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1. Chromosome Xq23 is associated with lower atherogenic lipid concentrations and favorable cardiometabolic indices

Author

Natarajan, P. (Pradeep), Pampana, A. (Akhil), Graham, S. E. (Sarah E.), Ruotsalainen, S. E. (Sanni E.), Perry, J. A. (James A.), de Vries, P. S. (Paul S.), Broome, J. G. (Jai G.), Pirruccello, J. P. (James P.), Honigbere, M. C. (Michael C.), Aragam, K. (Krishna), Wolford, B. (Brooke), Brody, J. A. (Jennifer A.), Antonacci-Fulton, L. (Lucinda), Arden, M. (Moscati), Aslibekyan, S. (Stella), Assimes, T. L. (Themistocles L.), Ballantyne, C. M. (Christie M.), Bielak, L. F. (Lawrence F.), Bisl, J. C. (Joshua C.), Cade, B. E. (Brian E.), Do, R. (Ron), Doddapaneni, H. (Harsha), Emery, L. S. (Leslie S.), Hung, Y.-J. (Yi-Jen), Irvin, M. R. (Marguerite R.), Khan, A. T. (Alyna T.), Lange, L. (Leslie), Lee, J. (Jiwon), Lemaitre, R. N. (Rozenn N.), Martin, L. W. (Lisa W.), Metcalf, G. (Ginger), Montasser, M. E. (May E.), Moon, J.-Y. (Jee-Young), Muzny, D. (Donna), Connell, J. R. (Jeffrey R. O.), Palmer, N. D. (Nicholette D.), Peralta, J. M. (Juan M.), Peyser, P. A. (Patricia A.), Stilp, A. M. (Adrienne M.), Tsai, M. (Michael), Wang, F. F. (Fei Fei), Weeks, D. E. (Daniel E.), Yanek, L. R. (Lisa R.), Wilson, J. G. (James G.), Abecasis, G. (Goncalo), Arnett, D. K. (Donna K.), Becker, L. C. (Lewis C.), Blangercy, J. (John), Boerwinkle, E. (Eric), Bowden, D. W. (Donald W.), Chang, Y.-C. (Yi-Cheng), Chen, Y. I. (Yii-Der, I), Choi, W. J. (Won Jung), Correa, A. (Adolfo), Curran, J. E. (Joanne E.), Daly, M. J. (Mark J.), DutcherE, S. K. (Susan K.), Ellinor, P. T. (Patrick T.), Fornage, M. (Myriam), Freedman, B. I. (Barry, I), Gabriel, S. (Stacey), Germer, S. (Soren), Gibbs, R. A. (Richard A.), He, J. (Jiang), Hveem, K. (Kristian), Jarvik, G. P. (Gail P.), Kaplan, R. C. (Robert C.), Kardia, S. L. (Sharon L. R.), Kennyn, E. (Eimear), Kim, R. W. (Ryan W.), Kooperberg, C. (Charles), Laurie, C. C. (Cathy C.), Lee, S. (Seonwook), Lloyd-Jones, D. M. (Don M.), Loos, R. J. (Ruth J. F.), Lubitz, S. A. (Steven A.), Mathias, R. A. (Rasika A.), Martinez, K. A. (Karine A. Viaud), McGarvey, S. T. (Stephen T.), Mitche, B. D. (Braxton D.), Nickerson, D. A. (Deborah A.), North, K. E. (Kari E.), Palotie, A. (Aarno), Park, C. J. (Cheol Joo), Psat, B. M. (Bruce M. Y.), Rao, D. C. (D. C.), Redline, S. (Susan), Reiner, A. P. (Alexander P.), Seo, D. (Daekwan), Seo, J.-S. (Jeong-Sun), Smith, A. V. (Albert, V), Tracy, R. P. (Russell P.), Kathiresan, S. (Sekar), Cupples, L. A. (L. Adrienne), Rotten, J. I. (Jerome, I), Morrison, A. C. (Alanna C.), Rich, S. S. (Stephen S.), Ripatti, S. (Samuli), Wilier, C. (Cristen), Peloso, G. M. (Gina M.), Vasan, R. S. (Ramachandran S.), Abe, N. (Namiko), Albert, C. (Christine), Almasy, L. (Laura), Alonso, A. (Alvaro), Ament, S. (Seth), Anderson, P. (Peter), Applebaum-Bowden, D. (Deborah), Arking, D. (Dan), Ashley-Koch, A. (Allison), Auer, P. (Paul), Avramopoulos, D. (Dimitrios), Barnard, J. (John), Barnes, K. (Kathleen), Barr, R. G. (R. Graham), Barron-Casella, E. (Emily), Beaty, T. (Terri), Becker, D. (Diane), Beer, R. (Rebecca), Begum, F. (Ferdouse), Beitelshees, A. (Amber), Benjamin, E. (Emelia), Bezerra, M. (Marcos), Bielak, L. (Larry), Blackwel, T. (Thomas), Bowler, R. (Russell), Broecke, U. (Ulrich), Bunting, K. (Karen), Burchard, E. (Esteban), Buth, E. (Erin), Cardwel, J. (Jonathan), Carty, C. (Cara), Casaburi, R. (Richard), Casella, J. (James), Chaffin, M. (Mark), Chang, C. (Christy), Chasman, D. (Daniel), Chavan, S. (Sameer), Chen, B.-J. (Bo-Juen), Chen, W.-M. (Wei-Min), Chol, M. (Michael), Choi, S. H. (Seung Hoan), Chuang, L.-M. (Lee-Ming), Chung, M. (Mina), Conomos, M. P. (Matthew P.), Cornell, E. (Elaine), Crapo, J. (James), Curtis, J. (Jeffrey), Custer, B. (Brian), Damcott, C. (Coleen), Darbar, D. (Dawood), Das, S. (Sayantan), David, S. (Sean), Davis, C. (Colleen), Daya, M. (Michelle), de Andrade, M. (Mariza), DeBaunuo, M. (Michael), Duan, Q. (Qing), Devine, R. D. (Ranjan Deka Dawn DeMeo Scott), Duggirala, Q. R. (Qing Ravi), Durda, J. P. (Jon Peter), Dutcher, S. (Susan), Eaton, C. (Charles), Ekunwe, L. (Lynette), Farber, C. (Charles), Farnaml, L. (Leanna), Fingerlin, T. (Tasha), Flickinger, M. (Matthew), Franceschini, N. (Nora), Fu, M. (Mao), Fullerton, S. M. (Stephanie M.), Fulton, L. (Lucinda), Gan, W. (Weiniu), Gao, Y. (Yan), Gass, M. (Margery), Ge, B. (Bruce), Geng, X. P. (Xiaoqi Priscilla), Gignoux, C. (Chris), Gladwin, M. (Mark), Glahn, D. (David), Gogarten, S. (Stephanie), Gong, D.-W. (Da-Wei), Goring, H. (Harald), Gu, C. C. (C. Charles), Guan, Y. (Yue), Guo, X. (Xiuqing), Haessler, J. (Jeff), Hall, M. (Michael), Harris, D. (Daniel), Hawle, N. Y. (Nicola Y.), Heavner, B. (Ben), Heckbert, S. (Susan), Hernandez, R. (Ryan), Herrington, D. (David), Hersh, C. (Craig), Hidalgo, B. (Bertha), Hixson, J. (James), Hokanson, J. (John), Hong, E. (Elliott), Hoth, K. (Karin), Hsiung, C. A. (Chao Agnes), Huston, H. (Haley), Hwu, C. M. (Chii Min), Jackson, R. (Rebecca), Jain, D. (Deepti), Jaquish, C. (Cashell), Jhun, M. A. (Min A.), Johnsen, J. (Jill), Johnson, A. (Andrew), Johnson, C. (Craig), Johnston, R. (Rich), Jones, K. (Kimberly), Kang, H. M. (Hyun Min), Kaufman, L. (Laura), Kell, S. Y. (Shannon Y.), Kessler, M. (Michael), Kinney, G. (Greg), Konkle, B. (Barbara), Kramer, H. (Holly), Krauter, S. (Stephanie), Lange, C. (Christoph), Lange, E. (Ethan), Laurie, C. (Cecelia), LeBoff, M. (Meryl), Lee, S. S. (Seunggeun Shawn), Lee, W.-J. (Wen-Jane), LeFaive, J. (Jonathon), Levine, D. (David), Levy, D. (Dan), Lewis, J. (Joshua), Li, Y. (Yun), Lin, H. (Honghuang), Lin, K. H. (Keng Han), Lin, X. (Xihong), Liu, S. (Simin), Liu, Y. (Yongmei), Lunetta, K. (Kathryn), Luo, J. (James), Mahaney, M. (Michael), Make, B. (Barry), Manichaikul, A. (Ani), Mansonl, J. (JoAnn), Margolin, L. (Lauren), Mathai, S. (Susan), McArdle, P. (Patrick), Mcdonald, M.