7 results on '"Kentistou, K. A."'
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2. The power of genetic diversity in genome-wide association studies of lipids
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Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), Willer, C. J. (Cristen J.), Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), and Willer, C. J. (Cristen J.)
- Abstract
Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use1. Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels2, heart disease remains the leading cause of death worldwide3. Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS4‐23 have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns24. Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine25, we anticipate that increased diversity of participants will lead to more accurate and equitable26 application of polygenic scores in clinical practice.
- Published
- 2021
3. The trans-ancestral genomic architecture of glycemic traits
- Author
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Chen, J. (Ji), Spracklen, C. N. (Cassandra N.), Marenne, G. (Gaelle), Varshney, A. (Arushi), Corbin, L. J. (Laura J.), Luan, J. (Jian'an), Willems, S. M. (Sara M.), Wu, Y. (Ying), Zhang, X. (Xiaoshuai), Horikoshi, M. (Momoko), Boutin, T. S. (Thibaud S.), Magi, R. (Reedik), Waage, J. (Johannes), Li-Gao, R. (Ruifang), Chan, K. H. (Kei Hang Katie), Yao, J. (Jie), Anasanti, M. D. (Mila D.), Chu, A. Y. (Audrey Y.), Claringbould, A. (Annique), Heikkinen, J. (Jani), Hong, J. (Jaeyoung), Hottenga, J.-J. (Jouke-Jan), Huo, S. (Shaofeng), Kaakinen, M. A. (Marika A.), Louie, T. (Tin), Maerz, W. (Winfried), Moreno-Macias, H. (Hortensia), Ndungu, A. (Anne), Nelson, S. C. (Sarah C.), Nolte, I. M. (Ilja M.), North, K. E. (Kari E.), Raulerson, C. K. (Chelsea K.), Ray, D. (Debashree), Rohde, R. (Rebecca), Rybin, D. (Denis), Schurmann, C. (Claudia), Sim, X. (Xueling), Southam, L. (Lorraine), Stewart, I. D. (Isobel D.), Wang, C. A. (Carol A.), Wang, Y. (Yujie), Wu, P. (Peitao), Zhang, W. (Weihua), Ahluwalia, T. S. (Tarunveer S.), Appel, E. V. (Emil V. R.), Bielak, L. F. (Lawrence F.), Brody, J. A. (Jennifer A.), Burtt, N. P. (Noel P.), Cabrera, C. P. (Claudia P.), Cade, B. E. (Brian E.), Chai, J. F. (Jin Fang), Chai, X. (Xiaoran), Chang, L.-C. (Li-Ching), Chen, C.-H. (Chien-Hsiun), Chen, B. H. (Brian H.), Chitrala, K. N. (Kumaraswamy Naidu), Chiu, Y.-F. (Yen-Feng), de Haan, H. G. (Hugoline G.), Delgado, G. E. (Graciela E.), Demirkan, A. (Ayse), Duan, Q. (Qing), Engmann, J. (Jorgen), Fatumo, S. A. (Segun A.), Gayan, J. (Javier), Giulianini, F. (Franco), Gong, J. H. (Jung Ho), Gustafsson, S. (Stefan), Hai, Y. (Yang), Hartwig, F. P. (Fernando P.), He, J. (Jing), Heianza, Y. (Yoriko), Huang, T. (Tao), Huerta-Chagoya, A. (Alicia), Hwang, M. Y. (Mi Yeong), Jensen, R. A. (Richard A.), Kawaguchi, T. (Takahisa), Kentistou, K. A. (Katherine A.), Kim, Y. J. (Young Jin), Kleber, M. E. (Marcus E.), Kooner, I. K. (Ishminder K.), Lai, S. (Shuiqing), Lange, L. A. (Leslie A.), Langefeld, C. D. (Carl D.), Lauzon, M. (Marie), Li, M. (Man), Ligthart, S. (Symen), Liu, J. (Jun), Loh, M. (Marie), Long, J. (Jirong), Lyssenko, V. (Valeriya), Mangino, M. (Massimo), Marzi, C. (Carola), Montasser, M. E. (May E.), Nag, A. (Abhishek), Nakatochi, M. (Masahiro), Noce, D. (Damia), Noordam, R. (Raymond), Pistis, G. (Giorgio), Preuss, M. (Michael), Raffield, L. (Laura), Rasmussen-Torvik, L. J. (Laura J.), Rich, S. S. (Stephen S.), Robertson, N. R. (Neil R.), Rueedi, R. (Rico), Ryan, K. (Kathleen), Sanna, S. (Serena), Saxena, R. (Richa), Schraut, K. E. (Katharina E.), Sennblad, B. (Bengt), Setoh, K. (Kazuya), Smith, A. V. (Albert V.), Sparso, T. (Thomas), Strawbridge, R. J. (Rona J.), Takeuchi, F. (Fumihiko), Tan, J. (Jingyi), Trompet, S. (Stella), van den Akker, E. (Erik), van der Most, P. J. (Peter J.), Verweij, N. (Niek), Vogel, M. (Mandy), Wang, H. (Heming), Wang, C. (Chaolong), Wang, N. (Nan), Warren, H. R. (Helen R.), Wen, W. (Wanqing), Wilsgaard, T. (Tom), Wong, A. (Andrew), Wood, A. R. (Andrew R.), Xie, T. (Tian), Zafarmand, M. H. (Mohammad Hadi), Zhao, J.-H. (Jing-Hua), Zhao, W. (Wei), Amin, N. (Najaf), Arzumanyan, Z. (Zorayr), Astrup, A. (Arne), Bakker, S. J. (Stephan J. L.), Baldassarre, D. (Damiano), Beekman, M. (Marian), Bergman, R. N. (Richard N.), Bertoni, A. (Alain), Blueher, M. (Matthias), Bonnycastle, L. L. (Lori L.), Bornstein, S. R. (Stefan R.), Bowden, D. W. (Donald W.), Cai, Q. (Qiuyin), Campbell, A. (Archie), Campbell, H. (Harry), Chang, Y. C. (Yi Cheng), de Geus, E. J. (Eco J. C.), Dehghan, A. (Abbas), Du, S. (Shufa), Eiriksdottir, G. (Gudny), Farmaki, A. E. (Aliki Eleni), Franberg, M. (Mattias), Fuchsberger, C. (Christian), Gao, Y. (Yutang), Gjesing, A. P. (Anette P.), Goel, A. (Anuj), Han, S. (Sohee), Hartman, C. A. (Catharina A.), Herder, C. (Christian), Hicks, A. A. (Andrew A.), Hsieh, C.-H. (Chang-Hsun), Hsueh, W. A. (Willa A.), Ichihara, S. (Sahoko), Igase, M. (Michiya), Ikram, M. A. (M. Arfan), Johnson, W. C. (W. Craig), Jorgensen, M. E. (Marit E.), Joshi, P. K. (Peter K.), Kalyani, R. R. (Rita R.), Kandeel, F. R. (Fouad R.), Katsuya, T. (Tomohiro), Khor, C. C. (Chiea Chuen), Kiess, W. (Wieland), Kolcic, I. (Ivana), Kuulasmaa, T. (Teemu), Kuusisto, J. (Johanna), Lall, K. (Kristi), Lam, K. (Kelvin), Lawlor, D. A. (Deborah A.), Lee, N. R. (Nanette R.), Lemaitre, R. N. (Rozenn N.), Li, H. (Honglan), Lin, S.-Y. (Shih-Yi), Lindstrom, J. (Jaana), Linneberg, A. (Allan), Liu, J. (Jianjun), Lorenzo, C. (Carlos), Matsubara, T. (Tatsuaki), Matsuda, F. (Fumihiko), Mingrone, G. (Geltrude), Mooijaart, S. (Simon), Moon, S. (Sanghoon), Nabika, T. (Toru), Nadkarni, G. N. (Girish N.), Nadler, J. L. (Jerry L.), Nelis, M. (Mari), Neville, M. J. (Matt J.), Norris, J. M. (Jill M.), Ohyagi, Y. (Yasumasa), Peters, A. (Annette), Peyser, P. A. (Patricia A.), Polasek, O. (Ozren), Qi, Q. (Qibin), Raven, D. (Dennis), Reilly, D. F. (Dermot F.), Reiner, A. (Alex), Rivideneira, F. (Fernando), Roll, K. (Kathryn), Rudan, I. (Igor), Sabanayagam, C. (Charumathi), Sandow, K. (Kevin), Sattar, N. (Naveed), Schuermann, A. (Annette), Shi, J. (Jinxiu), Stringham, H. M. (Heather M.), Taylor, K. D. (Kent D.), Teslovich, T. M. (Tanya M.), Thuesen, B. (Betina), Timmers, P. R. (Paul R. H. J.), Tremoli, E. (Elena), Tsai, M. Y. (Michael Y.), Uitterlinden, A. (Andre), van Dam, R. M. (Rob M.), van Heemst, D. (Diana), van Hylckama Vlieg, A. (Astrid), van Vliet-Ostaptchouk, J. V. (Jana V.), Vangipurapu, J. (Jagadish), Vestergaard, H. (Henrik), Wang, T. (Tao), Willems van Dijk, K. (Ko), Zemunik, T. (Tatijana), Abecasis, G. R. (Goncalo R.), Adair, L. S. (Linda S.), Aguilar-Salinas, C. A. (Carlos Alberto), Alarcon-Riquelme, M. E. (Marta E.), An, P. (Ping), Aviles-Santa, L. (Larissa), Becker, D. M. (Diane M.), Beilin, L. J. (Lawrence J.), Bergmann, S. (Sven), Bisgaard, H. (Hans), Black, C. (Corri), Boehnke, M. (Michael), Boerwinkle, E. (Eric), Boehm, B. O. (Bernhard O.), Bonnelykke, K. (Klaus), Boomsma, D. I. (D. I.), Bottinger, E. P. (Erwin P.), Buchanan, T. A. (Thomas A.), Canouil, M. (Mickael), Caulfield, M. J. (Mark J.), Chambers, J. C. (John C.), Chasman, D. I. (Daniel I.), Chen, Y. I. (Yii-Der Ida), Cheng, C.