and Baras, A. and Buring, J. E. and Ridker, P. M. and Chasman, D. I. and Kooperberg, C. and Wei, W. Q. and Jarvik, G. P. and Namjou, B. and Hayes, M. G. and Ritchie, M. D. and Jousilahti, P. and Salomaa, V. and Hveem, K. and {\r A}svold, B. O. and Kubo, M. and Kamatani, Y. and Okada, Y. and Murakami, Y. and Thorsteinsdottir, U. and Stefansson, K. and Ho, Y. L. and Lynch, J. A. and Rader, D. J. and Tsao, P. S. and Chang, K. M. and Cho, K. and O{\textquoteright}Donnell, C. J. and Gaziano, J. M. and Wilson, P. and Rotimi, C. N. and Hazelhurst, S. and Ramsay, M. and Trembath, R. C. and van Heel, D. A. and Tamiya, G. and Yamamoto, M. and Kim, B. J. and Mohlke, K. L. and Frayling, T. M. and Hirschhorn, J. N. and Kathiresan, S. and Boehnke, M. and Natarajan, P. and Peloso, G. M. and Brown, C. D. and Morris, A. P. and Assimes, T. L. and Deloukas, P. and Sun, Y. V. and Willer, C. J.}
}
@article {9250,
	title = {{Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis},
	journal = {Genome Biol},
	volume = {23},
	year = {2022},
	month = {Dec},
	pages = {268},
	abstract = {Genetic variants within nearly 1000 loci are known to contribute to modulation of blood lipid levels. However, the biological pathways underlying these associations are frequently unknown, limiting understanding of these findings and hindering downstream translational efforts such as drug target discovery.\ 1,654,960) of blood lipids to prioritize putative causal genes for 2286 lipid associations using six gene prediction approaches. Using phenome-wide association (PheWAS) scans, we identify relationships of genetically predicted lipid levels to other diseases and conditions. We confirm known pleiotropic associations with cardiovascular phenotypes and determine novel associations, notably with cholelithiasis risk. We perform sex-stratified GWAS meta-analysis of lipid levels and show that 3-5\% of autosomal lipid-associated loci demonstrate sex-biased effects. Finally, we report 21 novel lipid loci identified on the X chromosome. Many of the sex-biased autosomal and X chromosome lipid loci show pleiotropic associations with sex hormones, emphasizing the role of hormone regulation in lipid metabolism.\ Taken together, our findings provide insights into the biological mechanisms through which associated variants lead to altered lipid levels and potentially cardiovascular disease risk.},
	author = {Kanoni, S. and Graham, S. E. and Wang, Y. and Surakka, I. and Ramdas, S. and Zhu, X. and Clarke, S. L. and Bhatti, K. F. and Vedantam, S. and Winkler, T. W. and Locke, A. E. and Marouli, E. and Zajac, G. J. M. and Wu, K. H. and Ntalla, I. and Hui, Q. and Klarin, D. and Hilliard, A. T. and Wang, Z. and Xue, C. and Thorleifsson, G. and Helgadottir, A. and Gudbjartsson, D. F. and Holm, H. and Olafsson, I. and Hwang, M. Y. and Han, S. and Akiyama, M. and Sakaue, S. and Terao, C. and Kanai, M. and Zhou, W. and Brumpton, B. M. and Rasheed, H. and Havulinna, A. S. and Veturi, Y. and Pacheco, J. A. and Rosenthal, E. A. and Lingren, T. and Feng, Q. and Kullo, I. J. and Narita, A. and Takayama, J. and Martin, H. C. and Hunt, K. A. and Trivedi, B. and Haessler, J. and Giulianini, F. and Bradford, Y. and Miller, J. E. and Campbell, A. and Lin, K. and Millwood, I. Y. and Rasheed, A. and Hindy, G. and Faul, J. D. and Zhao, W. and Weir, D. R. and Turman, C. and Huang, H. and Graff, M. and Choudhury, A. and Sengupta, D. and Mahajan, A. and Brown, M. R. and Zhang, W. and Yu, K. and Schmidt, E. M. and Pandit, A. and Gustafsson, S. and Yin, X. and Luan, J. and Zhao, J. H. and Matsuda, F. and Jang, H. M. and Yoon, K. and Medina-Gomez, C. and Pitsillides, A. and Hottenga, J. J. and Wood, A. R. and Ji, Y. and Gao, Z. and Haworth, S. and Yousri, N. A. and Mitchell, R. E. and Chai, J. F. and Aadahl, M. and Bjerregaard, A. A. and Yao, J. and Manichaikul, A. and Hwu, C. M. and Hung, Y. J. and Warren, H. R. and Ramirez, J. and Bork-Jensen, J. and rhus, L. L. and Goel, A. and Sabater-Lleal, M. and Noordam, R. and Mauro, P. and Matteo, F. and McDaid, A. F. and Marques-Vidal, P. and Wielscher, M. and Trompet, S. and Sattar, N. and llehave, L. T. and Munz, M. and Zeng, L. and Huang, J. and Yang, B. and