-L. (Merry-Lynn), McFarland, S. (Sean), McHugh, C. (Caitlin), Mei, H. (Hao), Meyers, D. A. (Deborah A.), Mikulla, J. (Julie), Min, N. (Nancy), Minear, M. (Mollie), Minster, R. L. (Ryan L.), Musani, S. (Solomon), Mwasongwe, S. (Stanford), Mychaleckyj, J. C. (Josyf C.), Nadkarni, G. (Girish), Naik, R. (Rakhi), Naseri, T. (Take), Nekhai, S. (Sergei), Nelson, S. C. (Sarah C.), Nickerson, D. (Deborah), Connell, J. O. (Jeff O.), Connor, T. O. (Tim O.), Ochs-Balcom, H. (Heather), Pankow, J. (James), Papanicolaou, G. (George), Parkerl, M. (Margaret), Parsa, A. (Afshin), Penchey, S. (Sara), Perez, M. (Marco), Peters, U. (Ulrike), Phillips, L. S. (Lawrence S.), Phillips, S. (Sam), Pollin, T. (Toni), Post, W. (Wendy), Becker, J. P. (Julia Powers), Boorgula, M. P. (Meher Preethi), Preuss, M. (Michael), Prokopenko, D. (Dmitry), Qasba, P. (Pankaj), Qiao, D. (Dandi), Rafaels, N. (Nicholas), Raffield, L. (Laura), Rasmussen-Torvik, L. (Laura), Ratan, A. (Aakrosh), Reed, R. (Robert), Reganl, E. (Elizabeth), Reupena, M. S. (Muagututi Sefuiva), Rice, K. (Ken), Roden, D. (Dan), Roselli, C. (Carolina), Ruczinski, I. (Ingo), Russel, P. (Pamela), Ruuska, S. (Sarah), Ryan, K. (Kathleen), Sabino, E. C. (Ester Cerdeira), Sakornsakolpatl, P. (Phuwanat), Salzberg, S. (Steven), Sandow, K. (Kevin), Sankaran, V. G. (Vijay G.), Scheller, C. (Christopher), Schmidt, E. (Ellen), Schwander, K. (Karen), Schwartz, D. (David), Sciurba, F. (Frank), Seidman, C. (Christine), Seidman, J. (Jonathan), Sheehan, V. (Vivien), Shetty, A. (Amol), Shetty, A. (Aniket), Sheu, W. H. (Wayne Hui-Heng), Shoemaker, M. B. (M. Benjamin), Silver, B. (Brian), Silvermanl, E. (Edwin), Smith, J. (Jennifer), Smith, J. (Josh), Smith, N. (Nicholas), Smith, T. (Tanja), Smoller, S. (Sylvia), Snively, B. (Beverly), Soferlm, T. (Tamar), Streeten, E. (Elizabeth), Su, J. L. (Jessica Lasky), Sung, Y. J. (Yun Ju), Sylvia, J. (Jody), Sztalryd, C. (Carole), Taliun, D. (Daniel), Tang, H. (Hua), Taub, M. (Margaret), Taylor, K. D. (Kent D.), Taylor, S. (Simeon), Telen, M. (Marilyn), Thornton, T. A. (Timothy A.), Tinker, L. (Lesley), Tirschwel, D. (David), Tiwari, H. (Hemant), Vaidya, D. (Dhananjay), VandeHaar, P. (Peter), Vrieze, S. (Scott), Walker, T. (Tarik), Wallace, R. (Robert), Waits, A. (Avram), Wan, E. (Emily), Wang, H. (Heming), Watson, K. (Karol), Weir, B. (Bruce), Weiss, S. (Scott), Weng, L.-C. (Lu-Chen), Williams, K. (Kayleen), Williams, L. K. (L. Keoki), Wilson, C. (Carla), Wong, Q. (Quenna), Xu, H. (Huichun), Yang, I. (Ivana), Yang, R. (Rongze), Zaghlou, N. (Norann), Zekavat, M. (Maryam), Zhang, Y. (Yingze), Zhao, S. X. (Snow Xueyan), Zhao, W. (Wei), Zni, D. (Degui), Zhou, X. (Xiang), Zhu, X. (Xiaofeng), Zody, M. (Michael), Zoellner, S. (Sebastian), Daly, M. (Mark), Jacob, H. (Howard), Matakidou, A. (Athena), Runz, H. (Heiko), John, S. (Sally), Plenge, R. (Robert), McCarthy, M. (Mark), Hunkapiller, J. (Julie), Ehm, M. (Meg), Waterworth, D. (Dawn), Fox, C. (Caroline), Malarstig, A. (Anders), Klinger, K. (Kathy), Call, K. (Kathy), Mkel, T. (Tomi), Kaprio, J. (Jaakko), Virolainen, P. (Petri), Pulkki, K. (Kari), Kilpi, T. (Terhi), Perola, M. (Markus), Partanen, J. (Jukka), Pitkranta, A. (Anne), Kaarteenaho, R. (Riitta), Vainio, S. (Seppo), Savinainen, K. (Kimmo), Kosma, V.-M. (Veli-Matti), Kujala, U. (Urho), Tuovila, O. (Outi), Hendolin, M. (Minna), Pakkanen, R. (Raimo), Waring, J. (Jeff), Riley-Gillis, B. (Bridget), Liu, J. (Jimmy), Biswas, S. (Shameek), Diogo, D. (Dorothee), Marshall, C. (Catherine), Hu, X. (Xinli), Gossel, M. (Matthias), Schleutker, J. (Johanna), Arvas, M. (Mikko), Hinttala, R. (Reetta), Kettunen, J. (Johannes), Laaksonen, R. (Reijo), Mannermaa, A. (Arto), Paloneva, J. (Juha), Soininen, H. (Hilkka), Julkunen, V. (Valtteri), Remes, A. (Anne), Klviinen, R. (Reetta), Hiltunen, M. (Mikko), Peltola, J. (Jukka), Tienari, P. (Pentti), Rinne, J. (Juha), Ziemann, A. (Adam), Waring, J. (Jeffrey), Esmaeeli, S. (Sahar), Smaoui, N. (Nizar), Lehtonen, A. (Anne), Eaton, S. (Susan), Landenper, S. (Sanni), Michon, J. (John), Kerchner, G. (Geoff), Bowers, N. (Natalie), Teng, E. (Edmond), Eicher, J. (John), Mehta, V. (Vinay), Gormle, P. Y. (Padhraig Y.), Linden, K. (Kari), Whelan, C. (Christopher), Xu, F. (Fanli), Pulford, D. (David), Frkkil, M. (Martti), Pikkarainen, S. (Sampsa), Jussila, A. (Airi), Blomster, T. (Timo), Kiviniemi, M. (Mikko), Voutilainen, M. (Markku), Georgantas, B. (Bob), Heap, G. (Graham), Rahimov, F. (Fedik), Usiskin, K. (Keith), Maranville, J. (Joseph), Lu, T. (Tim), Oh, D. (Danny), Kalpala, K. (Kirsi), Miller, M. (Melissa), McCarthy, L. (Linda), Eklund, K. (Kari), Palomki, A. (Antti), Isomki, P. (Pia), Piri, L. (Laura), Kaipiainen-Seppnen, O. (Oili), Lertratanaku, A. (Apinya), Bing, D. C. (David Close Marla Hochfeld Nan), Gordillo, J. E. (Jorge Esparza), Mars, N. (Nina), Laitinen, T. (Tarja), Pelkonen, M. (Margit), Kauppi, P. (Paula), Kankaanranta, H. (Hannu), Harju, T. (Terttu), Greenberg, S. (Steven), Chen, H. (Hubert), Betts, J. (Jo), Ghosh, S. (Soumitra), Salomaa, V. (Veikko), Niiranen, T. (Teemu), Juonala, M. (Markus), Metsrinne, K. (Kaj), Khnen, M. (Mika), Junttila, J. (Juhani), Laakso, M. (Markku), Pihlajamki, J. (Jussi), Sinisalo, J. (Juha), Taskinen, M.-R. (Marja-Riitta), Tuomi, T. (Tiinamaija), Laukkanen, J. (Jari), Challis, B. (Ben), Peterson, A. (Andrew), Chu, A. (Audrey), Parkkinen, J. (Jaakko), Muslin, A. (Anthony), Joensuu, H. (Heikki), Meretoja, T. (Tuomo), Aaltonen, L. (Lauri), Auranen, A. (Annika), Karihtala, P. (Peeter), Kauppila, S. (Saila), Auvinen, P. (Pivi), Elenius, K. (Klaus), Popovic, R. (Relja), Schutzman, J. (Jennifer), Loboda, A. (Andrey), Chhibber, A. (Aparna), Lehtonen, H. (Heli), McDonough, S. (Stefan), Crohns, M. (Marika), Kulkarni, D. (Diptee), Kaarniranta, K. (Kai), Turunen, J. (Joni), Ollila, T. (Terhi), Seitsonen, S. (Sanna), Uusitalo, H. (Hannu), Aaltonen, V. (Vesa), Uusitalo-Jrvinen, H. (Hannele), Luodonp, M. (Marja), Hautala, N. (Nina), Strauss, E. (Erich), Chen, H. (Hao), Podgornaia, A. (Anna), Hoffman, J. (Joshua), Tasanen, K. (Kaisa), Huilaja, L. (Laura), Hannula-Jouppi, K. (Katariina), Salmi, T. (Teea), Peltonen, S. (Sirkku), Koulu, L. (Leena), Harvima, I. (Ilkka), Wu, Y. (Ying), Choy, D. (David), Jalanko, A. (Anu), Kajanne, R. (Risto), Lyhs, U. (Ulrike), Kaunisto, M. (Mari), Davis, J. W. (Justin Wade), Quarless, D. (Danjuma), Petrovski, S. (Slav), Chen, C.-Y. (Chia-Yen), Bronson, P. (Paola), Yang, R. (Robert), Chang, D. (Diana), Bhangale, T. (Tushar), Holzinger, E. (Emily), Wang, X. (Xulong), Chen, X. (Xing), Auro, K. (Kirsi), Wang, C. (Clarence), Xu, E. (Ethan), Auge, F. (Franck), Chatelain, C. (Clement), Kurki, M. (Mitja), Karjalainen, J. (Juha), Havulinna, A. (Aki), Palin, K. (Kimmo), Palta, P. (Priit), Parolo, P. D. (Pietro Della Briotta), Zhou, W. (Wei), Lemmel, S. (Susanna), Rivas, M. (Manuel), Harju, J. (Jarmo), Lehisto, A. (Arto), Ganna, A. (Andrea), Llorens, V. (Vincent), Karlsson, A. (Antti), Kristiansson, K. (Kati), Hyvrinen, K. (Kati), Ritari, J. (Jarmo), Wahlfors, T. (Tiina), Koskinen, M. (Miika), Pylkäs, K. (Katri), Kalaoja, M. (Marita), Karjalainen, M. (Minna), Mantere, T. (Tuomo), Kangasniemi, E. (Eeva), Heikkinen, S. (Sami), Laakkonen, E. (Eija), Kononen, J. (Juha), Loukola, A. (Anu), Laiho, P. (Pivi), Sistonen, T. (Tuuli), Kaiharju, E. (Essi), Laukkanen, M. (Markku), Jrvensivu, E. (Elina), Lhteenmki, S. (Sini), Mnnikk, L. (Lotta), Wong, R. (Regis), Mattsson, H. (Hannele), Hiekkalinna, T. (Tero), Jimnez, M. G. (Manuel Gonzlez), Donner, K. (Kati), Prn, K. (KaIle), Nunez-Fontarnau, J. (Javier), Kilpelinen, E. (Elina), Sipi, T. P. (Timo P.), Brein, G. (Georg), Dada, A. (Alexander), Awaisa, G. (Ghazal), Shcherban, A. (Anastasia), Sipil, T. (Tuomas), Laivuori, H. (Hannele), Kiiskinen, T. (Tuomo), Siirtola, H. (Harri), Tabuenca, J. G. (Javier Gracia), Kallio, L. (Lila), Soini, S. (Sirpa), Pitknen, K. (Kimmo), and Kuopio, T. (Teijo)