-Y. (Ching-Yu), Collins, F. S. (Francis S.), Correa, A. (Adolfo), Cucca, F. (Francesco), de Silva, H. J. (H. Janaka), Dedoussis, G. (George), Elmstahl, S. (Solve), Evans, M. K. (Michele K.), Ferrannini, E. (Ele), Ferrucci, L. (Luigi), Florez, J. C. (Jose C.), Franks, P. W. (Paul W.), Frayling, T. M. (Timothy M.), Froguel, P. (Philippe), Gigante, B. (Bruna), Goodarzi, M. O. (Mark O.), Gordon-Larsen, P. (Penny), Grallert, H. (Harald), Grarup, N. (Niels), Grimsgaard, S. (Sameline), Groop, L. (Leif), Gudnason, V. (Vilmundur), Guo, X. (Xiuqing), Hamsten, A. (Anders), Hansen, T. (Torben), Hayward, C. (Caroline), Heckbert, S. R. (Susan R.), Horta, B. L. (Bernardo L.), Huang, W. (Wei), Ingelsson, E. (Erik), James, P. S. (Pankow S.), Järvelin, M.-R. (Marjo-Ritta), Jonas, J. B. (Jost B.), Jukema, J. W. (J. Wouter), Kaleebu, P. (Pontiano), Kaplan, R. (Robert), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Keinanen-Kiukaanniemi, S. M. (Sirkka M.), Kim, B.-J. (Bong-Jo), Kivimaki, M. (Mika), Koistinen, H. A. (Heikki A.), Kooner, J. S. (Jaspal S.), Koerner, A. (Antje), Kovacs, P. (Peter), Kuh, D. (Diana), Kumari, M. (Meena), Kutalik, Z. (Zoltan), Laakso, M. (Markku), Lakka, T. A. (Timo A.), Launer, L. J. (Lenore J.), Leander, K. (Karin), Li, H. (Huaixing), Lin, X. (Xu), Lind, L. (Lars), Lindgren, C. (Cecilia), Liu, S. (Simin), Loos, R. J. (Ruth J. F.), Magnusson, P. K. (Patrik K. E.), Mahajan, A. (Anubha), Metspalu, A. (Andres), Mook-Kanamori, D. O. (Dennis O.), Mori, T. A. (Trevor A.), Munroe, P. B. (Patricia B.), Njolstad, I. (Inger), O'Connell, J. R. (Jeffrey R.), Oldehinkel, A. J. (Albertine J.), Ong, K. K. (Ken K.), Padmanabhan, S. (Sandosh), Palmer, C. N. (Colin N. A.), Palmer, N. D. (Nicholette D.), Pedersen, O. (Oluf), Pennell, C. E. (Craig E.), Porteous, D. J. (David J.), Pramstaller, P. P. (Peter P.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Qi, L. (Lu), Raffel, L. J. (Leslie J.), Rauramaa, R. (Rainer), Redline, S. (Susan), Ridker, P. M. (Paul M.), Rosendaal, F. R. (Frits R.), Saaristo, T. E. (Timo E.), Sandhu, M. (Manjinder), Saramies, J. (Jouko), Schneiderman, N. (Neil), Schwarz, P. (Peter), Scott, L. J. (Laura J.), Selvin, E. (Elizabeth), Sever, P. (Peter), Shu, X.-o. (Xiao-ou), Slagboom, P. E. (P. Eline), Small, K. S. (Kerrin S.), Smith, B. H. (Blair H.), Snieder, H. (Harold), Sofer, T. (Tamar), Sorensen, T. I. (Thorkild I. A.), Spector, T. D. (Tim D.), Stanton, A. (Alice), Steves, C. J. (Claire J.), Stumvoll, M. (Michael), Sun, L. (Liang), Tabara, Y. (Yasuharu), Tai, E. S. (E. Shyong), Timpson, N. J. (Nicholas J.), Tonjes, A. (Anke), Tuomilehto, J. (Jaakko), Tusie, T. (Teresa), Uusitupa, M. (Matti), van der Harst, P. (Pim), van Duijn, C. (Cornelia), Vitart, V. (Veronique), Vollenweider, P. (Peter), Vrijkotte, T. G. (Tanja G. M.), Wagenknecht, L. E. (Lynne E.), Walker, M. (Mark), Wang, Y. X. (Ya X.), Wareham, N. J. (Nick J.), Watanabe, R. M. (Richard M.), Watkins, H. (Hugh), Wei, W. B. (Wen B.), Wickremasinghe, A. R. (Ananda R.), Willemsen, G. (Gonneke), Wilson, J. F. (James F.), Wong, T.-Y. (Tien-Yin), Wu, J.-Y. (Jer-Yuarn), Xiang, A. H. (Anny H.), Yanek, L. R. (Lisa R.), Yengo, L. (Loic), Yokota, M. (Mitsuhiro), Zeggini, E. (Eleftheria), Zheng, W. (Wei), Zonderman, A. B. (Alan B.), Rotter, J. I. (Jerome I.), Gloyn, A. L. (Anna L.), McCarthy, M. I. (Mark I.), Dupuis, J. (Josee), Meigs, J. B. (James B.), Scott, R. A. (Robert A.), Prokopenko, I. (Inga), Leong, A. (Aaron), Liu, C.-T. (Ching-Ti), Parker, S. C. (Stephen C. J.), Mohlke, K. L. (Karen L.), Langenberg, C. (Claudia), Wheeler, E. (Eleanor), Morris, A. P. (Andrew P.), Barroso, I. (Ines), Chen, J. (Ji), Spracklen, C. N. (Cassandra N.), Marenne, G. (Gaelle), Varshney, A. (Arushi), Corbin, L. J. (Laura J.), Luan, J. (Jian'an), Willems, S. M. (Sara M.), Wu, Y. (Ying), Zhang, X. (Xiaoshuai), Horikoshi, M. (Momoko), Boutin, T. S. (Thibaud S.), Magi, R. (Reedik), Waage, J. (Johannes), Li-Gao, R. (Ruifang), Chan, K. H. (Kei Hang Katie), Yao, J. (Jie), Anasanti, M. D. (Mila D.), Chu, A. Y. (Audrey Y.), Claringbould, A. (Annique), Heikkinen, J. (Jani), Hong, J. (Jaeyoung), Hottenga, J.-J. (Jouke-Jan), Huo, S. (Shaofeng), Kaakinen, M. A. (Marika A.), Louie, T. (Tin), Maerz, W. (Winfried), Moreno-Macias, H. (Hortensia), Ndungu, A. (Anne), Nelson, S. C. (Sarah C.), Nolte, I. M. (Ilja M.), North, K. E. (Kari E.), Raulerson, C. K. (Chelsea K.), Ray, D. (Debashree), Rohde, R. (Rebecca), Rybin, D. (Denis), Schurmann, C. (Claudia), Sim, X. (Xueling), Southam, L. (Lorraine), Stewart, I. D. (Isobel D.), Wang, C. A. (Carol A.), Wang, Y. (Yujie), Wu, P. (Peitao), Zhang, W. (Weihua), Ahluwalia, T. S. (Tarunveer S.), Appel, E. V. (Emil V. R.), Bielak, L. F. (Lawrence F.), Brody, J. A. (Jennifer A.), Burtt, N. P. (Noel P.), Cabrera, C. P. (Claudia P.), Cade, B. E. (Brian E.), Chai, J. F. (Jin Fang), Chai, X. (Xiaoran), Chang, L.-C. (Li-Ching), Chen, C.-H. (Chien-Hsiun), Chen, B. H. (Brian H.), Chitrala, K. N. (Kumaraswamy Naidu), Chiu, Y.-F. (Yen-Feng), de Haan, H. G. (Hugoline G.), Delgado, G. E. (Graciela E.), Demirkan, A. (Ayse), Duan, Q. (Qing), Engmann, J. (Jorgen), Fatumo, S. A. (Segun A.), Gayan, J. (Javier), Giulianini, F. (Franco), Gong, J. H. (Jung Ho), Gustafsson, S. (Stefan), Hai, Y. (Yang), Hartwig, F. P. (Fernando P.), He, J. (Jing), Heianza, Y. (Yoriko), Huang, T. (Tao), Huerta-Chagoya, A. (Alicia), Hwang, M. Y. (Mi Yeong), Jensen, R. A. (Richard A.), Kawaguchi, T. (Takahisa), Kentistou, K. A. (Katherine A.), Kim, Y. J. (Young Jin), Kleber, M. E. (Marcus E.), Kooner, I. K. (Ishminder K.), Lai, S. (Shuiqing), Lange, L. A. (Leslie A.), Langefeld, C. D. (Carl D.), Lauzon, M. (Marie), Li, M. (Man), Ligthart, S. (Symen), Liu, J. (Jun), Loh, M. (Marie), Long, J. (Jirong), Lyssenko, V. (Valeriya), Mangino, M. (Massimo), Marzi, C. (Carola), Montasser, M. E. (May E.), Nag, A. (Abhishek), Nakatochi, M. (Masahiro), Noce, D. (Damia), Noordam, R. (Raymond), Pistis, G. (Giorgio), Preuss, M. (Michael), Raffield, L. (Laura), Rasmussen-Torvik, L. J. (Laura J.), Rich, S. S. (Stephen S.), Robertson, N. R. (Neil R.), Rueedi, R. (Rico), Ryan, K. (Kathleen), Sanna, S. (Serena), Saxena, R. (Richa), Schraut, K. E. (Katharina E.), Sennblad, B. (Bengt), Setoh, K. (Kazuya), Smith, A. V. (Albert V.), Sparso, T. (Thomas), Strawbridge, R. J. (Rona J.), Takeuchi, F. (Fumihiko), Tan, J. (Jingyi), Trompet, S. (Stella), van den Akker, E. (Erik), van der Most, P. J. (Peter J.), Verweij, N. (Niek), Vogel, M. (Mandy), Wang, H. (Heming), Wang, C. (Chaolong), Wang, N. (Nan), Warren, H. R. (Helen R.), Wen, W. (Wanqing), Wilsgaard, T. (Tom), Wong, A. (Andrew), Wood, A. R. (Andrew R.), Xie, T. (Tian), Zafarmand, M. H. (Mohammad Hadi), Zhao, J.-H. (Jing-Hua), Zhao, W. (Wei), Amin, N. (Najaf), Arzumanyan, Z. (Zorayr), Astrup, A. (Arne), Bakker, S. J. (Stephan J. L.), Baldassarre, D. (Damiano), Beekman, M. (Marian), Bergman, R. N. (Richard N.), Bertoni, A. (Alain), Blueher, M. (Matthias), Bonnycastle, L. L. (Lori L.), Bornstein, S. R. (Stefan R.), Bowden, D. W. (Donald W.), Cai, Q. (Qiuyin), Campbell, A. (Archie), Campbell, H. (Harry), Chang, Y. C. (Yi Cheng), de Geus, E. J. (Eco J. C.), Dehghan, A. (Abbas), Du, S. (Shufa), Eiriksdottir, G. (Gudny), Farmaki, A. E. (Aliki Eleni), Franberg, M. (Mattias), Fuchsberger, C. (Christian), Gao, Y. (Yutang), Gjesing, A. P. (Anette P.), Goel, A. (Anuj), Han, S. (Sohee), Hartman, C. A. (Catharina A.), Herder, C. (Christian), Hicks, A. A. (Andrew A.), Hsieh, C.