Poveda, A. and Kurbasic, A. and Lamina, C. and Forer, L. and Scholz, M. and Galesloot, T. E. and Bradfield, J. P. and Ruotsalainen, S. E. and Daw, E. and Zmuda, J. M. and Mitchell, J. S. and Fuchsberger, C. and Christensen, H. and Brody, J. A. and Vazquez-Moreno, M. and Feitosa, M. F. and Wojczynski, M. K. and Wang, Z. and Preuss, M. H. and Mangino, M. and Christofidou, P. and Verweij, N. and Benjamins, J. W. and Engmann, J. and Tsao, N. L. and Verma, A. and Slieker, R. C. and Lo, K. S. and Zilhao, N. R. and Le, P. and Kleber, M. E. and Delgado, G. E. and Huo, S. and Ikeda, D. D. and Iha, H. and Yang, J. and Liu, J. and Demirkan, A. and Leonard, H. L. and Marten, J. and Frank, M. and Schmidt, B. and Smyth, L. J. and adas-Garre, M. and Wang, C. and Nakatochi, M. and Wong, A. and nen, N. and Sim, X. and Xia, R. and Huerta-Chagoya, A. and Fernandez-Lopez, J. C. and Lyssenko, V. and Nongmaithem, S. S. and Bayyana, S. and Stringham, H. M. and Irvin, M. R. and Oldmeadow, C. and Kim, H. N. and Ryu, S. and Timmers, P. R. H. J. and Arbeeva, L. and Dorajoo, R. and Lange, L. A. and Prasad, G. and s-Motta, L. and Pauper, M. and Long, J. and Li, X. and Theusch, E. and Takeuchi, F. and Spracklen, C. N. and Loukola, A. and Bollepalli, S. and Warner, S. C. and Wang, Y. X. and Wei, W. B. and Nutile, T. and Ruggiero, D. and Sung, Y. J. and Chen, S. and Liu, F. and Yang, J. and Kentistou, K. A. and Banas, B. and Nardone, G. G. and Meidtner, K. and Bielak, L. F. and Smith, J. A. and Hebbar, P. and Farmaki, A. E. and Hofer, E. and Lin, M. and Concas, M. P. and Vaccargiu, S. and van der Most, P. J. and nen, N. and Cade, B. E. and van der Laan, S. W. and Chitrala, K. N. and Weiss, S. and Bentley, A. R. and Doumatey, A. P. and Adeyemo, A. A. and Lee, J. Y. and Petersen, E. R. B. and Nielsen, A. A. and Choi, H. S. and Nethander, M. and Freitag-Wolf, S. and Southam, L. and Rayner, N. W. and Wang, C. A. and Lin, S. Y. and Wang, J. S. and Couture, C. and inen, L. 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E. and Mori, T. A. and Lieb, W. and Franke, A. and Ohlsson, C. and m, D. and Cho, Y. S. and Lee, H. and Yuan, J. M. and Koh, W. P. and Rhee, S. Y. and Woo, J. T. and Heid, I. M. and Stark, K. J. and Zimmermann, M. E. and lzke, H. and Homuth, G. and Evans, M. K. and Zonderman, A. B. and Polasek, O. and Pasterkamp, G. and Hoefer, I. E. and Redline, S. and Pahkala, K. and Oldehinkel, A. J. and Snieder, H. and Biino, G. and Schmidt, R. and Schmidt, H. and Bandinelli, S. and Dedoussis, G. and Thanaraj, T. A. and Kardia, S. L. R. and Peyser, P. A. and Kato, N. and Schulze, M. B. and Girotto, G. and ger, C. A. and Jung, B. and Joshi, P. K. and Bennett, D. A. and De Jager, P. L. and Lu, X. and Mamakou, V. and Brown, M. and Caulfield, M. J. and Munroe, P. B. and Guo, X. and Ciullo, M. and Jonas, J. B. and Samani, N. J. and Kaprio, J. and Pajukanta, P. and -Luna, T. and Aguilar-Salinas, C. A. and Adair, L. S. and Bechayda, S. A. and de Silva, H. J. and Wickremasinghe, A. R. and Krauss, R. 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}
@article {9263,
	title = {{A saturated map of common genetic variants associated with human height},
	journal = {Nature},
	volume = {610},
	year = {2022},
	month = {Oct},
	pages = {704{\textendash}712},
	abstract = {) account for 40\% (45\%) of phenotypic variance in populations of European ancestry but only around 10-20\% (14-24\%) in populations of other ancestries. Effect sizes, associated regions and gene prioritization are similar across ancestries, indicating that reduced prediction accuracy is likely to be explained by linkage disequilibrium and differences in allele frequency within associated regions. Finally, we show that the relevant biological pathways are detectable with smaller sample sizes than are needed to implicate causal genes and variants. Overall, this study provides a comprehensive map of specific genomic regions that contain the vast majority of common height-associated variants. Although this map is saturated for populations of European ancestry, further research is needed to achieve equivalent saturation in other ancestries.},
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}