Subjects
Cardiovascular genetics, Genome-wide association studies
Abstract

Autosomal genetic analyses of blood lipids have yielded key insights for coronary heart disease (CHD). However, X chromosome genetic variation is understudied for blood lipids in large sample sizes. We now analyze genetic and blood lipid data in a high-coverage whole X chromosome sequencing study of 65,322 multi-ancestry participants and perform replication among 456,893 European participants. Common alleles on chromosome Xq23 are strongly associated with reduced total cholesterol, LDL cholesterol, and triglycerides (min P = 8.5 × 10−72), with similar effects for males and females. Chromosome Xq23 lipid-lowering alleles are associated with reduced odds for CHD among 42,545 cases and 591,247 controls (P = 1.7 × 10−4), and reduced odds for diabetes mellitus type 2 among 54,095 cases and 573,885 controls (P = 1.4 × 10−5). Although we observe an association with increased BMI, waist-to-hip ratio adjusted for BMI is reduced, bioimpedance analyses indicate increased gluteofemoral fat, and abdominal MRI analyses indicate reduced visceral adiposity. Co-localization analyses strongly correlate increased CHRDL1 gene expression, particularly in adipose tissue, with reduced concentrations of blood lipids.

Published
2021

2. The trans-ancestral genomic architecture of glycemic traits

Author

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

3. 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. Associations of Mitochondrial and Nuclear Mitochondrial Variants and Genes with Seven Metabolic Traits

Author

Harris, S.E., Corley, J., Wojczynski, M.K., Nauck, M., Levy, D., Gu, C., Sorensen, T.I.A., Noordam, R., Guo, X., Hill, W.D., Chen, Y.-D.I., Liu, C., Yao, J., Kraja, A.T., Daw, E.W., Irvin, M.R., Christensen, C., Newman, A.B., Hansen, T., Hudson, G., Zeng, D., Wu, H., Uitterlinden, A.G., Wareham, N.J., Perls, T.T., Grarup, N., Broeckel, U., Luan, J., Fu, M., Hemani, G., de Mutsert, R., Lin, S.J., Wilson, J.G., Jorgensen, M.E., Witte, D.R., Have, C.T., Ribel-Madsen, R., Wang, Y., Love-Gregory, L.D., Bowden, D.W., Province, M.A., Rotter, J.I., Taylor, A.M., Hunt, S.C., Thyagarajan, B., Goodarzi, M.O., Ridker, P.M., Torp-Pedersen, C., Ligthart, S., Starr, J.M., Feitosa, M.F., Arnett, D.K., de Haan, H.G., Jorgensen, T., Weeke, P.E., Graff, M., de las Fuentes, L., Justice, A.E., Hayward, C., Kerrison, N.D., Pedersen, O., Bonnelykke, K., Perry, J.A., Fetterman, J.L., Hai, Y., Malik, A.N., Vestergaard, H., Cropp, C.D., Ryan, K.A., Christensen, K., The Population Sciences Branch, NHLBI/NIH, Armasu, S.M., Langenberg, C., Forouhi, N.G., Yang, W., Teumer, A., Rodriguez, S., Kardia, S.L.R., Qi, Q., Becker, D.M., Baranski, T.J., Yanek, L.R., Rao, D.C., Fernandez, E.P., Lin, K.-H., Li-Gao, R., Sofer, T., Nohr, E.A., Larson, N.B., Sheu, W.H.-H., Elliott, P., An, P., Schnurr, T.M., Gu, Z., Taylor, K.D., Davies, G., Kilpelainen, T.O., Lee, W.-J., Patki, A., Barve, R.A., Brandslund, I., Sandow, K., Weiss, S., Wang, L., Stergiakouli, E., Mathias, R.A., Ghanbari, M., Tiwari, H.K., Rivadeneira, F., Davila-Roman, V.G., de Andrade, M., North, K.E., Richardson, T.G., Horta, B.L., Bielinski, S.J., Linneberg, A., Young, K., Argos, M., Dehghan, A., Chasman, D.I., Mook-Kanamori, D.O., Vaidya, D., Petersmann, A., Scott, R.A., Meigs, J.B., Ahluwalia, T.S., Gao, H., Rosendaal, F.R., Chakravarti, A., van Heemst, D., Cox, S.R., Williams, C., Pankow, J., Giulianini, F., Weir, B.S., Jonsson, A.E., Hartwig, F.P., Rohde, R., Ikram, M.A., Homuth, G., Lee, J.H., Deary, I.J., Erzurumluoglu, A.M., Chu, A.Y., Emery, L.S., Franco, O.H., Ong, K.K., Arking, D.E., Loos, R.J.F., Tzoulaki, I., Pattie, A., Timpson, N.J., and Turner, S.T.

Abstract

Mitochondria (MT), the major site of cellular energy production, are under dual genetic control by 37 mitochondrial DNA (mtDNA) genes and numerous nuclear genes (MT-nDNA). In the CHARGEmtDNA+ Consortium, we studied genetic associations of mtDNA and MT-nDNA associations with body mass index (BMI), waist-hip-ratio (WHR), glucose, insulin, HOMA-B, HOMA-IR, and HbA1c. This 45-cohort collaboration comprised 70,775 (insulin) to 170,202 (BMI) pan-ancestry individuals. Validation and imputation of mtDNA variants was followed by single-variant and gene-based association testing. We report two significant common variants, one in MT-ATP6 associated (p ≤ 5E−04) with WHR and one in the D-loop with glucose. Five rare variants in MT-ATP6, MT-ND5, and MT-ND6 associated with BMI, WHR, or insulin. Gene-based meta-analysis identified MT-ND3 associated with BMI (p ≤ 1E−03). We considered 2,282 MT-nDNA candidate gene associations compiled from online summary results for our traits (20 unique studies with 31 dataset consortia's genome-wide associations [GWASs]). Of these, 109 genes associated (p ≤ 1E−06) with at least 1 of our 7 traits. We assessed regulatory features of variants in the 109 genes, cis- and trans-gene expression regulation, and performed enrichment and protein-protein interactions analyses. Of the identified mtDNA and MT-nDNA genes, 79 associated with adipose measures, 49 with glucose/insulin, 13 with risk for type 2 diabetes, and 18 with cardiovascular disease, indicating for pleiotropic effects with health implications. Additionally, 21 genes related to cholesterol, suggesting additional important roles for the genes identified. Our results suggest that mtDNA and MT-nDNA genes and variants reported make important contributions to glucose and insulin metabolism, adipocyte regulation, diabetes, and cardiovascular disease.