-H. (Chang-Hsun), Hsueh, W. A. (Willa A.), Ichihara, S. (Sahoko), Igase, M. (Michiya), Ikram, M. A. (M. Arfan), Johnson, W. C. (W. Craig), Jorgensen, M. E. (Marit E.), Joshi, P. K. (Peter K.), Kalyani, R. R. (Rita R.), Kandeel, F. R. (Fouad R.), Katsuya, T. (Tomohiro), Khor, C. C. (Chiea Chuen), Kiess, W. (Wieland), Kolcic, I. (Ivana), Kuulasmaa, T. (Teemu), Kuusisto, J. (Johanna), Lall, K. (Kristi), Lam, K. (Kelvin), Lawlor, D. A. (Deborah A.), Lee, N. R. (Nanette R.), Lemaitre, R. N. (Rozenn N.), Li, H. (Honglan), Lin, S.-Y. (Shih-Yi), Lindstrom, J. (Jaana), Linneberg, A. (Allan), Liu, J. (Jianjun), Lorenzo, C. (Carlos), Matsubara, T. (Tatsuaki), Matsuda, F. (Fumihiko), Mingrone, G. (Geltrude), Mooijaart, S. (Simon), Moon, S. (Sanghoon), Nabika, T. (Toru), Nadkarni, G. N. (Girish N.), Nadler, J. L. (Jerry L.), Nelis, M. (Mari), Neville, M. J. (Matt J.), Norris, J. M. (Jill M.), Ohyagi, Y. (Yasumasa), Peters, A. (Annette), Peyser, P. A. (Patricia A.), Polasek, O. (Ozren), Qi, Q. (Qibin), Raven, D. (Dennis), Reilly, D. F. (Dermot F.), Reiner, A. (Alex), Rivideneira, F. (Fernando), Roll, K. (Kathryn), Rudan, I. (Igor), Sabanayagam, C. (Charumathi), Sandow, K. (Kevin), Sattar, N. (Naveed), Schuermann, A. (Annette), Shi, J. (Jinxiu), Stringham, H. M. (Heather M.), Taylor, K. D. (Kent D.), Teslovich, T. M. (Tanya M.), Thuesen, B. (Betina), Timmers, P. R. (Paul R. H. J.), Tremoli, E. (Elena), Tsai, M. Y. (Michael Y.), Uitterlinden, A. (Andre), van Dam, R. M. (Rob M.), van Heemst, D. (Diana), van Hylckama Vlieg, A. (Astrid), van Vliet-Ostaptchouk, J. V. (Jana V.), Vangipurapu, J. (Jagadish), Vestergaard, H. (Henrik), Wang, T. (Tao), Willems van Dijk, K. (Ko), Zemunik, T. (Tatijana), Abecasis, G. R. (Goncalo R.), Adair, L. S. (Linda S.), Aguilar-Salinas, C. A. (Carlos Alberto), Alarcon-Riquelme, M. E. (Marta E.), An, P. (Ping), Aviles-Santa, L. (Larissa), Becker, D. M. (Diane M.), Beilin, L. J. (Lawrence J.), Bergmann, S. (Sven), Bisgaard, H. (Hans), Black, C. (Corri), Boehnke, M. (Michael), Boerwinkle, E. (Eric), Boehm, B. O. (Bernhard O.), Bonnelykke, K. (Klaus), Boomsma, D. I. (D. I.), Bottinger, E. P. (Erwin P.), Buchanan, T. A. (Thomas A.), Canouil, M. (Mickael), Caulfield, M. J. (Mark J.), Chambers, J. C. (John C.), Chasman, D. I. (Daniel I.), Chen, Y. I. (Yii-Der Ida), Cheng, C.-Y. (Ching-Yu), Collins, F. S. (Francis S.), Correa, A. (Adolfo), Cucca, F. (Francesco), de Silva, H. J. (H. Janaka), Dedoussis, G. (George), Elmstahl, S. (Solve), Evans, M. K. (Michele K.), Ferrannini, E. (Ele), Ferrucci, L. (Luigi), Florez, J. C. (Jose C.), Franks, P. W. (Paul W.), Frayling, T. M. (Timothy M.), Froguel, P. (Philippe), Gigante, B. (Bruna), Goodarzi, M. O. (Mark O.), Gordon-Larsen, P. (Penny), Grallert, H. (Harald), Grarup, N. (Niels), Grimsgaard, S. (Sameline), Groop, L. (Leif), Gudnason, V. (Vilmundur), Guo, X. (Xiuqing), Hamsten, A. (Anders), Hansen, T. (Torben), Hayward, C. (Caroline), Heckbert, S. R. (Susan R.), Horta, B. L. (Bernardo L.), Huang, W. (Wei), Ingelsson, E. (Erik), James, P. S. (Pankow S.), Järvelin, M.-R. (Marjo-Ritta), Jonas, J. B. (Jost B.), Jukema, J. W. (J. Wouter), Kaleebu, P. (Pontiano), Kaplan, R. (Robert), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Keinanen-Kiukaanniemi, S. M. (Sirkka M.), Kim, B.-J. (Bong-Jo), Kivimaki, M. (Mika), Koistinen, H. A. (Heikki A.), Kooner, J. S. (Jaspal S.), Koerner, A. (Antje), Kovacs, P. (Peter), Kuh, D. (Diana), Kumari, M. (Meena), Kutalik, Z. (Zoltan), Laakso, M. (Markku), Lakka, T. A. (Timo A.), Launer, L. J. (Lenore J.), Leander, K. (Karin), Li, H. (Huaixing), Lin, X. (Xu), Lind, L. (Lars), Lindgren, C. (Cecilia), Liu, S. (Simin), Loos, R. J. (Ruth J. F.), Magnusson, P. K. (Patrik K. E.), Mahajan, A. (Anubha), Metspalu, A. (Andres), Mook-Kanamori, D. O. (Dennis O.), Mori, T. A. (Trevor A.), Munroe, P. B. (Patricia B.), Njolstad, I. (Inger), O'Connell, J. R. (Jeffrey R.), Oldehinkel, A. J. (Albertine J.), Ong, K. K. (Ken K.), Padmanabhan, S. (Sandosh), Palmer, C. N. (Colin N. A.), Palmer, N. D. (Nicholette D.), Pedersen, O. (Oluf), Pennell, C. E. (Craig E.), Porteous, D. J. (David J.), Pramstaller, P. P. (Peter P.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Qi, L. (Lu), Raffel, L. J. (Leslie J.), Rauramaa, R. (Rainer), Redline, S. (Susan), Ridker, P. M. (Paul M.), Rosendaal, F. R. (Frits R.), Saaristo, T. E. (Timo E.), Sandhu, M. (Manjinder), Saramies, J. (Jouko), Schneiderman, N. (Neil), Schwarz, P. (Peter), Scott, L. J. (Laura J.), Selvin, E. (Elizabeth), Sever, P. (Peter), Shu, X.-o. (Xiao-ou), Slagboom, P. E. (P. Eline), Small, K. S. (Kerrin S.), Smith, B. H. (Blair H.), Snieder, H. (Harold), Sofer, T. (Tamar), Sorensen, T. I. (Thorkild I. A.), Spector, T. D. (Tim D.), Stanton, A. (Alice), Steves, C. J. (Claire J.), Stumvoll, M. (Michael), Sun, L. (Liang), Tabara, Y. (Yasuharu), Tai, E. S. (E. Shyong), Timpson, N. J. (Nicholas J.), Tonjes, A. (Anke), Tuomilehto, J. (Jaakko), Tusie, T. (Teresa), Uusitupa, M. (Matti), van der Harst, P. (Pim), van Duijn, C. (Cornelia), Vitart, V. (Veronique), Vollenweider, P. (Peter), Vrijkotte, T. G. (Tanja G. M.), Wagenknecht, L. E. (Lynne E.), Walker, M. (Mark), Wang, Y. X. (Ya X.), Wareham, N. J. (Nick J.), Watanabe, R. M. (Richard M.), Watkins, H. (Hugh), Wei, W. B. (Wen B.), Wickremasinghe, A. R. (Ananda R.), Willemsen, G. (Gonneke), Wilson, J. F. (James F.), Wong, T.-Y. (Tien-Yin), Wu, J.-Y. (Jer-Yuarn), Xiang, A. H. (Anny H.), Yanek, L. R. (Lisa R.), Yengo, L. (Loic), Yokota, M. (Mitsuhiro), Zeggini, E. (Eleftheria), Zheng, W. (Wei), Zonderman, A. B. (Alan B.), Rotter, J. I. (Jerome I.), Gloyn, A. L. (Anna L.), McCarthy, M. I. (Mark I.), Dupuis, J. (Josee), Meigs, J. B. (James B.), Scott, R. A. (Robert A.), Prokopenko, I. (Inga), Leong, A. (Aaron), Liu, C.-T. (Ching-Ti), Parker, S. C. (Stephen C. J.), Mohlke, K. L. (Karen L.), Langenberg, C. (Claudia), Wheeler, E. (Eleanor), Morris, A. P. (Andrew P.), and Barroso, I. (Ines)
- Abstract
Glycemic traits are used to diagnose and monitor type 2 diabetes and cardiometabolic health. To date, most genetic studies of glycemic traits have focused on individuals of European ancestry. Here we aggregated genome-wide association studies comprising up to 281,416 individuals without diabetes (30% non-European ancestry) for whom fasting glucose, 2-h glucose after an oral glucose challenge, glycated hemoglobin and fasting insulin data were available. Trans-ancestry and single-ancestry meta-analyses identified 242 loci (99 novel; P < 5 x 10-8), 80% of which had no significant evidence of between-ancestry heterogeneity. Analyses restricted to individuals of European ancestry with equivalent sample size would have led to 24 fewer new loci. Compared with single-ancestry analyses, equivalent-sized trans-ancestry fine-mapping reduced the number of estimated variants in 99% credible sets by a median of 37.5%. Genomic-feature, gene-expression and gene-set analyses revealed distinct biological signatures for each trait, highlighting different underlying biological pathways. Our results increase our understanding of diabetes pathophysiology by using trans-ancestry studies for improved power and resolution.