Published
2019
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7. Associations of autozygosity with a broad range of human phenotypes

Author

Clark, D.W. (David W), Okada, Y. (Yukinori), Moore, K.H.S. (Kristjan H S), Mason, D. (Dan), Pirastu, N. (Nicola), Gandin, I. (Ilaria), Mattsson, H. (Hannele), Barnes, C.L.K. (Catriona L K), Lin, K. (Kuang), Zhao, J.H. (Jing Hua), Deelen, P. (Patrick), Rohde, R. (Rebecca), Schurmann, C. (Claudia), Guo, X. (Xiuqing), Giulianini, F. (Franco), Zhang, W. (Weihua), Medina-Gomez, M.C. (Carolina), Karlsson, R. (Robert), Bao, Y. (Yanchun), Bartz, T.M. (Traci M), Baumbach, C. (Clemens), Biino, G. (Ginevra), Bixley, M.J. (Matthew J), Brumat, M. (Marco), Chai, J.-F. (Jin-Fang), Corre, T. (Tanguy), Cousminer, D.L. (Diana), Dekker, A.M. (Annelot M), Eccles, D.A. (David A), Eijk, K.R. (Kristel) van, Fuchsberger, C. (Christian), Gao, H. (He), Germain, M. (Marine), Gordon, S.D. (Scott D.), de Haan, H.G. (Hugoline G), Harris, S.E. (Sarah), Hofer, E. (Edith), Huerta-Chagoya, A. (Alicia), Igartua, C. (Catherine), Jansen, I. (Iris), Jia, Y. (Yucheng), Kacprowski, T. (Tim), Karlsson, T. (Torgny), Kleber, M.E. (Marcus), Li, S.A. (Shengchao Alfred), Li-Gao, R. (Ruifang), Mahajan, A. (Anubha), Matsuda, K. (Koichi), Meidtner, K. (Karina), Meng, W. (Weihua), Montasser, M.E. (May E.), Most, P.J. (Peter) van der, Munz, M. (Matthias), Nutile, T. (Teresa), Palviainen, T. (Teemu), Prasad, G. (Gauri), Prasad, R.B. (Rashmi B), Priyanka, T.D.S. (Tallapragada Divya Sri), Rizzi, F. (Federica), Salvi, E. (Erika), Sapkota, B.R. (Bishwa R), Shriner, D. (Daniel), Skotte, L. (Line), Smart, M.C. (Melissa C), Smith, A.V. (Albert), Spek, A. (Ashley) van der, Spracklen, C.N. (Cassandra N), Strawbridge, R.J. (Rona), Tajuddin, S.M. (Salman M), Trompet, S. (Stella), Turman, C. (Constance), Verweij, N. (Niek), Viberti, C. (Clara), Wang, L. (Lihua), Warren, H. (Helen), Wootton, R.E. (Robyn E), Yanek, L.R. (Lisa), Yao, J. (Jie), Yousri, N.A. (Noha A), Zhao, W. (Wei), Adeyemo, A.A. (Adebowale A), Afaq, S. (Saima), Aguilar-Salinas, C.A. (Carlos Alberto), Akiyama, M. (Masato), Albert, M.L. (Matthew L), Allison, M.A. (Matthew A), Alver, M. (Maris), Aung, T. (Tin), Azizi, J. (Joshan), Bentley, A.R. (Amy), Boeing, H. (Heiner), Boerwinkle, E.A. (Eric), Borja, J.B. (Judith B), Borst, G.J. (Gert) de, Bottinger, E.P. (Erwin), Broer, L. (Linda), Campbell, H. (Harry), Chanock, S.J. (Stephen), Chee, M.-L. (Miao-Li), Chen, G. (Guanjie), Chen, Y.-D.I. (Yii-Der I), Chen, Z. (Zhengming), Chiu, Y.-F. (Yen-Feng), Cocca, M. (Massimiliano), Collins, F.S. (Francis), Concas, M.P. (Maria Pina), Corley, J. (Janie), Cugliari, G. (Giovanni), Dam, R.M. (Rob) van, Damulina, A. (Anna), Daneshpour, M.S. (Maryam S), Day, F.R. (Felix), Delgado, G., Dhana, K. (Klodian), Doney, A.S.F. (Alex), Dörr, M. (Marcus), Doumatey, A. (Ayo), Dzimiri, N. (Nduna), Ebenesersdóttir, S.S. (S Sunna), Elliott, J. (Joshua), Elliott, P. (Paul), Ewert, R. (Ralf), Felix, J.F. (Janine), Fischer, K. (Krista), Freedman, B.I. (Barry), Girotto, S., Goel, A. (Anuj), Gögele, M. (Martin), Goodarzi, M. (Mark), Graff, M.J. (Maud J.L.), Granot-Hershkovitz, E. (Einat), Grodstein, F. (Francine), Guarrera, S. (Simonetta), Gudbjartsson, D.F. (Daniel), Guity, K. (Kamran), Gunnarsson, B. (Bjarni), Guo, Y. (Yu), Hagenaars, S.P. (Saskia P), Haiman, C.A. (Christopher), Halevy, A. (Avner), Harris, T.B. (Tamara B), Hedayati, M. (Mehdi), Heel, D.A. (David) van, Hirata, M. (Makoto), Höfer, I. (Imo), Hsiung, C.A. (Chao Agnes), Huang, J. (Jinyan), Hung, Y.-J. (Yi-Jen), Ikram, M.A. (Arfan), Jagadeesan, A. (Anuradha), Jousilahti, P. (Pekka), Kamatani, Y. (Yoichiro), Kanai, M. (Masahiro), Kerrison, N.D. (Nicola D), Kessler, T. (Thorsten), Khaw, K.-T. (Kay-Tee), Khor, C.C., Kleijn, D.P.V. (Dominique) de, Koh, W.-P. (Woon-Puay), Kolcic, I. (Ivana), Kraft, P. (Peter), Krämer, B.K. (Bernhard), Kutalik, Z. (Zoltán), Kuusisto, J. (Johanna), Langenberg, C. (Claudia), Launer, L.J. (Lenore), Lawlor, D.A. (Debbie), Lee, I.-T. (I-Te), Lee, W.-J. (Wen-Jane), Lerch, M. (M.), Li, L. (Liming), Liu, J. (Jianjun), Loh, M. (Marie), London, S.J. (Stephanie J), Loomis, S.J. (Stephanie J.), Lu, Y. (Yingchang), Luan, J. (Jian’an), Mägi, R. (Reedik), Manichaikul, A.W. (Ani W), Manunta, P. (Paolo), Masson, G. (Gisli), Matoba, N. (Nana), Mei, X.W. (Xue W), Meisinger, C. (Christa), Meitinger, T. (Thomas), Mezzavilla, M. (Massimo), Milani, L. (Lili), Millwood, I.Y. (Iona), Momozawa, Y. (Yukihide), Moore, A. (Amy), Morange, P.-E. (P.), Moreno-Macías, H. (Hortensia), Mori, T.A. (Trevor A), Morrison, A.C. (Alanna), Muka, T. (Taulant), Murakami, Y. (Yoshinori), Murray, A.D. (Alison D), Mutsert, R. (Reneé) de, Mychaleckyj, J.C. (Josyf), Nalls, M.A. (Michael), Nauck, M. (Matthias), Neville, M.J. (Matthew), Nolte, I.M. (Ilja), Ong, K.K. (Ken K), Orozco, L. (Lorena), Padmanabhan, S. (Sandosh), Pálsson, G. (Gunnar), Palmer, C.N.A. (Colin), Penninx, B.W.J.H., Pattie, A. (Alison), Polasek, O. (Ozren), Poulter, N.R. (Neil), Pramstaller, P.P. (Peter P), Quintana-Murci, L. (Lluis), Räikkönen, K. (Katri), Ralhan, S. (Sarju), Rao, D.C. (Dabeeru C), Rheenen, W. (Wouter) van, Rich, S.S. (Stephen), Ridker, P.M. (Paul M), Rietveld, C.A. (Cornelius A), Robino, A. (Antonietta), Rooij, F.J.A. (Frank) van, Ruggiero, D., Saba, Y. (Yasaman), Sabanayagam, C. (Charumathi), Sabater-Lleal, M. (Maria), Sala, C. (Cinzia), Salomaa, V. (Veikko), Sandow, K. (Kevin), Schmidt, H. (Helena), Scott, L.J. (Laura J), Scott, W.R. (William R), Sedaghati-Khayat, B. (Bahareh), Sennblad, B. (Bengt), Setten, J. (Jessica) van, Sever, P.J. (Peter J), Sheu, W.H.-H. (Wayne H-H), Shi, Y. (Yuan), Shrestha, S. (Smeeta), Shukla, S.R. (Sharvari Rahul), Sigurdsson, J.K. (Jon K), Sikka, T.T. (Timo Tonis), Singh, J.R. (Jai Rup), Smith, B.H. (Blair), Stancáková, A. (Alena), Stanton, A. (Alice), Starr, J.M. (John), Stefansdottir, L. (Lilja), Straker, L. (Leon), Sulem, P. (Patrick), Sveinbjornsson, G. (Gardar), Swertz, M.A. (Morris A), Taylor, A.M. (Adele M), Taylor, K.D. (Kent), Terzikhan, N. (Natalie), Tham, Y.-C. (Yih-Chung), Thorleifsson, G. (Gudmar), Thorsteinsdottir, U. (Unnur), Tillander, A. (Annika), Tracy, R.P. (Russell), Tusié-Luna, T. (Teresa), Tzoulaki, I., Vaccargiu, S. (Simona), Vangipurapu, J. (Jagadish), Veldink, J.H. (Jan), Vitart, V. (Veronique), Völker, U. (Uwe), Vuoksimaa, E. (Eero), Wakil, S.M. (Salma M), Waldenberger, M. (Melanie), Wander, G.S. (Gurpreet S), Wang, Y.X. (Ya Xing), Wareham, N.J. (Nick), Wild, S.H. (Sarah), Yajnik, C.S. (Chittaranjan S), Yuan, J.-M. (Jian-Min), Zeng, L. (Lingyao), Zhang, L. (Liang), Zhou, J. (Jie), Amin, N. (Najaf), Asselbergs, F.W. (Folkert), Bakker, S.J.L. (Stephan), Becker, D.M. (Diane), Lehne, B. (Benjamin), Bennett, D.A. (David), Berg, L.H. (Leonard) van den, Berndt, S.I. (Sonja), Bharadwaj, D. (Dwaipayan), Bielak, L.F. (Lawrence F.), Bochud, M. (Murielle), Boehnke, M. (Michael), Bouchard, C. (Claude), Bradfield, J.P. (Jonathan), Brody, J.A. (Jennifer A), Campbell, A. (Archie), Carmi, S. (Shai), Caulfield, M. (Mark), Cesarini, D. (David), Chambers, J.C. (John C), Chandak, G.R. (Giriraj), Cheng, C.-Y. (Ching-Yu), Ciullo, M. (Marina), Warrington, N.M. (Nicole), Cusi, D. (Daniele), Smith, G.D. (George Davey), Deary, I.J. (Ian J), Dorajoo, R. (Rajkumar), Duijn, C.M. (Cornelia) van, Ellinghaus, D. (David), Erdmann, J. (Jeanette), Hagen, K. (Knut), Evangelou, E. (Evangelos), Evans, M.K. (Michele), Faul, J.D. (Jessica D), Feenstra, B. (Bjarke), Feitosa, M.F. (Mary Furlan), Foisy, S. (Sylvain), Franke, A. (Andre), Friedlander, Y. (Yechiel), Gasparini, P. (Paolo), Gieger, C. (Christian), Gonzalez, C. (Clicerio), Goyette, P. (Philippe), Grant, S.F.A. (Struan), Griffiths, L.R. (Lyn R), Groop, L. (Leif), Gudnason, V. (Vilmundur), Gyllensten, U. (Ulf), Hakonarson, H. (Hakon), Hamsten, A. (Anders), Harst, P. (Pim) van der, Heng, C.K. (Chew-Kiat), Hicks, A.A. (Andrew A), Hochner, H., Huikuri, H.V. (Heikki), Hunt, S.C. (Steven), Jaddoe, V.W.V. (Vincent), De Jager, P., Johannesson, M. (Magnus), Johansson, A. (Åsa), Jonas, J.B. (Jost B), Jukema, J.W. (Jan Wouter), Junttila, M.J. (Juhani), Kaprio, J. (Jaakko), Kardia, S.L.R. (Sharon), Karpe, F. (Fredrik), Kumari, M. (Meena), Laakso, M. (Markku), van der Laan, S.W. (Sander W), Lahti, J. (Jari), Laudes, M. (Matthias), Lea, R.A. (Rodney A), Lieb, W. (Wolfgang), Lumley, T. (Thomas), Martin, N.G. (Nicholas), Ye, S. (Shu), Matullo, G., McCarthy, M.I. (Mark), Medland, S.E. (Sarah), Merriman, A., Metspalu, A. (Andres), Meyer, B.F. (Brian F), Mohlke, K.L. (Karen L), Montgomery, G.W. (Grant), Mook-Kanamori, D. (Dennis), Munroe, P. (Patricia), North, K.E. (Kari), Nyholt, D.R. (Dale), O’connell, J.R. (Jeffery R), Ober, C. (Carole), Oldehinkel, A.J. (Albertine), Palmas, W. (Walter), Pasterkamp, G.G. (Gerard G), Patin, E. (Etienne), Pennell, C.E. (Craig), Perusse, L. (Louis), Peyser, P.A. (Patricia A.), Pirastu, M. (Mario), Polderman, T.J.C. (Tinca), Porteous, D.J. (David J.), Posthuma, D. (Danielle), Psaty, B.M. (Bruce M), Rioux, J.D. (John), Rivadeneira, F. (Fernando), Rotimi, C. (Charles), Rotter, J.I. (Jerome I.), Rudan, I. (Igor), Ruijter, H.M. (Hester ) den, Sanghera, D.K. (Dharambir K), Sattar, N. (Naveed), Schmidt, R. (Reinhold), Schulze, M.B. (Matthias), Schunkert, H. (Heribert), Scott, R.A. (Robert), Shuldiner, A.R. (Alan R), Sim, X. (Xueling), Small, N. (Neil), Smith, J.A. (Jennifer A), Sotoodehnia, N. (Nona), Tai, E.-S. (E-Shyong), Teumer, A. (Alexander), Timpson, N.J. (Nicholas), Toniolo, D. (Daniela), Tregouet, D.-A. (David-Alexandre), Tuomi, T. (Tiinamaija), Vollenweider, P. (Peter), Wang, C.A. (Carol A), Weir, D.R. (David R), Whitfield, J. (John), Wijmenga, C. (Cisca), Wong, T.-Y. (Tien-Yin), Wright, J. (John), Yang, J. (Jingyun), Yu, L. (Lei), Zemel, B.S. (Babette S.), Zonderman, A.B. (Alan B), Perola, M. (Markus), Magnusson, P.K. (Patrik), Uitterlinden, A.G. (André), Kooner, J.S. (Jaspal S.), Chasman, D.I. (Daniel), Loos, R.J.F. (Ruth), Franceschini, N. (Nora), Franke, L. (Lude), Haley, C. (Chris), Hayward, C. (Caroline), Walters, R.G. (Robin G), Perry, J.R.B. (John R. B.), Esko, T. (Tõnu), Helgason, A. (Agnar), Zwart, J-A. (John-Anker), Joshi, P.K. (Peter), Kubo, M. (Michiaki), Wilson, J.F. (James), Clark, D.W. (David W), Okada, Y. (Yukinori), Moore, K.H.S. (Kristjan H S), Mason, D. (Dan), Pirastu, N. (Nicola), Gandin, I. (Ilaria), Mattsson, H. (Hannele), Barnes, C.L.K. (Catriona L K), Lin, K. (Kuang), Zhao, J.H. (Jing Hua), Deelen, P. (Patrick), Rohde, R. (Rebecca), Schurmann, C. (Claudia), Guo, X. (Xiuqing), Giulianini, F. (Franco), Zhang, W. (Weihua), Medina-Gomez, M.C. (Carolina), Karlsson, R. (Robert), Bao, Y. (Yanchun), Bartz, T.M. (Traci M), Baumbach, C. (Clemens), Biino, G. (Ginevra), Bixley, M.J. (Matthew J), Brumat, M. (Marco), Chai, J.-F. (Jin-Fang), Corre, T. (Tanguy), Cousminer, D.L. (Diana), Dekker, A.M. (Annelot M), Eccles, D.A. (David A), Eijk, K.R. (Kristel) van, Fuchsberger, C. (Christian), Gao, H. (He), Germain, M. (Marine), Gordon, S.D. (Scott D.), de Haan, H.G. (Hugoline G), Harris, S.E. (Sarah), Hofer, E. (Edith), Huerta-Chagoya, A. (Alicia), Igartua, C. (Catherine), Jansen, I. (Iris), Jia, Y. (Yucheng), Kacprowski, T. (Tim), Karlsson, T. (Torgny), Kleber, M.E. (Marcus), Li, S.A. (Shengchao Alfred), Li-Gao, R. (Ruifang), Mahajan, A. (Anubha), Matsuda, K. (Koichi), Meidtner, K. (Karina), Meng, W. (Weihua), Montasser, M.E. (May E.), Most, P.J. (Peter) van der, Munz, M. (Matthias), Nutile, T. (Teresa), Palviainen, T. (Teemu), Prasad, G. (Gauri), Prasad, R.B. (Rashmi B), Priyanka, T.D.S. (Tallapragada Divya Sri), Rizzi, F. (Federica), Salvi, E. (Erika), Sapkota, B.R. (Bishwa R), Shriner, D. (Daniel), Skotte, L. (Line), Smart, M.C. (Melissa C), Smith, A.V. (Albert), Spek, A. (Ashley) van der, Spracklen, C.N. (Cassandra N), Strawbridge, R.J. (Rona), Tajuddin, S.M. (Salman M), Trompet, S. (Stella), Turman, C. (Constance), Verweij, N. (Niek), Viberti, C. (Clara), Wang, L. (Lihua), Warren, H. (Helen), Wootton, R.E. (Robyn E), Yanek, L.R. (Lisa), Yao, J. (Jie), Yousri, N.A. (Noha A), Zhao, W. (Wei), Adeyemo, A.A. (Adebowale A), Afaq, S. (Saima), Aguilar-Salinas, C.A. (Carlos Alberto), Akiyama, M. (Masato), Albert, M.L. (Matthew L), Allison, M.A. (Matthew A), Alver, M. (Maris), Aung, T. (Tin), Azizi, J. (Joshan), Bentley, A.R. (Amy), Boeing, H. (Heiner), Boerwinkle, E.A. (Eric), Borja, J.B. (Judith B), Borst, G.J. (Gert) de, Bottinger, E.P. (Erwin), Broer, L. (Linda), Campbell, H. (Harry), Chanock, S.J. (Stephen), Chee, M.-L. (Miao-Li), Chen, G. (Guanjie), Chen, Y.-D.I. (Yii-Der I), Chen, Z. (Zhengming), Chiu, Y.-F. (Yen-Feng), Cocca, M. (Massimiliano), Collins, F.S. (Francis), Concas, M.P. (Maria Pina), Corley, J. (Janie), Cugliari, G. (Giovanni), Dam, R.M. (Rob) van, Damulina, A. (Anna), Daneshpour, M.S. (Maryam S), Day, F.R. (Felix), Delgado, G., Dhana, K. (Klodian), Doney, A.S.F. (Alex), Dörr, M. (Marcus), Doumatey, A. (Ayo), Dzimiri, N. (Nduna), Ebenesersdóttir, S.S. (S Sunna), Elliott, J. (Joshua), Elliott, P. (Paul), Ewert, R. (Ralf), Felix, J.F. (Janine), Fischer, K. (Krista), Freedman, B.I. (Barry), Girotto, S., Goel, A. (Anuj), Gögele, M. (Martin), Goodarzi, M. (Mark), Graff, M.J. (Maud J.L.), Granot-Hershkovitz, E. (Einat), Grodstein, F. (Francine), Guarrera, S. (Simonetta), Gudbjartsson, D.F. (Daniel), Guity, K. (Kamran), Gunnarsson, B. (Bjarni), Guo, Y. (Yu), Hagenaars, S.P. (Saskia P), Haiman, C.A. (Christopher), Halevy, A. (Avner), Harris, T.B. (Tamara B), Hedayati, M. (Mehdi), Heel, D.A. (David) van, Hirata, M. (Makoto), Höfer, I. (Imo), Hsiung, C.A. (Chao Agnes), Huang, J. (Jinyan), Hung, Y.-J. (Yi-Jen), Ikram, M.A. (Arfan), Jagadeesan, A. (Anuradha), Jousilahti, P. (Pekka), Kamatani, Y. (Yoichiro), Kanai, M. (Masahiro), Kerrison, N.D. (Nicola D), Kessler, T. (Thorsten), Khaw, K.-T. (Kay-Tee), Khor, C.C., Kleijn, D.P.V. (Dominique) de, Koh, W.-P. (Woon-Puay), Kolcic, I. (Ivana), Kraft, P. (Peter), Krämer, B.K. (Bernhard), Kutalik, Z. (Zoltán), Kuusisto, J. (Johanna), Langenberg, C. (Claudia), Launer, L.J. (Lenore), Lawlor, D.A. (Debbie), Lee, I.-T. (I-Te), Lee, W.-J. (Wen-Jane), Lerch, M. (M.), Li, L. (Liming), Liu, J. (Jianjun), Loh, M. (Marie), London, S.J. (Stephanie J), Loomis, S.J. (Stephanie J.), Lu, Y. (Yingchang), Luan, J. (Jian’an), Mägi, R. (Reedik), Manichaikul, A.W. (Ani W), Manunta, P. (Paolo), Masson, G. (Gisli), Matoba, N. (Nana), Mei, X.W. (Xue W), Meisinger, C. (Christa), Meitinger, T. (Thomas), Mezzavilla, M. (Massimo), Milani, L. (Lili), Millwood, I.Y. (Iona), Momozawa, Y. (Yukihide), Moore, A. (Amy), Morange, P.-E. (P.), Moreno-Macías, H. (Hortensia), Mori, T.A. (Trevor A), Morrison, A.C. (Alanna), Muka, T. (Taulant), Murakami, Y. (Yoshinori), Murray, A.D. (Alison D), Mutsert, R. (Reneé) de, Mychaleckyj, J.C. (Josyf), Nalls, M.A. (Michael), Nauck, M. (Matthias), Neville, M.J. (Matthew), Nolte, I.M. (Ilja), Ong, K.K. (Ken K), Orozco, L. (Lorena), Padmanabhan, S. (Sandosh), Pálsson, G. (Gunnar), Palmer, C.N.A. (Colin), Penninx, B.W.J.H., Pattie, A. (Alison), Polasek, O. (Ozren), Poulter, N.R. (Neil), Pramstaller, P.P. (Peter P), Quintana-Murci, L. (Lluis), Räikkönen, K. (Katri), Ralhan, S. (Sarju), Rao, D.C. (Dabeeru C), Rheenen, W. (Wouter) van, Rich, S.S. (Stephen), Ridker, P.M. (Paul M), Rietveld, C.A. (Cornelius A), Robino, A. (Antonietta), Rooij, F.J.A. (Frank) van, Ruggiero, D., Saba, Y. (Yasaman), Sabanayagam, C. (Charumathi), Sabater-Lleal, M. (Maria), Sala, C. (Cinzia), Salomaa, V. (Veikko), Sandow, K. (Kevin), Schmidt, H. (Helena), Scott, L.J. (Laura J), Scott, W.R. (William R), Sedaghati-Khayat, B. (Bahareh), Sennblad, B. (Bengt), Setten, J. (Jessica) van, Sever, P.J. (Peter J), Sheu, W.H.-H. (Wayne H-H), Shi, Y. (Yuan), Shrestha, S. (Smeeta), Shukla, S.R. (Sharvari Rahul), Sigurdsson, J.K. (Jon K), Sikka, T.T. (Timo Tonis), Singh, J.R. (Jai Rup), Smith, B.H. (Blair), Stancáková, A. (Alena), Stanton, A. (Alice), Starr, J.M. (John), Stefansdottir, L. (Lilja), Straker, L. (Leon), Sulem, P. (Patrick), Sveinbjornsson, G. (Gardar), Swertz, M.A. (Morris A), Taylor, A.M. (Adele M), Taylor, K.D. (Kent), Terzikhan, N. (Natalie), Tham, Y.-C. (Yih-Chung), Thorleifsson, G. (Gudmar), Thorsteinsdottir, U. (Unnur), Tillander, A. (Annika), Tracy, R.P. (Russell), Tusié-Luna, T. (Teresa), Tzoulaki, I., Vaccargiu, S. (Simona), Vangipurapu, J. (Jagadish), Veldink, J.H. (Jan), Vitart, V. (Veronique), Völker, U. (Uwe), Vuoksimaa, E. (Eero), Wakil, S.M. (Salma M), Waldenberger, M. (Melanie), Wander, G.S. (Gurpreet S), Wang, Y.X. (Ya Xing), Wareham, N.J. (Nick), Wild, S.H. (Sarah), Yajnik, C.S. (Chittaranjan S), Yuan, J.-M. (Jian-Min), Zeng, L. (Lingyao), Zhang, L. (Liang), Zhou, J. (Jie), Amin, N. (Najaf), Asselbergs, F.W. (Folkert), Bakker, S.J.L. (Stephan), Becker, D.M. (Diane), Lehne, B. (Benjamin), Bennett, D.A. (David), Berg, L.H. (Leonard) van den, Berndt, S.I. (Sonja), Bharadwaj, D. (Dwaipayan), Bielak, L.F. (Lawrence F.), Bochud, M. (Murielle), Boehnke, M. (Michael), Bouchard, C. (Claude), Bradfield, J.P. (Jonathan), Brody, J.A. (Jennifer A), Campbell, A. (Archie), Carmi, S. (Shai), Caulfield, M. (Mark), Cesarini, D. (David), Chambers, J.C. (John C), Chandak, G.R. (Giriraj), Cheng, C.-Y. (Ching-Yu), Ciullo, M. (Marina), Warrington, N.M. (Nicole), Cusi, D. (Daniele), Smith, G.D. (George Davey), Deary, I.J. (Ian J), Dorajoo, R. (Rajkumar), Duijn, C.M. (Cornelia) van, Ellinghaus, D. (David), Erdmann, J. (Jeanette), Hagen, K. (Knut), Evangelou, E. (Evangelos), Evans, M.K. (Michele), Faul, J.D. (Jessica D), Feenstra, B. (Bjarke), Feitosa, M.F. (Mary Furlan), Foisy, S. (Sylvain), Franke, A. (Andre), Friedlander, Y. (Yechiel), Gasparini, P. (Paolo), Gieger, C. (Christian), Gonzalez, C. (Clicerio), Goyette, P. (Philippe), Grant, S.F.A. (Struan), Griffiths, L.R. (Lyn R), Groop, L. (Leif), Gudnason, V. (Vilmundur), Gyllensten, U. (Ulf), Hakonarson, H. (Hakon), Hamsten, A. (Anders), Harst, P. (Pim) van der, Heng, C.K. (Chew-Kiat), Hicks, A.A. (Andrew A), Hochner, H., Huikuri, H.V. (Heikki), Hunt, S.C. (Steven), Jaddoe, V.W.V. (Vincent), De Jager, P., Johannesson, M. (Magnus), Johansson, A. (Åsa), Jonas, J.B. (Jost B), Jukema, J.W. (Jan Wouter), Junttila, M.J. (Juhani), Kaprio, J. (Jaakko), Kardia, S.L.R. (Sharon), Karpe, F. (Fredrik), Kumari, M. (Meena), Laakso, M. (Markku), van der Laan, S.W. (Sander W), Lahti, J. (Jari), Laudes, M. (Matthias), Lea, R.A. (Rodney A), Lieb, W. (Wolfgang), Lumley, T. (Thomas), Martin, N.G. (Nicholas), Ye, S. (Shu), Matullo, G., McCarthy, M.I. (Mark), Medland, S.E. (Sarah), Merriman, A., Metspalu, A. (Andres), Meyer, B.F. (Brian F), Mohlke, K.L. (Karen L), Montgomery, G.W. (Grant), Mook-Kanamori, D. (Dennis), Munroe, P. (Patricia), North, K.E. (Kari), Nyholt, D.R. (Dale), O’connell, J.R. (Jeffery R), Ober, C. (Carole), Oldehinkel, A.J. (Albertine), Palmas, W. (Walter), Pasterkamp, G.G. (Gerard G), Patin, E. (Etienne), Pennell, C.E. (Craig), Perusse, L. (Louis), Peyser, P.A. (Patricia A.), Pirastu, M. (Mario), Polderman, T.J.C. (Tinca), Porteous, D.J. (David J.), Posthuma, D. (Danielle), Psaty, B.M. (Bruce M), Rioux, J.D. (John), Rivadeneira, F. (Fernando), Rotimi, C. (Charles), Rotter, J.I. (Jerome I.), Rudan, I. (Igor), Ruijter, H.M. (Hester ) den, Sanghera, D.K. (Dharambir K), Sattar, N. (Naveed), Schmidt, R. (Reinhold), Schulze, M.B. (Matthias), Schunkert, H. (Heribert), Scott, R.A. (Robert), Shuldiner, A.R. (Alan R), Sim, X. (Xueling), Small, N. (Neil), Smith, J.A. (Jennifer A), Sotoodehnia, N. (Nona), Tai, E.-S. (E-Shyong), Teumer, A. (Alexander), Timpson, N.J. (Nicholas), Toniolo, D. (Daniela), Tregouet, D.-A. (David-Alexandre), Tuomi, T. (Tiinamaija), Vollenweider, P. (Peter), Wang, C.A. (Carol A), Weir, D.R. (David R), Whitfield, J. (John), Wijmenga, C. (Cisca), Wong, T.-Y. (Tien-Yin), Wright, J. (John), Yang, J. (Jingyun), Yu, L. (Lei), Zemel, B.S. (Babette S.), Zonderman, A.B. (Alan B), Perola, M. (Markus), Magnusson, P.K. (Patrik), Uitterlinden, A.G. (André), Kooner, J.S. (Jaspal S.), Chasman, D.I. (Daniel), Loos, R.J.F. (Ruth), Franceschini, N. (Nora), Franke, L. (Lude), Haley, C. (Chris), Hayward, C. (Caroline), Walters, R.G. (Robin G), Perry, J.R.B. (John R. B.), Esko, T. (Tõnu), Helgason, A. (Agnar), Zwart, J-A. (John-Anker), Joshi, P.K. (Peter), Kubo, M. (Michiaki), and Wilson, J.F. (James)