- Published
- 2021
4. The trans-ancestral genomic architecture of glycemic traits
- Author
-
Chen, J., Spracklen, C. N., Marenne, G., Varshney, A., Corbin, L. J., Luan, J., Willems, S. M., Wu, Y., Zhang, X., Horikoshi, M., Boutin, T. S., Magi, R., Waage, J., Li-Gao, R., Chan, K. H. K., Yao, J., Anasanti, M. D., Chu, A. Y., Claringbould, A., Heikkinen, J., Hong, J., Hottenga, J. -J., Huo, S., Kaakinen, M. A., Louie, T., Marz, W., Moreno-Macias, H., Ndungu, A., Nelson, S. C., Nolte, I. M., North, K. E., Raulerson, C. K., Ray, D., Rohde, R., Rybin, D., Schurmann, C., Sim, X., Southam, L., Stewart, I. D., Wang, C. A., Wang, Y., Wu, P., Zhang, W., Ahluwalia, T. S., Appel, E. V. R., Bielak, L. F., Brody, J. A., Burtt, N. P., Cabrera, C. P., Cade, B. E., Chai, J. F., Chai, X., Chang, L. -C., Chen, C. -H., Chen, B. H., Chitrala, K. N., Chiu, Y. -F., de Haan, H. G., Delgado, G. E., Demirkan, A., Duan, Q., Engmann, J., Fatumo, S. A., Gayan, J., Giulianini, F., Gong, J. H., Gustafsson, S., Hai, Y., Hartwig, F. P., He, J., Heianza, Y., Huang, T., Huerta-Chagoya, A., Hwang, M. Y., Jensen, R. A., Kawaguchi, T., Kentistou, K. A., Kim, Y. J., Kleber, M. E., Kooner, I. K., Lai, S., Lange, L. A., Langefeld, C. D., Lauzon, M., Li, M., Ligthart, S., Liu, J., Loh, M., Long, J., Lyssenko, V., Mangino, M., Marzi, C., Montasser, M. E., Nag, A., Nakatochi, M., Noce, D., Noordam, R., Pistis, G., Preuss, M., Raffield, L., Rasmussen-Torvik, L. J., Rich, S. S., Robertson, N. R., Rueedi, R., Ryan, K., Sanna, S., Saxena, R., Schraut, K. E., Sennblad, B., Setoh, K., Smith, A. V., Sparso, T., Strawbridge, R. J., Takeuchi, F., Tan, J., Trompet, S., van den Akker, E., van der Most, P. J., Verweij, N., Vogel, M., Wang, H., Wang, Chin Heng, Wang, N., Warren, H. R., Wen, W., Wilsgaard, T., Wong, A., Wood, A. R., Xie, T., Zafarmand, M. H., Zhao, J. -H., Zhao, W., Amin, N., Arzumanyan, Z., Astrup, A., Bakker, S. J. L., Baldassarre, D., Beekman, M., Bergman, R. N., Bertoni, Anna Marta Maria, Bluher, M., Bonnycastle, L. L., Bornstein, S. R., Bowden, D. W., Cai, Q., Campbell, A., Campbell, H., Chang, Y. C., de Geus, E. J. C., Dehghan, A., Du, S., Eiriksdottir, G., Farmaki, A. E., Franberg, M., Fuchsberger, C., Gao, Y., Gjesing, A. P., Goel, A., Han, S., Hartman, C. A., Herder, C., Hicks, A. A., Hsieh, C. -H., Hsueh, W. A., Ichihara, S., Igase, M., Ikram, M. A., Johnson, W. C., Jorgensen, M. E., Joshi, P. K., Kalyani, R. R., Kandeel, F. R., Katsuya, T., Khor, C. C., Kiess, W., Kolcic, I., Kuulasmaa, T., Kuusisto, J., Lall, K., Lam, K., Lawlor, D. A., Lee, N. R., Lemaitre, R. N., Li, H., Lin, S. -Y., Lindstrom, J., Linneberg, A., Lorenzo, C., Matsubara, T., Matsuda, F., Mingrone, Geltrude, Mooijaart, S., Moon, S., Nabika, T., Nadkarni, G. N., Nadler, J. L., Nelis, M., Neville, M. J., Norris, J. M., Ohyagi, Y., Peters, A., Peyser, P. A., Polasek, O., Qi, Q., Raven, D., Reilly, D. F., Reiner, A., Rivideneira, F., Roll, K., Rudan, I., Sabanayagam, C., Sandow, K., Sattar, N., Schurmann, A., Shi, J., Stringham, H. M., Taylor, K. D., Teslovich, T. M., Thuesen, B., Timmers, P. R. H. J., Tremoli, Elena, Tsai, M. Y., Uitterlinden, A., van Dam, R. M., van Heemst, D., van Hylckama Vlieg, A., van Vliet-Ostaptchouk, J. V., Vangipurapu, J., Vestergaard, H., Wang, T., Willems van Dijk, K., Zemunik, T., Abecasis, G. R., Adair, L. S., Aguilar-Salinas, C. A., Alarcon-Riquelme, M. E., An, P., Aviles-Santa, L., Becker, D. M., Beilin, L. J., Bergmann, S., Bisgaard, H., Black, C., Boehnke, M., Boerwinkle, E., Bohm, B. O., Bonnelykke, K., Boomsma, D. I., Bottinger, E. P., Buchanan, T. A., Canouil, M., Caulfield, M. J., Chambers, J. C., Chasman, D. I., Chen, Y. -D. I., Cheng, C. -Y., Collins, F. S., Correa, A., Cucca, F., de Silva, H. J., Dedoussis, G., Elmstahl, S., Evans, M. K., Ferrannini, E., Ferrucci, L., Florez, J. C., Franks, P. W., Frayling, T. M., Froguel, P., Gigante, B., Goodarzi, M. O., Gordon-Larsen, P., Grallert, H., Grarup, N., Grimsgaard, S., Groop, L., Gudnason, V., Guo, X., Hamsten, A., Hansen, T., Hayward, C., Heckbert, S. R., Horta, B. L., Huang, W., Ingelsson, E., James, P. S., Jarvelin, M. -R., Jonas, J. B., Jukema, J. W., Kaleebu, P., Kaplan, R., Kardia, S. L. R., Kato, N., Keinanen-Kiukaanniemi, S. M., Kim, B. -J., Kivimaki, M., Koistinen, H. A., Kooner, J. S., Korner, A., Kovacs, P., Kuh, D., Kumari, M., Kutalik, Z., Laakso, M., Lakka, T. A., Launer, L. J., Leander, K., Lin, X., Lind, L., Lindgren, C., Liu, S., Loos, R. J. F., Magnusson, P. K. E., Mahajan, A., Metspalu, A., Mook-Kanamori, D. O., Mori, T. A., Munroe, P. B., Njolstad, I., O'Connell, J. R., Oldehinkel, A. J., Ong, K. K., Padmanabhan, S., Palmer, C. N. A., Palmer, N. D., Pedersen, O., Pennell, C. E., Porteous, D. J., Pramstaller, P. P., Province, M. A., Psaty, B. M., Qi, L., Raffel, L. J., Rauramaa, R., Redline, S., Ridker, P. M., Rosendaal, F. R., Saaristo, T. E., Sandhu, M., Saramies, J., Schneiderman, N., Schwarz, P., Scott, L. J., Selvin, E., Sever, P., Shu, X. -O., Slagboom, P. E., Small, K. S., Smith, B. H., Snieder, H., Sofer, T., Sorensen, T. I. A., Spector, T. D., Stanton, A., Steves, C. J., Stumvoll, M., Sun, L., Tabara, Y., Tai, E. S., Timpson, N. J., Tonjes, A., Tuomilehto, J., Tusie, T., Uusitupa, M., van der Harst, P., van Duijn, C., Vitart, V., Vollenweider, P., Vrijkotte, T. G. M., Wagenknecht, L. E., Walker, M., Wang, Y. X., Wareham, N. J., Watanabe, R. M., Watkins, H., Wei, W. B., Wickremasinghe, A. R., Willemsen, G., Wilson, J. F., Wong, T. -Y., Wu, J. -Y., Xiang, A. H., Yanek, L. R., Yengo, L., Yokota, M., Zeggini, E., Zheng, W., Zonderman, A. B., Rotter, J. I., Gloyn, A. L., Mccarthy, M. I., Dupuis, J., Meigs, J. B., Scott, R. A., Prokopenko, I., Leong, A., Liu, C. -T., Parker, S. C. J., Mohlke, K. L., Langenberg, C., Wheeler, E., Morris, A. P., Barroso, I., van Willems van Dijk, K., Wang C., Bertoni A. (ORCID:0000-0001-7228-8718), Mingrone G. (ORCID:0000-0003-2021-528X), Tremoli E., Chen, J., Spracklen, C. N., Marenne, G., Varshney, A., Corbin, L. J., Luan, J., Willems, S. M., Wu, Y., Zhang, X., Horikoshi, M., Boutin, T. S., Magi, R., Waage, J., Li-Gao, R., Chan, K. H. K., Yao, J., Anasanti, M. D., Chu, A. Y., Claringbould, A., Heikkinen, J., Hong, J., Hottenga, J. -J., Huo, S., Kaakinen, M. A., Louie, T., Marz, W., Moreno-Macias, H., Ndungu, A., Nelson, S. C., Nolte, I. M., North, K. E., Raulerson, C. K., Ray, D., Rohde, R., Rybin, D., Schurmann, C., Sim, X., Southam, L., Stewart, I. D., Wang, C. A., Wang, Y., Wu, P., Zhang, W., Ahluwalia, T. S., Appel, E. V. R., Bielak, L. F., Brody, J. A., Burtt, N. P., Cabrera, C. P., Cade, B. E., Chai, J. F., Chai, X., Chang, L. -C., Chen, C. -H., Chen, B. H., Chitrala, K. N., Chiu, Y. -F., de Haan, H. G., Delgado, G. E., Demirkan, A., Duan, Q., Engmann, J., Fatumo, S. A., Gayan, J., Giulianini, F., Gong, J. H., Gustafsson, S., Hai, Y., Hartwig, F. P., He, J., Heianza, Y., Huang, T., Huerta-Chagoya, A., Hwang, M. Y., Jensen, R. A., Kawaguchi, T., Kentistou, K. A., Kim, Y. J., Kleber, M. E., Kooner, I. K., Lai, S., Lange, L. A., Langefeld, C. D., Lauzon, M., Li, M., Ligthart, S., Liu, J., Loh, M., Long, J., Lyssenko, V., Mangino, M., Marzi, C., Montasser, M. E., Nag, A., Nakatochi, M., Noce, D., Noordam, R., Pistis, G., Preuss, M., Raffield, L., Rasmussen-Torvik, L. J., Rich, S. S., Robertson, N. R., Rueedi, R., Ryan, K., Sanna, S., Saxena, R., Schraut, K. E., Sennblad, B., Setoh, K., Smith, A. V., Sparso, T., Strawbridge, R. J., Takeuchi, F., Tan, J., Trompet, S., van den Akker, E., van der Most, P. J., Verweij, N., Vogel, M., Wang, H., Wang, Chin Heng, Wang, N., Warren, H. R., Wen, W., Wilsgaard, T., Wong, A., Wood, A. R., Xie, T., Zafarmand, M. H., Zhao, J. -H., Zhao, W., Amin, N., Arzumanyan, Z., Astrup, A., Bakker, S. J. L., Baldassarre, D., Beekman, M., Bergman, R. N., Bertoni, Anna Marta Maria, Bluher, M., Bonnycastle, L. L., Bornstein, S. R., Bowden, D. W., Cai, Q., Campbell, A., Campbell, H., Chang, Y. C., de