Abstract

In many species, the offspring of related parents suffer reduced reproductive success, a phenomenon known as inbreeding depression. In humans, the importance of this effect has remained unclear, partly because reproduction between close relatives is both rare and frequently associated with confounding social factors. Here, using genomic inbreeding coefficients (FROH) for >1.4 million individuals, we show that FROH is significantly associated (p < 0.0005) with apparently deleterious changes in 32 out of 100 traits analysed. These changes are associated with runs of homozygosity (ROH), but not with common variant homozygosity, suggesting that genetic variants associated with inbreeding depression are predominantly rare. The effect on fertility is striking: FROH equivalent to the offspring of first cousins is associated with a 55% decrease [95% CI 44–66%] in the odds of having children. Finally, the effects of FROH are confirmed within full-sibling pairs, where the variation in FROH is independent of all environmental confounding.

Published
2019
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8. Associations of autozygosity with a broad range of human phenotypes

Author

Clark, D. W. (David W.), Okada, Y. (Yukinori), Moore, K. H. (Kristjan H. S.), Mason, D. (Dan), Pirastu, N. (Nicola), Gandin, I. (Ilaria), Mattsson, H. (Hannele), Barnes, C. L. (Catriona L. K.), Lin, K. (Kuang), Zhao, J. H. (Jing Hua), Deelen, P. (Patrick), Rohde, R. (Rebecca), Schurmann, C. (Claudia), Guo, X. (Xiuqing), Giulianini, F. (Franco), Zhang, W. (Weihua), Medina-Gomez, C. (Carolina), Karlsson, R. (Robert), Bao, Y. (Yanchun), Bartz, T. M. (Traci M.), Baumbach, C. (Clemens), Biino, G. (Ginevra), Bixley, M. J. (Matthew J.), Brumat, M. (Marco), Chai, J.-F. (Jin-Fang), Corre, T. (Tanguy), Cousminer, D. L. (Diana L.), Dekker, A. M. (Annelot M.), Eccles, D. A. (David A.), Van Eijk, K. R. (Kristel R.), Fuchsberger, C. (Christian), Gao, H. (He), Germain, M. (Marine), Gordon, S. D. (Scott D.), de Haan, H. G. (Hugoline G.), Harris, S. E. (Sarah E.), Hofer, E. (Edith), Huerta-Chagoya, A. (Alicia), Igartua, C. (Catherine), Jansen, I. E. (Iris E.), Jia, Y. (Yucheng), Kacprowski, T. (Tim), Karlsson, T. (Torgny), Kleber, M. E. (Marcus E.), Li, S. A. (Shengchao Alfred), Li-Gao, R. (Ruifang), Mahajan, A. (Anubha), Matsuda, K. (Koichi), Meidtner, K. (Karina), Meng, W. (Weihua), Montasser, M. E. (May E.), van der Most, P. J. (Peter J.), Munz, M. (Matthias), Nutile, T. (Teresa), Palviainen, T. (Teemu), Prasad, G. (Gauri), Prasad, R. B. (Rashmi B.), Priyanka, T. D. (Tallapragada Divya Sri), Rizzi, F. (Federica), Salvi, E. (Erika), Sapkota, B. R. (Bishwa R.), Shriner, D. (Daniel), Skotte, L. (Line), Smart, M. C. (Melissa C.), Smith, A. V. (Albert Vernon), van der Spek, A. (Ashley), Spracklen, C. N. (Cassandra N.), Strawbridge, R. J. (Rona J.), Tajuddin, S. M. (Salman M.), Trompet, S. (Stella), Turman, C. (Constance), Verweij, N. (Niek), Viberti, C. (Clara), Wang, L. (Lihua), Warren, H. R. (Helen R.), Wootton, R. E. (Robyn E.), Yanek, L. R. (Lisa R.), Yao, J. (Jie), Yousri, N. A. (Noha A.), Zhao, W. (Wei), Adeyemo, A. A. (Adebowale A.), Afaq, S. (Saima), Alberto Aguilar-Salinas, C. (Carlos), Akiyama, M. (Masato), Albert, M. L. (Matthew L.), Allison, M. A. (Matthew A.), Alver, M. (Maris), Aung, T. (Tin), Azizi, F. (Fereidoun), Bentley, A. R. (Amy R.), Boeing, H. (Heiner), Boerwinkle, E. (Eric), Borja, J. B. (Judith B.), de Borst, G. J. (Gert J.), Bottinger, E. P. (Erwin P.), Broer, L. (Linda), Campbell, H. (Harry), Chanock, S. (Stephen), Chee, M.-L. (Miao-Li), Chen, G. (Guanjie), Chen, Y. I. (Yii-Der I.), Chen, Z. (Zhengming), Chiu, Y.-F. (Yen-Feng), Cocca, M. (Massimiliano), Collins, F. S. (Francis S.), Concas, M. P. (Maria Pina), Corley, J. (Janie), Cugliari, G. (Giovanni), Van Dam, R. M. (Rob M.), Damulina, A. (Anna), Daneshpour, M. S. (Maryam S.), Day, F. R. (Felix R.), Delgado, G. E. (Graciela E.), Dhana, K. (Klodian), Doney, A. S. (Alexander S. F.), Doerr, M. (Marcus), Doumatey, A. P. (Ayo P.), Dzimiri, N. (Nduna), Ebenesersdottir, S. S. (S. Sunna), Elliott, J. (Joshua), Elliott, P. (Paul), Ewert, R. (Ralf), Felix, J. F. (Janine F.), Fischer, K. (Krista), Freedman, B. I. (Barry I.), Girotto, G. (Giorgia), Goel, A. (Anuj), Gogele, M. (Martin), Goodarzi, M. O. (Mark O.), Graff, M. (Mariaelisa), Granot-Hershkovitz, E. (Einat), Grodstein, F. (Francine), Guarrera, S. (Simonetta), Gudbjartsson, D. F. (Daniel F.), Guity, K. (Kamran), Gunnarsson, B. (Bjarni), Guo, Y. (Yu), Hagenaars, S. P. (Saskia P.), Haiman, C. A. (Christopher A.), Halevy, A. (Avner), Harris, T. B. (Tamara B.), Hedayati, M. (Mehdi), van Heel, D. A. (David A.), Hirata, M. (Makoto), Hofer, I. (Imo), Hsiung, C. A. (Chao Agnes), Huang, J. (Jinyan), Hung, Y.-J. (Yi-Jen), Ikram, M. A. (M. Arfan), Jagadeesan, A. (Anuradha), Jousilahti, P. (Pekka), Kamatani, Y. (Yoichiro), Kanai, M. (Masahiro), Kerrison, N. D. (Nicola D.), Kessler, T. (Thorsten), Khaw, K.-T. (Kay-Tee), Khor, C. C. (Chiea Chuen), de Kleijn, D. P. (Dominique P. V.), Koh, W.-P. (Woon-Puay), Kolcic, I. (Ivana), Kraft, P. (Peter), Kramer, B. K. (Bernhard K.), Kutalik, Z. (Zoltan), Kuusisto, J. (Johanna), Langenberg, C. (Claudia), Launer, L. J. (Lenore J.), Lawlor, D. A. (Deborah A.), Lee, I.-T. (I-Te), Lee, W.-J. (Wen-Jane), Lerch, M. M. (Markus M.), Li, L. (Liming), Liu, J. (Jianjun), Loh, M. (Marie), London, S. J. (Stephanie J.), Loomis, S. (Stephanie), Lu, Y. (Yingchang), Luan, J. (Jian'an), Magi, R. (Reedik), Manichaikul, A. W. (Ani W.), Manunta, P. (Paolo), Masson, G. (Gisli), Matoba, N. (Nana), Mei, X. W. (Xue W.), Meisinger, C. (Christa), Meitinger, T. (Thomas), Mezzavilla, M. (Massimo), Milani, L. (Lili), Millwood, I. Y. (Iona Y.), Momozawa, Y. (Yukihide), Moore, A. (Amy), Morange, P.-E. (Pierre-Emmanuel), Moreno-Macias, H. (Hortensia), Mori, T. A. (Trevor A.), Morrison, A. C. (Alanna C.), Muka, T. (Taulant), Murakami, Y. (Yoshinori), Murray, A. D. (Alison D.), de Mutsert, R. (Renee), Mychaleckyj, J. C. (Josyf C.), Nalls, M. A. (Mike A.), Nauck, M. (Matthias), Neville, M. J. (Matt J.), Nolte, I. M. (Ilja M.), Ong, K. K. (Ken K.), Orozco, L. (Lorena), Padmanabhan, S. (Sandosh), Palsson, G. (Gunnar), Pankow, J. S. (James S.), Pattaro, C. (Cristian), Pattie, A. (Alison), Polasek, O. (Ozren), Poulter, N. (Neil), Pramstaller, P. P. (Peter P.), Quintana-Murci, L. (Lluis), Raikkonen, K. (Katri), Ralhan, S. (Sarju), Rao, D. C. (Dabeeru C.), van Rheenen, W. (Wouter), Rich, S. S. (Stephen S.), Ridker, P. M. (Paul M.), Rietveld, C. A. (Cornelius A.), Robino, A. (Antonietta), van Rooij, F. J. (Frank J. A.), Ruggiero, D. (Daniela), Saba, Y. (Yasaman), Sabanayagam, C. (Charumathi), Sabater-Lleal, M. (Maria), Felicita Sala, C. (Cinzia), Salomaa, V. (Veikko), Sandow, K. (Kevin), Schmidt, H. (Helena), Scott, L. J. (Laura J.), Scott, W. R. (William R.), Sedaghati-Khayat, B. (Bahareh), Sennblad, B. (Bengt), van Setten, J. (Jessica), Sever, P. J. (Peter J.), Sheu, W. H. (Wayne H-H), Shi, Y. (Yuan), Shrestha, S. (Smeeta), Shukla, S. R. (Sharvari Rahul), Sigurdsson, J. K. (Jon K.), Sikka, T. T. (Timo Tonis), Singh, J. R. (Jai Rup), Smith, B. H. (Blair H.), Stancakova, A. (Alena), Stanton, A. (Alice), Starr, J. M. (John M.), Stefansdottir, L. (Lilja), Straker, L. (Leon), Sulem, P. (Patrick), Sveinbjornsson, G. (Gardar), Swertz, M. A. (Morris A.), Taylor, A. M. (Adele M.), Taylor, K. D. (Kent D.), Terzikhan, N. (Natalie), Tham, Y.-C. (Yih-Chung), Thorleifsson, G. (Gudmar), Thorsteinsdottir, U. (Unnur), Tillander, A. (Annika), Tracy, R. P. (Russell P.), Tusie-Luna, T. (Teresa), Tzoulaki, I. (Ioanna), Vaccargiu, S. (Simona), Vangipurapu, J. (Jagadish), Veldink, J. H. (Jan H.), Vitart, V. (Veronique), Volker, U. (Uwe), Vuoksimaa, E. (Eero), Wakil, S. M. (Salma M.), Waldenberger, M. (Melanie), Wander, G. S. (Gurpreet S.), Wang, Y. X. (Ya Xing), Wareham, N. J. (Nicholas J.), Wild, S. (Sarah), Yajnik, C. S. (Chittaranjan S.), Yuan, J.-M. (Jian-Min), Zeng, L. (Lingyao), Zhang, L. (Liang), Zhou, J. (Jie), Amin, N. (Najaf), Asselbergs, F. W. (Folkert W.), Bakker, S. J. (Stephan J. L.), Becker, D. M. (Diane M.), Lehne, B. (Benjamin), Bennett, D. A. (David A.), van den Berg, L. H. (Leonard H.), Berndt, S. I. (Sonja I.), Bharadwaj, D. (Dwaipayan), Bielak, L. F. (Lawrence F.), Bochud, M. (Murielle), Boehnke, M. (Mike), Bouchard, C. (Claude), Bradfield, J. P. (Jonathan P.), Brody, J. A. (Jennifer A.), Campbell, A. (Archie), Carmi, S. (Shai), Caulfield, M. J. (Mark J.), Cesarini, D. (David), Chambers, J. C. (John C.), Chandak, G. R. (Giriraj Ratan), Cheng, C.-Y. (Ching-Yu), Ciullo, M. (Marina), Cornelis, M. (Marilyn), Cusi, D. (Daniele), Smith, G. D. (George Davey), Deary, I. J. (Ian J.), Dorajoo, R. (Rajkumar), van Duijn, C. M. (Cornelia M.), Ellinghaus, D. (David), Erdmann, J. (Jeanette), Eriksson, J. G. (Johan G.), Evangelou, E. (Evangelos), Evans, M. K. (Michele K.), Faul, J. D. (Jessica D.), Feenstra, B. (Bjarke), Feitosa, M. (Mary), Foisy, S. (Sylvain), Franke, A. (Andre), Friedlander, Y. (Yechiel), Gasparini, P. (Paolo), Gieger, C. (Christian), Gonzalez, C. (Clicerio), Goyette, P. (Philippe), Grant, S. F. (Struan F. A.), Griffiths, L. R. (Lyn R.), Groop, L. (Leif), Gudnason, V. (Vilmundur), Gyllensten, U. (Ulf), Hakonarson, H. (Hakon), Hamsten, A. (Anders), van der Harst, P. (Pim), Heng, C.-K. (Chew-Kiat), Hicks, A. A. (Andrew A.), Hochner, H. (Hagit), Huikuri, H. (Heikki), Hunt, S. C. (Steven C.), Jaddoe, V. W. (Vincent W. V.), De Jager, P. L. (Philip L.), Johannesson, M. (Magnus), Johansson, A. (Asa), Jonas, J. B. (Jost B.), Jukema, J. W. (J. Wouter), Junttila, J. (Juhani), Kaprio, J. (Jaakko), Kardia, S. L. (Sharon L. R.), Karpe, F. (Fredrik), Kumari, M. (Meena), Laakso, M. (Markku), van der Laan, S. W. (Sander W.), Lahti, J. (Jari), Laudes, M. (Matthias), Lea, R. A. (Rodney A.), Lieb, W. (Wolfgang), Lumley, T. (Thomas), Martin, N. G. (Nicholas G.), Marz, W. (Winfried), Matullo, G. (Giuseppe), McCarthy, M. I. (Mark I.), Medland, S. E. (Sarah E.), Merriman, T. R. (Tony R.), Metspalu, A. (Andres), Meyer, B. F. (Brian F.), Mohlke, K. L. (Karen L.), Montgomery, G. W. (Grant W.), Mook-Kanamori, D. (Dennis), Munroe, P. B. (Patricia B.), North, K. E. (Kari E.), Nyholt, D. R. (Dale R.), O'connell, J. R. (Jeffery R.), Ober, C. (Carole), Oldehinkel, A. J. (Albertine J.), Palmas, W. (Walter), Palmer, C. (Colin), Pasterkamp, G. G. (Gerard G.), Patin, E. (Etienne), Pennell, C. E. (Craig E.), Perusse, L. (Louis), Peyser, P. A. (Patricia A.), Pirastu, M. (Mario), Polderman, T. J. (Tinca J. C.), Porteous, D. J. (David J.), Posthuma, D. (Danielle), Psaty, B. M. (Bruce M.), Rioux, J. D. (John D.), Rivadeneira, F. (Fernando), Rotimi, C. (Charles), Rotter, J. I. (Jerome I.), Rudan, I. (Igor), Den Ruijter, H. M. (Hester M.), Sanghera, D. K. (Dharambir K.), Sattar, N. (Naveed), Schmidt, R. (Reinhold), Schulze, M. B. (Matthias B.), Schunkert, H. (Heribert), Scott, R. A. (Robert A.), Shuldiner, A. R. (Alan R.), Sim, X. (Xueling), Small, N. (Neil), Smith, J. A. (Jennifer A.), Sotoodehnia, N. (Nona), Tai, E.-S. (E-Shyong), Teumer, A. (Alexander), Timpson, N. J. (Nicholas J.), Toniolo, D. (Daniela), Tregouet, D.-A. (David-Alexandre), Tuomi, T. (Tiinamaija), Vollenweider, P. (Peter), Wang, C. A. (Carol A.), Weir, D. R. (David R.), Whitfield, J. B. (John B.), Wijmenga, C. (Cisca), Wong, T.-Y. (Tien-Yin), Wright, J. (John), Yang, J. (Jingyun), Yu, L. (Lei), Zemel, B. S. (Babette S.), Zonderman, A. B. (Alan B.), Perola, M. (Markus), Magnusson, P. K. (Patrik K. E.), Uitterlinden, A. G. (Andre G.), Kooner, J. S. (Jaspal S.), Chasman, D. I. (Daniel I.), Loos, R. J. (Ruth J. F.), Franceschini, N. (Nora), Franke, L. (Lude), Haley, C. S. (Chris S.), Hayward, C. (Caroline), Walters, R. G. (Robin G.), Perry, J. R. (John R. B.), Esko, T. (Tonu), Helgason, A. (Agnar), Stefansson, K. (Kari), Joshi, P. K. (Peter K.), Kubo, M. (Michiaki), Wilson, J. F. (James F.), Clark, D. W. (David W.), Okada, Y. (Yukinori), Moore, K. H. (Kristjan H. S.), Mason, D. (Dan), Pirastu, N. (Nicola), Gandin, I. (Ilaria), Mattsson, H. (Hannele), Barnes, C. L. (Catriona L. K.), Lin, K. (Kuang), Zhao, J. H. (Jing Hua), Deelen, P. (Patrick), Rohde, R. (Rebecca), Schurmann, C. (Claudia), Guo, X. (Xiuqing), Giulianini, F. (Franco), Zhang, W. (Weihua), Medina-Gomez, C. (Carolina), Karlsson, R. (Robert), Bao, Y. (Yanchun), Bartz, T. M. (Traci M.), Baumbach, C. (Clemens), Biino, G. (Ginevra), Bixley, M. J. (Matthew J.), Brumat, M. (Marco), Chai, J.-F. (Jin-Fang), Corre, T. (Tanguy), Cousminer, D. L. (Diana L.), Dekker, A. M. (Annelot M.), Eccles, D. A. (David A.), Van Eijk, K. R. (Kristel R.), Fuchsberger, C. (Christian), Gao, H. (He), Germain, M. (Marine), Gordon, S. D. (Scott D.), de Haan, H. G. (Hugoline G.), Harris, S. E. (Sarah E.), Hofer, E. (Edith), Huerta-Chagoya, A. (Alicia), Igartua, C. (Catherine), Jansen, I. E. (Iris E.), Jia, Y. (Yucheng), Kacprowski, T. (Tim), Karlsson, T. (Torgny), Kleber, M. E. (Marcus E.), Li, S. A. (Shengchao Alfred), Li-Gao, R. (Ruifang), Mahajan, A. (Anubha), Matsuda, K. (Koichi), Meidtner, K. (Karina), Meng, W. (Weihua), Montasser, M. E. (May E.), van der Most, P. J. (Peter J.), Munz, M. (Matthias), Nutile, T. (Teresa), Palviainen, T. (Teemu), Prasad, G. (Gauri), Prasad, R. B. (Rashmi B.), Priyanka, T. D. (Tallapragada Divya Sri), Rizzi, F. (Federica), Salvi, E. (Erika), Sapkota, B. R. (Bishwa R.), Shriner, D. (Daniel), Skotte, L. (Line), Smart, M. C. (Melissa C.), Smith, A. V. (Albert Vernon), van der Spek, A. (Ashley), Spracklen, C. N. (Cassandra N.), Strawbridge, R. J. (Rona J.), Tajuddin, S. M. (Salman M.), Trompet, S. (Stella), Turman, C. (Constance), Verweij, N. (Niek), Viberti, C. (Clara), Wang, L. (Lihua), Warren, H. R. (Helen R.), Wootton, R. E. (Robyn E.), Yanek, L. R. (Lisa R.), Yao, J. (Jie), Yousri, N. A. (Noha A.), Zhao, W. (Wei), Adeyemo, A. A. (Adebowale A.), Afaq, S. (Saima), Alberto Aguilar-Salinas, C. (Carlos), Akiyama, M. (Masato), Albert, M. L. (Matthew L.), Allison, M. A. (Matthew A.), Alver, M. (Maris), Aung, T. (Tin), Azizi, F. (Fereidoun), Bentley, A. R. (Amy R.), Boeing, H. (Heiner), Boerwinkle, E. (Eric), Borja, J. B. (Judith B.), de Borst, G. J. (Gert J.), Bottinger, E. P. (Erwin P.), Broer, L. (Linda), Campbell, H. (Harry), Chanock, S. (Stephen), Chee, M.-L. (Miao-Li), Chen, G. (Guanjie), Chen, Y. I. (Yii-Der I.), Chen, Z. (Zhengming), Chiu, Y.-F. (Yen-Feng), Cocca, M. (Massimiliano), Collins, F. S. (Francis S.), Concas, M. P. (Maria Pina), Corley, J. (Janie), Cugliari, G. (Giovanni), Van Dam, R. M. (Rob M.), Damulina, A. (Anna), Daneshpour, M. S. (Maryam S.), Day, F. R. (Felix R.), Delgado, G. E. (Graciela E.), Dhana, K. (Klodian), Doney, A. S. (Alexander S. F.), Doerr, M. (Marcus), Doumatey, A. P. (Ayo P.), Dzimiri, N. (Nduna), Ebenesersdottir, S. S. (S. Sunna), Elliott, J. (Joshua), Elliott, P. (Paul), Ewert, R. (Ralf), Felix, J. F. (Janine F.), Fischer, K. (Krista), Freedman, B. I. (Barry I.), Girotto, G. (Giorgia), Goel, A. (Anuj), Gogele, M. (Martin), Goodarzi, M. O. (Mark O.), Graff, M. (Mariaelisa), Granot-Hershkovitz, E. (Einat), Grodstein, F. (Francine), Guarrera, S. (Simonetta), Gudbjartsson, D. F. (Daniel F.), Guity, K. (Kamran), Gunnarsson, B. (Bjarni), Guo, Y. (Yu), Hagenaars, S. P. (Saskia P.), Haiman, C. A. (Christopher A.), Halevy, A. (Avner), Harris, T. B. (Tamara B.), Hedayati, M. (Mehdi), van Heel, D. A. (David A.), Hirata, M. (Makoto), Hofer, I. (Imo), Hsiung, C. A. (Chao Agnes), Huang, J. (Jinyan), Hung, Y.-J. (Yi-Jen), Ikram, M. A. (M. Arfan), Jagadeesan, A. (Anuradha), Jousilahti, P. (Pekka), Kamatani, Y. (Yoichiro), Kanai, M. (Masahiro), Kerrison, N. D. (Nicola D.), Kessler, T. (Thorsten), Khaw, K.-T. (Kay-Tee), Khor, C. C. (Chiea Chuen), de Kleijn, D. P. (Dominique P. V.), Koh, W.-P. (Woon-Puay), Kolcic, I. (Ivana), Kraft, P. (Peter), Kramer, B. K. (Bernhard K.), Kutalik, Z. (Zoltan), Kuusisto, J. (Johanna), Langenberg, C. (Claudia), Launer, L. J. (Lenore J.), Lawlor, D. A. (Deborah A.), Lee, I.-T. (I-Te), Lee, W.-J. (Wen-Jane), Lerch, M. M. (Markus M.), Li, L. (Liming), Liu, J. (Jianjun), Loh, M. (Marie), London, S. J. (Stephanie J.), Loomis, S. (Stephanie), Lu, Y. (Yingchang), Luan, J. (Jian'an), Magi, R. (Reedik), Manichaikul, A. W. (Ani W.), Manunta, P. (Paolo), Masson, G. (Gisli), Matoba, N. (Nana), Mei, X. W. (Xue W.), Meisinger, C. (Christa), Meitinger, T. (Thomas), Mezzavilla, M. (Massimo), Milani, L. (Lili), Millwood, I. Y. (Iona Y.), Momozawa, Y. (Yukihide), Moore, A. (Amy), Morange, P.-E. (Pierre-Emmanuel), Moreno-Macias, H. (Hortensia), Mori, T. A. (Trevor A.), Morrison, A. C. (Alanna C.), Muka, T. (Taulant), Murakami, Y. (Yoshinori), Murray, A. D. (Alison D.), de Mutsert, R. (Renee), Mychaleckyj, J. C. (Josyf C.), Nalls, M. A. (Mike A.), Nauck, M. (Matthias), Neville, M. J. (Matt J.), Nolte, I. M. (Ilja M.), Ong, K. K. (Ken K.), Orozco, L. (Lorena), Padmanabhan, S. (Sandosh), Palsson, G. (Gunnar), Pankow, J. S. (James S.), Pattaro, C. (Cristian), Pattie, A. (Alison), Polasek, O. (Ozren), Poulter, N. (Neil), Pramstaller, P. P. (Peter P.), Quintana-Murci, L. (Lluis), Raikkonen, K. (Katri), Ralhan, S. (Sarju), Rao, D. C. (Dabeeru C.), van Rheenen, W. (Wouter), Rich, S. S. (Stephen S.), Ridker, P. M. (Paul M.), Rietveld, C. A. (Cornelius A.), Robino, A. (Antonietta), van Rooij, F. J. (Frank J. A.), Ruggiero, D. (Daniela), Saba, Y. (Yasaman), Sabanayagam, C. (Charumathi), Sabater-Lleal, M. (Maria), Felicita Sala, C. (Cinzia), Salomaa, V. (Veikko), Sandow, K. (Kevin), Schmidt, H. (Helena), Scott, L. J. (Laura J.), Scott, W. R. (William R.), Sedaghati-Khayat, B. (Bahareh), Sennblad, B. (Bengt), van Setten, J. (Jessica), Sever, P. J. (Peter J.), Sheu, W. H. (Wayne H-H), Shi, Y. (Yuan), Shrestha, S. (Smeeta), Shukla, S. R. (Sharvari Rahul), Sigurdsson, J. K. (Jon K.), Sikka, T. T. (Timo Tonis), Singh, J. R. (Jai Rup), Smith, B. H. (Blair H.), Stancakova, A. (Alena), Stanton, A. (Alice), Starr, J. M. (John M.), Stefansdottir, L. (Lilja), Straker, L. (Leon), Sulem, P. (Patrick), Sveinbjornsson, G. (Gardar), Swertz, M. A. (Morris A.), Taylor, A. M. (Adele M.), Taylor, K. D. (Kent D.), Terzikhan, N. (Natalie), Tham, Y.-C. (Yih-Chung), Thorleifsson, G. (Gudmar), Thorsteinsdottir, U. (Unnur), Tillander, A. (Annika), Tracy, R. P. (Russell P.), Tusie-Luna, T. (Teresa), Tzoulaki, I. (Ioanna), Vaccargiu, S. (Simona), Vangipurapu, J. (Jagadish), Veldink, J. H. (Jan H.), Vitart, V. (Veronique), Volker, U. (Uwe), Vuoksimaa, E. (Eero), Wakil, S. M. (Salma M.), Waldenberger, M. (Melanie), Wander, G. S. (Gurpreet S.), Wang, Y. X. (Ya Xing), Wareham, N. J. (Nicholas J.), Wild, S. (Sarah), Yajnik, C. S. (Chittaranjan S.), Yuan, J.-M. (Jian-Min), Zeng, L. (Lingyao), Zhang, L. (Liang), Zhou, J. (Jie), Amin, N. (Najaf), Asselbergs, F. W. (Folkert W.), Bakker, S. J. (Stephan J. L.), Becker, D. M. (Diane M.), Lehne, B. (Benjamin), Bennett, D. A. (David A.), van den Berg, L. H. (Leonard H.), Berndt, S. I. (Sonja I.), Bharadwaj, D. (Dwaipayan), Bielak, L. F. (Lawrence F.), Bochud, M. (Murielle), Boehnke, M. (Mike), Bouchard, C. (Claude), Bradfield, J. P. (Jonathan P.), Brody, J. A. (Jennifer A.), Campbell, A. (Archie), Carmi, S. (Shai), Caulfield, M. J. (Mark J.), Cesarini, D. (David), Chambers, J. C. (John C.), Chandak, G. R. (Giriraj Ratan), Cheng, C.-Y. (Ching-Yu), Ciullo, M. (Marina), Cornelis, M. (Marilyn), Cusi, D. (Daniele), Smith, G. D. (George Davey), Deary, I. J. (Ian J.), Dorajoo, R. (Rajkumar), van Duijn, C. M. (Cornelia M.), Ellinghaus, D. (David), Erdmann, J. (Jeanette), Eriksson, J. G. (Johan G.), Evangelou, E. (Evangelos), Evans, M. K. (Michele K.), Faul, J. D. (Jessica D.), Feenstra, B. (Bjarke), Feitosa, M. (Mary), Foisy, S. (Sylvain), Franke, A. (Andre), Friedlander, Y. (Yechiel), Gasparini, P. (Paolo), Gieger, C. (Christian), Gonzalez, C. (Clicerio), Goyette, P. (Philippe), Grant, S. F. (Struan F. A.), Griffiths, L. R. (Lyn R.), Groop, L. (Leif), Gudnason, V. (Vilmundur), Gyllensten, U. (Ulf), Hakonarson, H. (Hakon), Hamsten, A. (Anders), van der Harst, P. (Pim), Heng, C.-K. (Chew-Kiat), Hicks, A. A. (Andrew A.), Hochner, H. (Hagit), Huikuri, H. (Heikki), Hunt, S. C. (Steven C.), Jaddoe, V. W. (Vincent W. V.), De Jager, P. L. (Philip L.), Johannesson, M. (Magnus), Johansson, A. (Asa), Jonas, J. B. (Jost B.), Jukema, J. W. (J. Wouter), Junttila, J. (Juhani), Kaprio, J. (Jaakko), Kardia, S. L. (Sharon L. R.), Karpe, F. (Fredrik), Kumari, M. (Meena), Laakso, M. (Markku), van der Laan, S. W. (Sander W.), Lahti, J. (Jari), Laudes, M. (Matthias), Lea, R. A. (Rodney A.), Lieb, W. (Wolfgang), Lumley, T. (Thomas), Martin, N. G. (Nicholas G.), Marz, W. (Winfried), Matullo, G. (Giuseppe), McCarthy, M. I. (Mark I.), Medland, S. E. (Sarah E.), Merriman, T. R. (Tony R.), Metspalu, A. (Andres), Meyer, B. F. (Brian F.), Mohlke, K. L. (Karen L.), Montgomery, G. W. (Grant W.), Mook-Kanamori, D. (Dennis), Munroe, P. B. (Patricia B.), North, K. E. (Kari E.), Nyholt, D. R. (Dale R.), O'connell, J. R. (Jeffery R.), Ober, C. (Carole), Oldehinkel, A. J. (Albertine J.), Palmas, W. (Walter), Palmer, C. (Colin), Pasterkamp, G. G. (Gerard G.), Patin, E. (Etienne), Pennell, C. E. (Craig E.), Perusse, L. (Louis), Peyser, P. A. (Patricia A.), Pirastu, M. (Mario), Polderman, T. J. (Tinca J. C.), Porteous, D. J. (David J.), Posthuma, D. (Danielle), Psaty, B. M. (Bruce M.), Rioux, J. D. (John D.), Rivadeneira, F. (Fernando), Rotimi, C. (Charles), Rotter, J. I. (Jerome I.), Rudan, I. (Igor), Den Ruijter, H. M. (Hester M.), Sanghera, D. K. (Dharambir K.), Sattar, N. (Naveed), Schmidt, R. (Reinhold), Schulze, M. B. (Matthias B.), Schunkert, H. (Heribert), Scott, R. A. (Robert A.), Shuldiner, A. R. (Alan R.), Sim, X. (Xueling), Small, N. (Neil), Smith, J. A. (Jennifer A.), Sotoodehnia, N. (Nona), Tai, E.-S. (E-Shyong), Teumer, A. (Alexander), Timpson, N. J. (Nicholas J.), Toniolo, D. (Daniela), Tregouet, D.-A. (David-Alexandre), Tuomi, T. (Tiinamaija), Vollenweider, P. (Peter), Wang, C. A. (Carol A.), Weir, D. R. (David R.), Whitfield, J. B. (John B.), Wijmenga, C. (Cisca), Wong, T.-Y. (Tien-Yin), Wright, J. (John), Yang, J. (Jingyun), Yu, L. (Lei), Zemel, B. S. (Babette S.), Zonderman, A. B. (Alan B.), Perola, M. (Markus), Magnusson, P. K. (Patrik K. E.), Uitterlinden, A. G. (Andre G.), Kooner, J. S. (Jaspal S.), Chasman, D. I. (Daniel I.), Loos, R. J. (Ruth J. F.), Franceschini, N. (Nora), Franke, L. (Lude), Haley, C. S. (Chris S.), Hayward, C. (Caroline), Walters, R. G. (Robin G.), Perry, J. R. (John R. B.), Esko, T. (Tonu), Helgason, A. (Agnar), Stefansson, K. (Kari), Joshi, P. K. (Peter K.), Kubo, M. (Michiaki), and Wilson, J. F. (James F.)