Geus, E. J. C., Dehghan, A., Du, S., Eiriksdottir, G., Farmaki, A. E., Franberg, M., Fuchsberger, C., Gao, Y., Gjesing, A. P., Goel, A., Han, S., Hartman, C. A., Herder, C., Hicks, A. A., Hsieh, C. -H., Hsueh, W. A., Ichihara, S., Igase, M., Ikram, M. A., Johnson, W. C., Jorgensen, M. E., Joshi, P. K., Kalyani, R. R., Kandeel, F. R., Katsuya, T., Khor, C. C., Kiess, W., Kolcic, I., Kuulasmaa, T., Kuusisto, J., Lall, K., Lam, K., Lawlor, D. A., Lee, N. R., Lemaitre, R. N., Li, H., Lin, S. -Y., Lindstrom, J., Linneberg, A., Lorenzo, C., Matsubara, T., Matsuda, F., Mingrone, Geltrude, Mooijaart, S., Moon, S., Nabika, T., Nadkarni, G. N., Nadler, J. L., Nelis, M., Neville, M. J., Norris, J. M., Ohyagi, Y., Peters, A., Peyser, P. A., Polasek, O., Qi, Q., Raven, D., Reilly, D. F., Reiner, A., Rivideneira, F., Roll, K., Rudan, I., Sabanayagam, C., Sandow, K., Sattar, N., Schurmann, A., Shi, J., Stringham, H. M., Taylor, K. D., Teslovich, T. M., Thuesen, B., Timmers, P. R. H. J., Tremoli, Elena, Tsai, M. Y., Uitterlinden, A., van Dam, R. M., van Heemst, D., van Hylckama Vlieg, A., van Vliet-Ostaptchouk, J. V., Vangipurapu, J., Vestergaard, H., Wang, T., Willems van Dijk, K., Zemunik, T., Abecasis, G. R., Adair, L. S., Aguilar-Salinas, C. A., Alarcon-Riquelme, M. E., An, P., Aviles-Santa, L., Becker, D. M., Beilin, L. J., Bergmann, S., Bisgaard, H., Black, C., Boehnke, M., Boerwinkle, E., Bohm, B. O., Bonnelykke, K., Boomsma, D. I., Bottinger, E. P., Buchanan, T. A., Canouil, M., Caulfield, M. J., Chambers, J. C., Chasman, D. I., Chen, Y. -D. I., Cheng, C. -Y., Collins, F. S., Correa, A., Cucca, F., de Silva, H. J., Dedoussis, G., Elmstahl, S., Evans, M. K., Ferrannini, E., Ferrucci, L., Florez, J. C., Franks, P. W., Frayling, T. M., Froguel, P., Gigante, B., Goodarzi, M. O., Gordon-Larsen, P., Grallert, H., Grarup, N., Grimsgaard, S., Groop, L., Gudnason, V., Guo, X., Hamsten, A., Hansen, T., Hayward, C., Heckbert, S. R., Horta, B. L., Huang, W., Ingelsson, E., James, P. S., Jarvelin, M. -R., Jonas, J. B., Jukema, J. W., Kaleebu, P., Kaplan, R., Kardia, S. L. R., Kato, N., Keinanen-Kiukaanniemi, S. M., Kim, B. -J., Kivimaki, M., Koistinen, H. A., Kooner, J. S., Korner, A., Kovacs, P., Kuh, D., Kumari, M., Kutalik, Z., Laakso, M., Lakka, T. A., Launer, L. J., Leander, K., Lin, X., Lind, L., Lindgren, C., Liu, S., Loos, R. J. F., Magnusson, P. K. E., Mahajan, A., Metspalu, A., Mook-Kanamori, D. O., Mori, T. A., Munroe, P. B., Njolstad, I., O'Connell, J. R., Oldehinkel, A. J., Ong, K. K., Padmanabhan, S., Palmer, C. N. A., Palmer, N. D., Pedersen, O., Pennell, C. E., Porteous, D. J., Pramstaller, P. P., Province, M. A., Psaty, B. M., Qi, L., Raffel, L. J., Rauramaa, R., Redline, S., Ridker, P. M., Rosendaal, F. R., Saaristo, T. E., Sandhu, M., Saramies, J., Schneiderman, N., Schwarz, P., Scott, L. J., Selvin, E., Sever, P., Shu, X. -O., Slagboom, P. E., Small, K. S., Smith, B. H., Snieder, H., Sofer, T., Sorensen, T. I. A., Spector, T. D., Stanton, A., Steves, C. J., Stumvoll, M., Sun, L., Tabara, Y., Tai, E. S., Timpson, N. J., Tonjes, A., Tuomilehto, J., Tusie, T., Uusitupa, M., van der Harst, P., van Duijn, C., Vitart, V., Vollenweider, P., Vrijkotte, T. G. M., Wagenknecht, L. E., Walker, M., Wang, Y. X., Wareham, N. J., Watanabe, R. M., Watkins, H., Wei, W. B., Wickremasinghe, A. R., Willemsen, G., Wilson, J. F., Wong, T. -Y., Wu, J. -Y., Xiang, A. H., Yanek, L. R., Yengo, L., Yokota, M., Zeggini, E., Zheng, W., Zonderman, A. B., Rotter, J. I., Gloyn, A. L., Mccarthy, M. I., Dupuis, J., Meigs, J. B., Scott, R. A., Prokopenko, I., Leong, A., Liu, C. -T., Parker, S. C. J., Mohlke, K. L., Langenberg, C., Wheeler, E., Morris, A. P., Barroso, I., van Willems van Dijk, K., Wang C., Bertoni A. (ORCID:0000-0001-7228-8718), Mingrone G. (ORCID:0000-0003-2021-528X), and Tremoli E.
- Abstract
Glycemic traits are used to diagnose and monitor type 2 diabetes and cardiometabolic health. To date, most genetic studies of glycemic traits have focused on individuals of European ancestry. Here we aggregated genome-wide association studies comprising up to 281,416 individuals without diabetes (30% non-European ancestry) for whom fasting glucose, 2-h glucose after an oral glucose challenge, glycated hemoglobin and fasting insulin data were available. Trans-ancestry and single-ancestry meta-analyses identified 242 loci (99 novel; P < 5 × 10−8), 80% of which had no significant evidence of between-ancestry heterogeneity. Analyses restricted to individuals of European ancestry with equivalent sample size would have led to 24 fewer new loci. Compared with single-ancestry analyses, equivalent-sized trans-ancestry fine-mapping reduced the number of estimated variants in 99% credible sets by a median of 37.5%. Genomic-feature, gene-expression and gene-set analyses revealed distinct biological signatures for each trait, highlighting different underlying biological pathways. Our results increase our understanding of diabetes pathophysiology by using trans-ancestry studies for improved power and resolution.
- Published
- 2021
5. New genetic signals for lung function highlight pathways and chronic obstructive pulmonary disease associations across multiple ancestries
- Author
-
Shrine, N. (Nick), Guyatt, A. L. (Anna L.), Erzurumluoglu, A. M. (A. Mesut), Jackson, V. E. (Victoria E.), Hobbs, B. D. (Brian D.), Melbourne, C. A. (Carl A.), Batini, C. (Chiara), Fawcett, K. A. (Katherine A.), Song, K. (Kijoung), Sakornsakolpat, P. (Phuwanat), Li, X. (Xingnan), Boxall, R. (Ruth), Reeve, N. F. (Nicola F.), Obeidat, M. (Ma'en), Zhao, J. H. (Jing Hua), Wielscher, M. (Matthias), Weiss, S. (Stefan), Kentistou, K. A. (Katherine A.), Cook, J. P. (James P.), Sun, B. B. (Benjamin B.), Zhou, J. (Jian), Hui, J. (Jennie), Karrasch, S. (Stefan), Imboden, M. (Medea), Harris, S. E. (Sarah E.), Marten, J. (Jonathan), Enroth, S. (Stefan), Kerr, S. M. (Shona M.), Surakka, I. (Ida), Vitart, V. (Veronique), Lehtimäki, T. (Terho), Allen, R. J. (Richard J.), Bakke, P. S. (Per S.), Beaty, T. H. (Terri H.), Bleecker, E. R. (Eugene R.), Bosse, Y. (Yohan), Brandsma, C.-A. (Corry-Anke), Chen, Z. (Zhengming), Crapo, J. D. (James D.), Danesh, J. (John), DeMeo, D. L. (Dawn L.), Dudbridge, F. (Frank), Ewert, R. (Ralf), Gieger, C. (Christian), Gulsvik, A. (Amund), Hansell, A. L. (Anna L.), Hao, K. (Ke), Hoffman, J. D. (Joshua D.), Hokanson, J. E. (John E.), Homuth, G. (Georg), Joshi, P. K. (Peter K.), Joubert, P. (Philippe), Langenberg, C. (Claudia), Li, X. (Xuan), Li, L. (Liming), Lin, K. (Kuang), Lind, L. (Lars), Locantore, N. (Nicholas), Luan, J. (Jian'an), Mahajan, A. (Anubha), Maranville, J. C. (Joseph C.), Murray, A. (Alison), Nickle, D. C. (David C.), Packer, R. (Richard), Parker, M. M. (Margaret M.), Paynton, M. L. (Megan L.), Porteous, D. J. (David J.), Prokopenko, D. (Dmitry), Qiao, D. (Dandi), Rawal, R. (Rajesh), Runz, H. (Heiko), Sayers, I. (Ian), Sin, D. D. (Don D.), Smith, B. H. (Blair H.), Artigas, M. S. (Maria Soler), Sparrow, D. (David), Tal-Singer, R. (Ruth), Timmers, P. R. (Paul R. H. J.), Van den Berge, M. (Maarten), Whittaker, J. C. (John C.), Woodruff, P. G. (Prescott G.), Verges-Armstrong, L. M. (Laura M.), Troyanskaya, O. G. (Olga G.), Raitakari, O. T. (Olli T.), Kähönen, M. (Mika), Polasek, O. (Ozren), Gyllensten, U. (Ulf), Rudan, I. (Igor), Deary, I. J. (Ian J.), Probst-Hensch, N. M. (Nicole M.), Schulz, H. (Holger), James, A. L. (Alan L.), Wilson, J. F. (James F.), Stubbe, B. (Beate), Zeggini, E. (Eleftheria), Järvelin, M.-R. (Marjo-Riitta), Wareham, N. (Nick), Silverman, E. K. (Edwin K.), Hayward, C. (Caroline), Morris, A. P. (Andrew P.), Butterworth, A. S. (Adam S.), Scott, R. A. (Robert A.), Walters, R. G. (Robin G.), Meyers, D. A. (Deborah A.), Cho, M. H. (Michael H.), Strachan, D. P. (David P.), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), Wain, L. V. (Louise, V), Shrine, N. (Nick), Guyatt, A. L. (Anna L.), Erzurumluoglu, A. M. (A. Mesut), Jackson, V. E. (Victoria E.), Hobbs, B. D. (Brian D.), Melbourne, C. A. (Carl A.), Batini, C. (Chiara), Fawcett, K. A. (Katherine A.), Song, K. (Kijoung), Sakornsakolpat, P. (Phuwanat), Li, X. (Xingnan), Boxall, R. (Ruth), Reeve, N. F. (Nicola F.), Obeidat, M. (Ma'en), Zhao, J. H. (Jing Hua), Wielscher, M. (Matthias), Weiss, S. (Stefan), Kentistou, K. A. (Katherine A.), Cook, J. P. (James P.), Sun, B. B. (Benjamin B.), Zhou, J. (Jian), Hui, J. (Jennie), Karrasch, S. (Stefan), Imboden, M. (Medea), Harris, S. E. (Sarah E.), Marten, J. (Jonathan), Enroth, S. (Stefan), Kerr, S. M. (Shona M.), Surakka, I. (Ida), Vitart, V. (Veronique), Lehtimäki, T. (Terho), Allen, R. J. (Richard J.), Bakke, P. S. (Per S.), Beaty, T. H. (Terri H.), Bleecker, E. R. (Eugene R.), Bosse, Y. (Yohan), Brandsma, C.-A. (Corry-Anke), Chen, Z. (Zhengming), Crapo, J. D. (James D.), Danesh, J. (John), DeMeo, D. L. (Dawn L.), Dudbridge, F. (Frank), Ewert, R. (Ralf), Gieger, C. (Christian), Gulsvik, A. (Amund), Hansell, A. L. (Anna L.), Hao, K. (Ke), Hoffman, J. D. (Joshua D.), Hokanson, J. E. (John E.), Homuth, G. (Georg), Joshi, P. K. (Peter K.), Joubert, P. (Philippe), Langenberg, C. (Claudia), Li, X. (Xuan), Li, L. (Liming), Lin, K. (Kuang), Lind, L. (Lars), Locantore, N. (Nicholas), Luan, J. (Jian'an), Mahajan, A. (Anubha), Maranville, J. C. (Joseph C.), Murray, A. (Alison), Nickle, D. C. (David C.), Packer, R. (Richard), Parker, M. M. (Margaret M.), Paynton, M. L. (Megan L.), Porteous, D. J. (David J.), Prokopenko, D. (Dmitry), Qiao, D. (Dandi), Rawal, R. (Rajesh), Runz, H. (Heiko), Sayers, I. (Ian), Sin, D. D. (Don D.), Smith, B. H. (Blair H.), Artigas, M. S. (Maria Soler), Sparrow, D. (David), Tal-Singer, R. (Ruth), Timmers, P. R. (Paul R. H. J.), Van den Berge, M. (Maarten), Whittaker, J. C. (John C.), Woodruff, P. G. (Prescott G.), Verges-Armstrong, L. M. (Laura M.), Troyanskaya, O. G. (Olga G.), Raitakari, O. T. (Olli T.), Kähönen, M. (Mika), Polasek, O. (Ozren), Gyllensten, U. (Ulf), Rudan, I. (Igor), Deary, I. J. (Ian J.), Probst-Hensch, N. M. (Nicole M.), Schulz, H. (Holger), James, A. L. (Alan L.), Wilson, J. F. (James F.), Stubbe, B. (Beate), Zeggini, E. (Eleftheria), Järvelin, M.-R. (Marjo-Riitta), Wareham, N. (Nick), Silverman, E. K. (Edwin K.), Hayward, C. (Caroline), Morris, A. P. (Andrew P.), Butterworth, A. S. (Adam S.), Scott, R. A. (Robert A.), Walters, R. G. (Robin G.), Meyers, D. A. (Deborah A.), Cho, M. H. (Michael H.), Strachan, D. P. (David P.), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), and Wain, L. V. (Louise, V)
- Abstract
Reduced lung function predicts mortality and is key to the diagnosis of chronic obstructive pulmonary disease (COPD). In a genome-wide association study in 400,102 individuals of European ancestry, we define 279 lung function signals, 139 of which are new. In combination, these variants strongly predict COPD in independent populations. Furthermore, the combined effect of these variants showed generalizability across smokers and never smokers, and across ancestral groups. We highlight biological pathways, known and potential drug targets for COPD and, in phenome-wide association studies, autoimmune-related and other pleiotropic effects of lung function–associated variants. This new genetic evidence has potential to improve future preventive and therapeutic strategies for COPD.
- Published
- 2019
6. Large-scale exome sequence analysis identifies sex- and age-specific determinants of obesity
- Author
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Kaisinger, L, Kentistou, K, Stankovic, S, Gardner, E, Day, F, Zhao, Y, Mörseburg, A, Carnie, C, Zagnoli-Vieira, G, Puddu, F, Jackson, S, O'Rahilly, S, Farooqi, S, Dearden, L, Pantaleão, L, Ozanne, S, Ong, K, Perry, John, Perry, John [0000-0001-6483-3771], and Apollo - University of Cambridge Repository
- Abstract
Obesity contributes substantially to the global burden of disease and has a significant heritable component. Recent large-scale exome sequencing studies identified several genes in which rare, protein-coding, variants have large effects on adult body mass index (BMI). Here we extend such work by performing sex-stratified associations in the UK Biobank study (N~420,000). We identify genes in which rare heterozygous loss-of-function increases adult BMI in women-only (DIDO1, PTPRG and SLC12A5) and in men (SLTM), with effect sizes up to ~8 kg/m2. This is complemented by analyses implicating rare variants in OBSCN and MADD for recalled childhood adiposity. The known functions of these genes, as well as findings of common variant genome-wide pathway enrichment analyses, suggest a role for neuron death, apoptosis and DNA damage response mechanisms in the susceptibility to obesity across the life-course. These findings highlight the importance of considering sex-specific and life-course effects in the genetic regulation of obesity.
7. The power of genetic diversity in genome-wide association studies of lipids
- Author
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Graham, Sarah E, Clarke, Shoa L, Wu, Kuan-Han H, Kanoni, Stavroula, Zajac, Greg JM, Ramdas, Shweta, Surakka, Ida, Ntalla, Ioanna, Vedantam, Sailaja, Winkler, Thomas W, Locke, Adam E, Marouli, Eirini, Hwang, Mi Yeong, Han, Sohee, Narita, Akira, Choudhury, Ananyo, Bentley, Amy R, Ekoru, Kenneth, Verma, Anurag, Trivedi, Bhavi, Martin, Hilary C, Hunt, Karen A, Hui, Qin, Klarin, Derek, Zhu, Xiang, Thorleifsson, Gudmar, Helgadottir, Anna, Gudbjartsson, Daniel F, Holm, Hilma, Olafsson, Isleifur, Akiyama, Masato, Sakaue, Saori, Terao, Chikashi, Kanai, Masahiro, Zhou, Wei, Brumpton, Ben M, Rasheed, Humaira, Ruotsalainen, Sanni E, Havulinna, Aki S, Veturi, Yogasudha, Feng, QiPing, Rosenthal, Elisabeth A, Lingren, Todd, Pacheco, Jennifer Allen, Pendergrass, Sarah A, Haessler, Jeffrey, Giulianini, Franco, Bradford, Yuki, Miller, Jason E, Campbell, Archie, Lin, Kuang, Millwood, Iona Y, Hindy, George, Rasheed, Asif, Faul, Jessica D, Zhao, Wei, Weir, David R, Turman, Constance, Huang, Hongyan, Graff, Mariaelisa, Mahajan, Anubha, Brown, Michael R, Zhang, Weihua, Yu, Ketian, Schmidt, Ellen M, Pandit, Anita, Gustafsson, Stefan, Yin, Xianyong, Luan, Jian’an, Zhao, Jing-Hua, Matsuda, Fumihiko, Jang, Hye-Mi, Yoon, Kyungheon, Medina-Gomez, Carolina, Pitsillides, Achilleas, Hottenga, Jouke Jan, Willemsen, Gonneke, Wood, Andrew R, Ji, Yingji, Gao, Zishan, Haworth, Simon, Mitchell, Ruth E, Chai, Jin Fang, Aadahl, Mette, Yao, Jie, Manichaikul, Ani, Warren, Helen R, Ramirez, Julia, Bork-Jensen, Jette, Kårhus, Line L, Goel, Anuj, Sabater-Lleal, Maria, Noordam, Raymond, Sidore, Carlo, Fiorillo, Edoardo, McDaid, Aaron F, Marques-Vidal, Pedro, Wielscher, Matthias, Trompet, Stella, Sattar, Naveed, Møllehave, Line T, Thuesen, Betina H, Munz, Matthias, Zeng, Lingyao, Huang, Jianfeng, Yang, Bin, Poveda, Alaitz, Kurbasic, Azra, Lamina, Claudia, Forer, Lukas, Scholz, Markus, Galesloot, Tessel E., Bradfield, Jonathan P., Daw, E Warwick, Zmuda, Joseph M, Mitchell, Jonathan S, Fuchsberger, Christian, Christensen, Henry, Brody, Jennifer A, Feitosa, Mary F, Wojczynski, Mary K, Preuss, Michael, Mangino, Massimo, Christofidou, Paraskevi, Verweij, Niek, Benjamins, Jan W, Engmann, Jorgen, Kember, Rachel L, Slieker, Roderick C, Lo, Ken Sin, Zilhao, Nuno R, Le, Phuong, Kleber, Marcus E, Delgado, Graciela E, Huo, Shaofeng, Ikeda, Daisuke D, Iha, Hiroyuki, Yang, Jian, Liu, Jun, Leonard, Hampton L, Marten, Jonathan, Schmidt, Börge, Arendt, Marina, Smyth, Laura J, Cañadas-Garre, Marisa, Wang, Chaolong, Nakatochi, Masahiro, Wong, Andrew, Hutri-Kähönen, Nina, Sim, Xueling, Xia, Rui, Huerta-Chagoya, Alicia, Fernandez-Lopez, Juan Carlos, Lyssenko, Valeriya, Ahmed, Meraj, Jackson, Anne U, Irvin, Marguerite R, Oldmeadow, Christopher, Kim, Han-Na, Ryu, Seungho, Timmers, Paul RHJ, Arbeeva, Liubov, Dorajoo, Rajkumar, Lange, Leslie A, Chai, Xiaoran, Prasad, Gauri, Lorés-Motta, Laura, Pauper, Marc, Long, Jirong, Li, Xiaohui, Theusch, Elizabeth, Takeuchi, Fumihiko, Spracklen, Cassandra N, Loukola, Anu, Bollepalli, Sailalitha, Warner, Sophie C, Wang, Ya Xing, Wei, Wen B., Nutile, Teresa, Ruggiero, Daniela, Sung, Yun Ju, Hung, Yi-Jen, Chen, Shufeng, Liu, Fangchao, Yang, Jingyun, Kentistou, Katherine A, Gorski, Mathias, Brumat, Marco, Meidtner, Karina, Bielak, Lawrence F, Smith, Jennifer A, Hebbar, Prashantha, Farmaki, Aliki-Eleni, Hofer, Edith, Lin, Maoxuan, Xue, Chao, Zhang, Jifeng, Concas, Maria Pina, Vaccargiu, Simona, van der Most, Peter J, Pitkänen, Niina, Cade, Brian E, Lee, Jiwon, van der Laan, Sander W., Chitrala, Kumaraswamy Naidu, Weiss, Stefan, Zimmermann, Martina E, Lee, Jong Young, Choi, Hyeok Sun, Nethander, Maria, Freitag-Wolf, Sandra, Southam, Lorraine, Rayner, Nigel W, Wang, Carol A, Lin, Shih-Yi, Wang, Jun-Sing, Couture, Christian, Lyytikäinen, Leo-Pekka, Nikus, Kjell, Cuellar-Partida, Gabriel, Vestergaard, Henrik, Hildalgo, Bertha, Giannakopoulou, Olga, Cai, Qiuyin, Obura, Morgan O, van Setten, Jessica, Li, Xiaoyin, Schwander, Karen, Terzikhan, Natalie, Shin, Jae Hun, Jackson, Rebecca D, Reiner, Alexander P, Martin, Lisa Warsinger, Chen, Zhengming, Li, Liming, Highland, Heather M, Young, Kristin L, Kawaguchi, Takahisa, Thiery, Joachim, Bis, Joshua C, Nadkarni, Girish N., Launer, Lenore J, Li, Huaixing, Nalls, Mike A, Raitakari, Olli T, Ichihara, Sahoko, Wild, Sarah H, Nelson, Christopher P, Campbell, Harry, Jäger, Susanne, Nabika, Toru, Al-Mulla, Fahd, Niinikoski, Harri, Braund, Peter S, Kolcic, Ivana, Kovacs, Peter, Giardoglou, Tota, Katsuya, Tomohiro, Bhatti, Konain Fatima, de Kleijn, Dominique, de Borst, Gert J., Kim, Eung Kweon, Adams, Hieab H.H., Ikram, M. Arfan, Zhu, Xiaofeng, Asselbergs, Folkert W, Kraaijeveld, Adriaan O, Beulens, Joline WJ, Shu, Xiao-Ou, Rallidis, Loukianos S, Pedersen, Oluf, Hansen, Torben, Mitchell, Paul, Hewitt, Alex W, Kähönen, Mika, Pérusse, Louis, Bouchard, Claude, Tönjes, Anke, Chen, Yii-Der Ida, Pennell, Craig E, Mori, Trevor A, Lieb, Wolfgang, Franke, Andre, Ohlsson, Claes, Mellström, Dan, Cho, Yoon Shin, Lee, Hyejin, Yuan, Jian-Min, Koh, Woon-Puay, Rhee, Sang Youl, Woo, Jeong-Taek, Heid, Iris M, Stark, Klaus J, Völzke, Henry, Homuth, Georg, Evans, Michele K, Zonderman, Alan B, Polasek, Ozren, Pasterkamp, Gerard, Hoefer, Imo E, Redline, Susan, Pahkala, Katja, Oldehinkel, Albertine J, Snieder, Harold, Biino, Ginevra, Schmidt, Reinhold, Schmidt, Helena, Chen, Y Eugene, Bandinelli, Stefania, Dedoussis, George, Thanaraj, Thangavel Alphonse, Kardia, Sharon LR, Kato, Norihiro, Schulze, Matthias B, Girotto, Giorgia, Jung, Bettina, Böger, Carsten A, Joshi, Peter K, Bennett, David A, De Jager, Philip L, Lu, Xiangfeng, Mamakou, Vasiliki, Brown, Morris, Caulfield, Mark J, Munroe, Patricia B, Guo, Xiuqing, Ciullo, Marina, Jonas, Jost B., Samani, Nilesh J, Chasman, Daniel I., Kaprio, Jaakko, Pajukanta, Päivi, Tusié-Luna, Teresa, Aguilar-Salinas, Carlos A, Adair, Linda S, Bechayda, Sonny Augustin, de Silva, H. Janaka, Wickremasinghe, Ananda R, Krauss, Ronald M, Wu, Jer-Yuarn, Zheng, Wei, den Hollander, Anneke I, Bharadwaj, Dwaipayan, Correa, Adolfo, Wilson, James G, Lind, Lars, Heng, Chew-Kiat, Nelson, Amanda E, Golightly, Yvonne M, Wilson, James F, Penninx, Brenda, Kim, Hyung-Lae, Attia, John, Scott, Rodney J, Rao, D C, Arnett, Donna K, Walker, Mark, Koistinen, Heikki A, Chandak, Giriraj R, Yajnik, Chittaranjan S, Mercader, Josep M, Tusie-Luna, Teresa, Aguilar-Salinas, Carlos, Villalpando, Clicerio Gonzalez, Orozco, Lorena, Fornage, Myriam, Tai, E Shyong, van Dam, Rob M, Lehtimäki, Terho, Chaturvedi, Nish, Yokota, Mitsuhiro, Liu, Jianjun, Reilly, Dermot F, McKnight, Amy Jayne, Kee, Frank, Jöckel, Karl-Heinz, McCarthy, Mark I, Palmer, Colin NA, Vitart, Veronique, Hayward, Caroline, Simonsick, Eleanor, van Duijn, Cornelia M, Lu, Fan, Qu, Jia, Hishigaki, Haretsugu, Lin, Xu, März, Winfried, Parra, Esteban J, Cruz, Miguel, Gudnason, Vilmundur, Tardif, Jean-Claude, Lettre, Guillaume, Hart, Leen M t, Elders, Petra JM, Rader, Daniel J, Damrauer, Scott M, Kumari, Meena, Kivimaki, Mika, van der Harst, Pim, Spector, Tim D, Loos, Ruth J.F., Province, Michael A, Psaty, Bruce M, Brandslund, Ivan, Pramstaller, Peter P, Christensen, Kaare, Ripatti, Samuli, Widén, Elisabeth, Hakonarson, Hakon, Grant, Struan F.A., Kiemeney, Lambertus ALM, de Graaf, Jacqueline, Loeffler, Markus, Kronenberg, Florian, Gu, Dongfeng, Erdmann, Jeanette, Schunkert, Heribert, Franks, Paul W, Linneberg, Allan, Jukema, J. Wouter, Khera, Amit V, Männikkö, Minna, Jarvelin, Marjo-Riitta, Kutalik, Zoltan, Cucca, Francesco, Mook-Kanamori, Dennis O, van Dijk, Ko Willems, Watkins, Hugh, Strachan, David P, Grarup, Niels, Sever, Peter, Poulter, Neil, Rotter, Jerome I, Dantoft, Thomas M, Karpe, Fredrik, Neville, Matt J, Timpson, Nicholas J, Cheng, Ching-Yu, Wong, Tien-Yin, Khor, Chiea Chuen, Sabanayagam, Charumathi, Peters, Annette, Gieger, Christian, Hattersley, Andrew T, Pedersen, Nancy L, Magnusson, Patrik KE, Boomsma, Dorret I, de Geus, Eco JC, Cupples, L Adrienne, van Meurs, Joyce B.J., Ghanbari, Mohsen, Gordon-Larsen, Penny, Huang, Wei, Kim, Young Jin, Tabara, Yasuharu, Wareham, Nicholas J, Langenberg, Claudia, Zeggini, Eleftheria, Kuusisto, Johanna, Laakso, Markku, Ingelsson, Erik, Abecasis, Goncalo, Chambers, John C, Kooner, Jaspal S, de Vries, Paul S, Morrison, Alanna C, North, Kari E., Daviglus, Martha, Kraft, Peter, Martin, Nicholas G, Whitfield, John B, Abbas, Shahid, Saleheen, Danish, Walters, Robin G, Holmes, Michael V, Black, Corri, Smith, Blair H, Justice, Anne E, Baras, Aris, Buring, Julie E, Ridker, Paul M, Chasman, Daniel I, Kooperberg, Charles, Wei, Wei-Qi, Jarvik, Gail P, Namjou, Bahram, Hayes, M. Geoffrey, Ritchie, Marylyn D, Jousilahti, Pekka, Salomaa, Veikko, Hveem, Kristian, Åsvold, Bjørn Olav, Kubo, Michiaki, Kamatani, Yoichiro, Okada, Yukinori, Murakami, Yoshinori, Thorsteinsdottir, Unnur, Stefansson, Kari, Ho, Yuk-Lam, Lynch, Julie A, Rader, Daniel, Tsao, Phil S, Chang, Kyong-Mi, Cho, Kelly, O’Donnell, Christopher J, Gaziano, John M, Wilson, Peter, Rotimi, Charles N, Hazelhurst, Scott, Ramsay, Michèle, Trembath, Richard C, van Heel, David A, Tamiya, Gen, Yamamoto, Masayuki, Kim, Bong-Jo, Mohlke, Karen L, Frayling, Timothy M, Hirschhorn, Joel N, Kathiresan, Sekar, Boehnke, Michael, Natarajan, Pradeep, Peloso, Gina M, Brown, Christopher D, Morris, Andrew P, Assimes, Themistocles L, Deloukas, Panos, Sun, Yan V, Willer, Cristen J, VA Million Veteran Program, Global Lipids Genetics Consortium, Internal Medicine, Epidemiology, Radiology & Nuclear Medicine, Graham, S. E., Clarke, S. L., Wu, K. -H. H., Kanoni, S., Zajac, G. J. M., Ramdas, S., Surakka, I., Ntalla, I., Vedantam, S., Winkler, T. W., Locke, A. E., Marouli, E., Hwang, M. Y., Han, S., Narita, A., Choudhury, A., Bentley, A. R., Ekoru, K., Verma, A., Trivedi, B., Martin, H. C., Hunt, K. A., Hui, Q., Klarin, D., Zhu, X., Thorleifsson, G., Helgadottir, A., Gudbjartsson, D. F., Holm, H., Olafsson, I., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W., Brumpton, B. M., Rasheed, H., Ruotsalainen, S. E., Havulinna, A. S., Veturi, Y., Feng, Q. P., Rosenthal, E. A., Lingren, T., Pacheco, J. A., Pendergrass, S. A., Haessler, J., Giulianini, F., Bradford, Y., Miller, J. E., Campbell, A., Lin, K., Millwood, I. Y., Hindy, G., Rasheed, A., Faul, J. D., Zhao, W., Weir, D. R., Turman, C., Huang, H., Graff, M., Mahajan, A., Brown, M. R., Zhang, W., Yu, K., Schmidt, E. M., Pandit, A., Gustafsson, S., Yin, X., Luan, J., Zhao, J. -H., Matsuda, F., Jang, H. -M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J. J., Willemsen, G., Wood, A. R., Ji, Y., Gao, Z., Haworth, S., Mitchell, R. E., Chai, J. F., Aadahl, M., Yao, J., Manichaikul, A., Warren, H. R., Ramirez, J., Bork-Jensen, J., Karhus, L. L., Goel, A., Sabater-Lleal, M., Noordam, R., Sidore, C., Fiorillo, E., Mcdaid, A. F., Marques-Vidal, P., Wielscher, M., Trompet, S., Sattar, N., Mollehave, L. T., Thuesen, B. H., Munz, M., Zeng, L., Huang, J., Yang, B., Poveda, A., Kurbasic, A., Lamina, C., Forer, L., Scholz, M., Galesloot, T. E., Bradfield, J. P., Daw, E. W., Zmuda, J. M., Mitchell, J. S., Fuchsberger, C., Christensen, H., Brody, J. A., Feitosa, M. F., Wojczynski, M. K., Preuss, M., Mangino, M., Christofidou, P., Verweij, N., Benjamins, J. W., Engmann, J., Kember, R. L., Slieker, R. C., Lo, K. S., Zilhao, N. R., Le, P., Kleber, M. E., Delgado, G. E., Huo, S., Ikeda, D. D., Iha, H., Yang, J., Liu, J., Leonard, H. L., Marten, J., Schmidt, B., Arendt, M., Smyth, L. J., Canadas-Garre, M., Wang, C., Nakatochi, M., Wong, A., Hutri-Kahonen, N., Sim, X., Xia, R., Huerta-Chagoya, A., Fernandez-Lopez, J. C., Lyssenko, V., Ahmed, M., Jackson, A. U., Irvin, M. R., Oldmeadow, C., Kim, H. -N., Ryu, S., Timmers, P. R. H. J., Arbeeva, L., Dorajoo, R., Lange, L. A., Chai, X., Prasad, G., Lores-Motta, L., Pauper, M., Long, J., Li, X., Theusch, E., Takeuchi, F., Spracklen, C. N., Loukola, A., Bollepalli, S., Warner, S. C., Wang, Y. X., Wei, W. B., Nutile, T., Ruggiero, D., Sung, Y. J., Hung, Y. -J., Chen, S., Liu, F., Kentistou, K. A., Gorski, M., Brumat, M., Meidtner, K., Bielak, L. F., Smith, J. A., Hebbar, P., Farmaki, A. -E., Hofer, E., Lin, M., Xue, C., Zhang, J., Concas, M. P., Vaccargiu, S., van der Most, P. J., Pitkanen, N., Cade, B. E., Lee, J., van der Laan, S. W., Chitrala, K. N., Weiss, S., Zimmermann, M. E., Lee, J. Y., Choi, H. S., Nethander, M., Freitag-Wolf, S., Southam, L., Rayner, N. W., Wang, C. A., Lin, S. -Y., Wang, J. -S., Couture, C., Lyytikainen, L. -P., Nikus, K., Cuellar-Partida, G., Vestergaard, H., Hildalgo, B., Giannakopoulou, O., Cai, Q., Obura, M. O., van Setten, J., Schwander, K., Terzikhan, N., Shin, J. H., Jackson, R. D., Reiner, A. P., Martin, L. W., Chen, Z., Li, L., Highland, H. M., Young, K. L., Kawaguchi, T., Thiery, J., Bis, J. C., Nadkarni, G. N., Launer, L. J., Li, H., Nalls, M. A., Raitakari, O. T., Ichihara, S., Wild, S. H., Nelson, C. P., Campbell, H., Jager, S., Nabika, T., Al-Mulla, F., Niinikoski, H., Braund, P. S., Kolcic, I., Kovacs, P., Giardoglou, T., Katsuya, T., Bhatti, K. F., de Kleijn, D., de Borst, G. J., Kim, E. K., Adams, H. H. H., Ikram, M. A., Asselbergs, F. W., Kraaijeveld, A. O., Beulens, J. W. J., Shu, X. -O., Rallidis, L. S., Pedersen, O., Hansen, T., Mitchell, P., Hewitt, A. W., Kahonen, M., Perusse, L., Bouchard, C., Tonjes, A., Chen, Y. -D. I., Pennell, C. E., Mori, T. A., Lieb, W., Franke, A., Ohlsson, C., Mellstrom, D., Cho, Y. S., Lee, H., Yuan, J. -M., Koh, W. -P., Rhee, S. Y., Woo, J. -T., Heid, I. M., Stark, K. J., Volzke, H., Homuth, G., Evans, M. K., Zonderman, A. B., Polasek, O., Pasterkamp, G., Hoefer, I. E., Redline, S., Pahkala, K., Oldehinkel, A. J., Snieder, H., Biino, G., Schmidt, R., Schmidt, H., Chen, Y. E., Bandinelli, S., Dedoussis, G., Thanaraj, T. A., Kardia, S. L. R., Kato, N., Schulze, M. B., Girotto, G., Jung, B., Boger, C. A., Joshi, P. K., Bennett, D. A., De Jager, P. L., Lu, X., Mamakou, V., Brown, M., Caulfield, M. J., Munroe, P. B., Guo, X., Ciullo, M., Jonas, J. B., Samani, N. J., Kaprio, J., Pajukanta, P., Adair, L. S., Bechayda, S. A., de Silva, H. J., Wickremasinghe, A. R., Krauss, R. M., Wu, J. -Y., Zheng, W., den Hollander, A. I., Bharadwaj, D., Correa, A., Wilson, J. G., Lind, L., Heng, C. -K., Nelson, A. E., Golightly, Y. M., Wilson, J. F., Penninx, B., Kim, H. -L., Attia, J., Scott, R. J., Rao, D. C., Arnett, D. K., Walker, M., Koistinen, H. A., Chandak, G. R., Yajnik, C. S., Mercader, J. M., Tusie-Luna, T., Aguilar-Salinas, C. A., Villalpando, C. G., Orozco, L., Fornage, M., Tai, E. S., van Dam, R. M., Lehtimaki, T., Chaturvedi, N., Yokota, M., Reilly, D. F., Mcknight, A. J., Kee, F., Jockel, K. -H., Mccarthy, M. I., Palmer, C. N. A., Vitart, V., Hayward, C., Simonsick, E., van Duijn, C. M., Lu, F., Qu, J., Hishigaki, H., Lin, X., Marz, W., Parra, E. J., Cruz, M., Gudnason, V., Tardif, J. -C., Lettre, G., 't Hart, L. M., Elders, P. J. M., Damrauer, S. M., Kumari, M., Kivimaki, M., van der Harst, P., Spector, T. D., Loos, R. J. F., Province, M. A., Psaty, B. M., Brandslund, I., Pramstaller, P. P., Christensen, K., Ripatti, S., Widen, E., Hakonarson, H., Grant, S. F. A., Kiemeney, L. A. L. M., de Graaf, J., Loeffler, M., Kronenberg, F., Gu, D., Erdmann, J., Schunkert, H., Franks, P. W., Linneberg, A., Jukema, J. W., Khera, A. V., Mannikko, M., Jarvelin, M. -R., Kutalik, Z., Cucca, F., Mook-Kanamori, D. O., van Dijk, K. W., Watkins, H., Strachan, D. P., Grarup, N., Sever, P., Poulter, N., Rotter, J. I., Dantoft, T. M., Karpe, F., Neville, M. J., Timpson, N. J., Cheng, C. -Y., Wong, T. -Y., Khor, C. C., Sabanayagam, C., Peters, A., Gieger, C., Hattersley, A. T., Pedersen, N. L., Magnusson, P. K. E., Boomsma, D. I., de Geus, E. J. C., Cupples, L. A., van Meurs, J. B. J., Ghanbari, M., Gordon-Larsen, P., Huang, W., Kim, Y. J., Tabara, Y., Wareham, N. J., Langenberg, C., Zeggini, E., Kuusisto, J., Laakso, M., Ingelsson, E., Abecasis, G., Chambers, J. C., Kooner, J. S., de Vries, P. S., Morrison, A. C., North, K. E., Daviglus, M., Kraft, P., Martin, N. G., Whitfield, J. B., Abbas, S., Saleheen, D., Walters, R. G., Holmes, M. V., Black, C., Smith, B. H., Justice, A. E., Baras, A., Buring, J. E., Ridker, P. M., Chasman, D. I., Kooperberg, C., Wei, W. -Q., Jarvik, G. P., Namjou, B., Hayes, M. G., Ritchie, M. D., Jousilahti, P., Salomaa, V., Hveem, K., Asvold, B. O., Kubo, M., Kamatani, Y., Okada, Y., Murakami, Y., Thorsteinsdottir, U., Stefansson, K., Ho, Y. -L., Lynch, J. A., Rader, D. J., Tsao, P. S., Chang, K. -M., Cho, K., O'Donnell, C. J., Gaziano, J. M., Wilson, P., Rotimi, C. N., Hazelhurst, S., Ramsay, M., Trembath, R. C., van Heel, D. A., Tamiya, G., Yamamoto, M., Kim, B. -J., Mohlke, K. L., Frayling, T. M., Hirschhorn, J. N., Kathiresan, S., Boehnke, M., Natarajan, P., Peloso, G. M., Brown, C. D., Morris, A. P., Assimes, T. L., Deloukas, P., Sun, Y. V., Willer, C. J., Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Cardiovascular Centre (CVC), Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, APH - Mental Health, APH - Methodology, AMS - Ageing & Vitality, and AMS - Sports
- Subjects
blood lipid level ,Multifactorial Inheritance ,GWAS ,blood lipid levels ,cardiovascular disease ,Vascular damage Radboud Institute for Health Sciences [Radboudumc 16] ,Medizin ,LOCI ,ANCESTRY ,VARIANTS ,Polymorphism, Single Nucleotide ,Linkage Disequilibrium ,Sensory disorders Donders Center for Medical Neuroscience [Radboudumc 12] ,Article ,Population Groups ,SDG 3 - Good Health and Well-being ,Humans ,Genetic Predisposition to Disease ,METAANALYSIS ,POLYMORPHISMS ,RISK ,Multidisciplinary ,Cardiovascular Diseases ,Genome-Wide Association Study ,Cardiovascular Diseases/genetics ,Genetic Predisposition to Disease/genetics ,Genome-Wide Association Study/methods ,Polymorphism, Single Nucleotide/genetics ,CHOLESTEROL ,Human Genetics ,INDIVIDUALS ,Urological cancers Radboud Institute for Health Sciences [Radboudumc 15] ,DISCOVERY ,LOW-FREQUENCY ,Delivery of Health Care - Abstract
Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use 1 . Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels 2 , heart disease remains the leading cause of death worldwide 3 . Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS 4-23 have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns 24 . Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine 25 , we anticipate that increased diversity of participants will lead to more accurate and equitable 26 application of polygenic scores in clinical practice.
- Published
- 2021
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