Abstract

In many species, the offspring of related parents suffer reduced reproductive success, a phenomenon known as inbreeding depression. In humans, the importance of this effect has remained unclear, partly because reproduction between close relatives is both rare and frequently associated with confounding social factors. Here, using genomic inbreeding coefficients (FROH) for >1.4 million individuals, we show that FROH is significantly associated (p < 0.0005) with apparently deleterious changes in 32 out of 100 traits analysed. These changes are associated with runs of homozygosity (ROH), but not with common variant homozygosity, suggesting that genetic variants associated with inbreeding depression are predominantly rare. The effect on fertility is striking: FROH equivalent to the offspring of first cousins is associated with a 55% decrease [95% CI 44–66%] in the odds of having children. Finally, the effects of FROH are confirmed within full-sibling pairs, where the variation in FROH is independent of all environmental confounding.

Published
2019

10. Rare and low-frequency coding variants alter human adult height

Author

Marouli, E. (Eirini), Graff, M.J. (Maud J.L.), Medina-Gomez, C. (Carolina), Lo, K.S., Wood, A.R. (Andrew), Kjaer, T.R. (Troels R.), Fine, R.S. (Rebecca S.), Lu, Y. (Yingchang), Schurmann, C. (Claudia), Highland, H. (Heather), Rüeger, S. (Sina), Thorleifsson, G. (Gudmar), Justice, A.E. (Anne), Lamparter, D. (David), Stirrups, K. (Kathy), Turcot, V. (Valérie), Young, K.L. (Kristin L.), Winkler, T.W. (Thomas W.), Esko, T. (Tõnu), Karaderi, T. (Tugce), Locke, A. (Adam), Masca, N.G.D. (Nicholas G.D.), Ng, M.C.Y. (Maggie C.Y.), Mudgal, P. (Poorva), Rivas, M.A. (Manuel), Vedantam, S. (Sailaja), Mahajan, A. (Anubha), Guo, X. (Xiuqing), Abecasis, G.R. (Gonçalo), Aben, K.K.H. (Katja), Adair, L.S. (Linda), Alam, D.S. (Dewan S.), Albrecht, E. (Eva), Allin, K.H. (Kristine H), Allison, M.A. (Matthew), Amouyel, P. (Philippe), Appel, E.V. (Emil V.), Arveiler, D. (Dominique), Asselbergs, F.W. (Folkert), Auer, P. (Paul), Balkau, B. (Beverley), Banas, B. (Bernhard), Bang, L.E. (Lia E.), Benn, M. (Marianne), Bergmann, S. (Sven), Bielak, L.F. (Lawrence F.), Blüher, M. (Matthias), Boeing, H. (Heiner), Boerwinkle, E.A. (Eric), Böger, C.A. (Carsten), Bonnycastle, L.L. (Lori), Bork-Jensen, J. (Jette), Bots, M.L. (Michiel), Bottinger, E.P. (Erwin), Bowden, D.W. (Donald), Brandslund, I. (Ivan), Breen, G. (Gerome), Brilliant, M.H. (Murray H.), Broer, L. (Linda), Burt, A.D. (Alastair), Butterworth, A.S. (Adam), Carey, D.J. (David J.), Caulfield, M. (Mark), Chambers, J.C. (John), Chasman, D.I. (Daniel), Chen, Y.-D.I. (Yii-Der Ida), Chowdhury, R. (Rajiv), Christensen, C. (Cramer), Chu, A.Y. (Audrey), Cocca, M. (Massimiliano), Collins, F.S. (Francis), Cook, J.P. (James P.), Corley, J. (Janie), Galbany, J.C. (Jordi Corominas), Cox, A.J. (Amanda J.), Cuellar-Partida, G. (Gabriel), Danesh, J. (John), Davies, G. (Gail), Bakker, P.I.W. (Paul) de, Borst, G.J. (Gert) de, De Denus, S. (Simon), De Groot, M.C.H. (Mark C.H.), Mutsert, R. (Reneé) de, Deary, I.J. (Ian), Dedoussis, G.V. (George), Demerath, E.W. (Ellen), Hollander, A.I. (Anneke), Dennis, J. (Joe), Angelantonio, E. (Emanuele) di, Drenos, F. (Fotios), Du, M. (Mengmeng), Dunning, A.M. (Alison M.), Easton, D.F. (Douglas), Ebeling, T. (Tapani), Edwards, T.L. (Todd L.), Ellinor, P.T. (Patrick), Elliott, P. (Paul), Evangelou, E. (Evangelos), Farmaki, A.-E. (Aliki-Eleni), Faul, J.D. (Jessica D.), Feitosa, M.F. (Mary Furlan), Feng, S. (Shuang), Ferrannini, E. (Ele), Ferrario, M.M. (Marco M.), Ferrieres, J. (Jean), Florez, J.C. (Jose), Ford, I., Fornage, M. (Myriam), Franks, P.W. (Paul), Frikke-Schmidt, R. (Ruth), Galesloot, T.E. (Tessel), Gan, W. (Wei), Gandin, I. (Ilaria), Gasparini, P. (Paolo), Giedraitis, V. (Vilmantas), Giri, A. (Ayush), Girotto, S., Gordon, S.D. (Scott D.), Gordon-Larsen, P. (Penny), Gorski, M. (Mathias), Grarup, N. (Niels), Grove, M.L. (Megan), Gudnason, V. (Vilmundur), Gustafsson, S. (Stefan), Hansen, T. (T.), Harris, K.M. (Kathleen Mullan), Harris, T.B. (Tamara), Hattersley, A.T. (Andrew), Hayward, C. (Caroline), He, L. (Liang), Heid, I.M. (Iris), Heikkilä, K. (Kauko), Helgeland, Ø. (Øyvind), Hernesniemi, J. (Jussi), Hewit, A.W. (Alex), Hocking, L.J. (Lynne), Hollensted, M. (Mette), Holmen, O.L. (Oddgeir), Hovingh, G.K. (Kees), Howson, J.M.M. (Joanna M.M.), Hoyng, C.B. (Carel), Huang, P.L. (Paul L.), Hveem, K. (Kristian), Ikram, M.K. (Kamran), Ingelsson, E. (Erik), Jackson, A.U. (Anne), Jansson, J.-H. (Jan-Håkan), Jarvik, G.P. (Gail), Jensen, G.B. (Gorm B.), Jhun, M.A. (Min A.), Jia, Y. (Yucheng), Jiang, X. (Xuejuan), Johansson, S. (Stefan), Jørgensen, M.E. (Marit E.), Jorgensen, T. (Torben), Jousilahti, P. (Pekka), Jukema, J.W. (Jan Wouter), Kahali, B. (Bratati), Kahn, R. (René), Kähönen, M. (Mika), Kamstrup, P.R. (Pia R.), Kanoni, S. (Stavroula), Kaprio, J. (Jaakko), Karaleftheri, M. (Maria), Kardia, S.L.R. (Sharon L.R.), Karpe, F. (Fredrik), Kee, F. (Frank), Keeman, J.N., Kiemeney, L.A.L.M. (Bart), Kitajima, H. (Hidetoshi), Kluivers, K.B. (Kirsten B.), Kocher, T., Komulainen, P. (Pirjo), Kontto, J. (Jukka), Kooner, J.S. (Jaspal S.), Kooperberg, C. (Charles), Kovacs, P. (Peter), Kriebel, J. (Jennifer), Kuivaniemi, H. (Helena), Küry, S. (Sébastien), Kuusisto, J. (Johanna), La Bianca, M. (Martina), Laakso, M. (Markku), Lakka, T.A. (Timo), Lange, E.M. (Ethan), Lange, L.A. (Leslie), Langefeld, C.D. (Carl), Langenberg, C. (Claudia), Larson, E.B. (Eric B.), Lee, I.-T. (I-Te), Lehtimäki, T. (Terho), Lewis, C.E. (Cora E.), Li, H. (Huaixing), Li, J. (Jin), Li-Gao, R. (Ruifang), Lin, H. (Honghuang), Lin, L.-A. (Li-An), Lin, X. (Xu), Kao, W.H.L. (Wen), Lindström, J. (Jaana), Linneberg, A. (Allan), Liu, Y. (Yeheng), Liu, Y. (YongMei), Lophatananon, A. (Artitaya), Luan, J. (Jian'An), Lubitz, S.A. (Steven), Lyytikäinen, L.-P. (Leo-Pekka), Mackey, D.A. (David A.), Madden, P.A. (Pamela), Manning, A.K. (Alisa), Männistö, S. (Satu), Marenne, G. (Gaëlle), Marten, J. (Jonathan), Martin, N.G. (Nicholas), Mazul, A.L. (Angela L.), Meidtner, K. (Karina), Metspalu, A. (Andres), Mitchell, P. (Paul), Mohlke, K.L. (Karen), Mook-Kanamori, D.O. (Dennis), Morgan, A. (Anna), Morris, A.D. (Andrew D.), Morris, A.P. (Andrew), Müller-Nurasyid, M. (Martina), Munroe, P. (Patricia), Nalls, M.A. (Michael), Nauck, M. (Matthias), Nelson, C.P. (Christopher P.), Neville, M.J. (Matthew), Nielsen, S.F. (Sune), Nikus, K. (Kjell), Njolstad, P. (Pal), Nordestgaard, B.G. (Børge), Ntalla, I. (Ioanna), O'Connel, J.R. (Jeffrey R.), Oksa, H. (Heikki), Loohuis, L.M.O. (Loes M. Olde), Ophoff, R.A. (Roel), Owen, K.R. (Katharine R.), Packard, C.J. (Chris J.), Padmanabhan, S. (Sandosh), Palmer, C.N.A. (Colin), Pasterkamp, G. (Gerard), Patel, A.P. (Aniruddh), Pattie, A. (Alison), Pedersen, O. (Oluf), Peissig, P.L. (Peggy L.), Peloso, G.M. (Gina), Pennell, C.E. (Craig), Perola, M. (Markus), Perry, J.A. (James A.), Perry, J.R.B. (John R.B.), Person, A.D. (Anthony), Pirie, A. (Ailith), Polasek, O. (Ozren), Posthuma, D. (Danielle), Raitakari, O.T. (Olli T.), Rasheed, A. (Asif), Rauramaa, R. (Rainer), Reilly, D.F. (Dermot F.), Reiner, A. (Alexander), Renström, F. (Frida), Ridker, P.M. (Paul), Rioux, J.D. (John), Robertson, N.R. (Neil), Robino, A. (Antonietta), Rolandsson, O. (Olov), Rudan, I. (Igor), Ruth, K.S. (Katherine S.), Saleheen, D. (Danish), Salomaa, V. (Veikko), Samani, N.J. (Nilesh), Sandow, K. (Kevin), Sapkota, Y. (Yadav), Sattar, N. (Naveed), Schmidt, M.K. (Marjanka), Schreiner, P.J. (Pamela), Schulze, M.B. (Matthias B), Scott, R.A. (Robert), Segura-Lepe, M.P. (Marcelo P.), Shah, S.H. (Svati), Sim, X. (Xueling), Sivapalaratnam, S. (Suthesh), Small, K.S. (Kerrin), Smith, A.V. (Albert Vernon), Smith, J.A. (Jennifer A), Southam, L. (Lorraine), Spector, T.D. (Timothy), Speliotes, E.K. (Elizabeth K.), Starr, J.M. (John), Steinthorsdottir, V. (Valgerdur), Stringham, H.M. (Heather), Stumvoll, M. (Michael), Surendran, P. (Praveen), Hart't, L.M. (Leen M.), Tansey, K.E. (Katherine E.), Tardif, J.-C. (Jean-Claude), Taylor, K.D. (Kent), Teumer, A. (Alexander), Thompson, D. (Deborah), Thorsteinsdottir, U. (Unnur), Thuesen, B.H. (Betina H.), Tönjes, A. (Anke), Tromp, G. (Gerard), Trompet, S. (Stella), Tsafantakis, E. (Emmanouil), Tuomilehto, J. (Jaakko), Tybjaerg-Hansen, A. (Anne), Tyrer, J.P. (Jonathan), Uher, R., Uitterlinden, A.G. (André), Ulivi, S. (Sheila), Van Der Laan, S.W. (Sander W.), Van Der Leij, A.R. (Andries R.), Duijn, C.M. (Cornelia) van, Schoor, N.M. (Natasja) van, Setten, J. (Jessica) van, Varbo, A. (Anette), Varga, T.V. (Tibor V.), Varma, R. (Rohit), Velez Edwards, D.R. (Digna R.), Vermeulen, S.H.H.M. (Sita), Vestergaard, H. (Henrik), Vitart, V. (Veronique), Vogt, T.F. (Thomas F.), Vozzi, D. (Diego), Walker, M. (Mark), Wang, F. (Feijie), Wang, C.A. (Carol A.), Wang, S. (Shuai), Wang, Y. (Yiqin), Wareham, N.J. (Nicholas J.), Warren, H. (Helen), Wessel, J. (Jennifer), Willems, S.M. (Sara), Wilson, J.F. (James), Witte, D.R. (Deniel), Woods, M.O. (Michael), Wu, Y. (Ying), Yaghootkar, H. (Hanieh), Yao, J. (Jiefen), Yao, P. (Pang), Yerges-Armstrong, L.M. (Laura), Young, R. (Robin), Zeggini, E. (Eleftheria), Zhan, X. (Xiaowei), Zhang, W. (Weihua), Zhao, J.H. (Jing Hua), Zhao, W. (Wei), Zheng, H. (He), Zhou, W. (Wei), Rotter, J.I. (Jerome I.), Boehnke, M. (Michael), Kathiresan, S. (Sekar), McCarthy, M.I. (Mark I.), Willer, C.J. (Cristen), Zwart, J-A. (John-Anker), Borecki, I.B. (Ingrid), Liu, D. (Dajiang), North, K.E. (Kari), Heard-Costa, N.L. (Nancy), Pers, T.H. (Tune), Lindgren, C.M. (Cecilia M.), Oxvig, C. (Claus), Kutalik, Z. (Zoltán), Rivadeneira Ramirez, F. (Fernando), Loos, R.J.F. (Ruth), Frayling, T.M. (Timothy), Hirschhorn, J.N. (Joel), Deloukas, P. (Panos), Lettre, G. (Guillaume), Marouli, E. (Eirini), Graff, M.J. (Maud J.L.), Medina-Gomez, C. (Carolina), Lo, K.S., Wood, A.R. (Andrew), Kjaer, T.R. (Troels R.), Fine, R.S. (Rebecca S.), Lu, Y. (Yingchang), Schurmann, C. (Claudia), Highland, H. (Heather), Rüeger, S. (Sina), Thorleifsson, G. (Gudmar), Justice, A.E. (Anne), Lamparter, D. (David), Stirrups, K. (Kathy), Turcot, V. (Valérie), Young, K.L. (Kristin L.), Winkler, T.W. (Thomas W.), Esko, T. (Tõnu), Karaderi, T. (Tugce), Locke, A. (Adam), Masca, N.G.D. (Nicholas G.D.), Ng, M.C.Y. (Maggie C.Y.), Mudgal, P. (Poorva), Rivas, M.A. (Manuel), Vedantam, S. (Sailaja), Mahajan, A. (Anubha), Guo, X. (Xiuqing), Abecasis, G.R. (Gonçalo), Aben, K.K.H. (Katja), Adair, L.S. (Linda), Alam, D.S. (Dewan S.), Albrecht, E. (Eva), Allin, K.H. (Kristine H), Allison, M.A. (Matthew), Amouyel, P. (Philippe), Appel, E.V. (Emil V.), Arveiler, D. (Dominique), Asselbergs, F.W. (Folkert), Auer, P. (Paul), Balkau, B. (Beverley), Banas, B. (Bernhard), Bang, L.E. (Lia E.), Benn, M. (Marianne), Bergmann, S. (Sven), Bielak, L.F. (Lawrence F.), Blüher, M. (Matthias), Boeing, H. (Heiner), Boerwinkle, E.A. (Eric), Böger, C.A. (Carsten), Bonnycastle, L.L. (Lori), Bork-Jensen, J. (Jette), Bots, M.L. (Michiel), Bottinger, E.P. (Erwin), Bowden, D.W. (Donald), Brandslund, I. (Ivan), Breen, G. (Gerome), Brilliant, M.H. (Murray H.), Broer, L. (Linda), Burt, A.D. (Alastair), Butterworth, A.S. (Adam), Carey, D.J. (David J.), Caulfield, M. (Mark), Chambers, J.C. (John), Chasman, D.I. (Daniel), Chen, Y.-D.I. (Yii-Der Ida), Chowdhury, R. (Rajiv), Christensen, C. (Cramer), Chu, A.Y. (Audrey), Cocca, M. (Massimiliano), Collins, F.S. (Francis), Cook, J.P. (James P.), Corley, J. (Janie), Galbany, J.C. (Jordi Corominas), Cox, A.J. (Amanda J.), Cuellar-Partida, G. (Gabriel), Danesh, J. (John), Davies, G. (Gail), Bakker, P.I.W. (Paul) de, Borst, G.J. (Gert) de, De Denus, S. (Simon), De Groot, M.C.H. (Mark C.H.), Mutsert, R. (Reneé) de, Deary, I.J. (Ian), Dedoussis, G.V. (George), Demerath, E.W. (Ellen), Hollander, A.I. (Anneke), Dennis, J. (Joe), Angelantonio, E. (Emanuele) di, Drenos, F. (Fotios), Du, M. (Mengmeng), Dunning, A.M. (Alison M.), Easton, D.F. (Douglas), Ebeling, T. (Tapani), Edwards, T.L. (Todd L.), Ellinor, P.T. (Patrick), Elliott, P. (Paul), Evangelou, E. (Evangelos), Farmaki, A.-E. (Aliki-Eleni), Faul, J.D. (Jessica D.), Feitosa, M.F. (Mary Furlan), Feng, S. (Shuang), Ferrannini, E. (Ele), Ferrario, M.M. (Marco M.), Ferrieres, J. (Jean), Florez, J.C. (Jose), Ford, I., Fornage, M. (Myriam), Franks, P.W. (Paul), Frikke-Schmidt, R. (Ruth), Galesloot, T.E. (Tessel), Gan, W. (Wei), Gandin, I. (Ilaria), Gasparini, P. (Paolo), Giedraitis, V. (Vilmantas), Giri, A. (Ayush), Girotto, S., Gordon, S.D. (Scott D.), Gordon-Larsen, P. (Penny), Gorski, M. (Mathias), Grarup, N. (Niels), Grove, M.L. (Megan), Gudnason, V. (Vilmundur), Gustafsson, S. (Stefan), Hansen, T. (T.), Harris, K.M. (Kathleen Mullan), Harris, T.B. (Tamara), Hattersley, A.T. (Andrew), Hayward, C. (Caroline), He, L. (Liang), Heid, I.M. (Iris), Heikkilä, K. (Kauko), Helgeland, Ø. (Øyvind), Hernesniemi, J. (Jussi), Hewit, A.W. (Alex), Hocking, L.J. (Lynne), Hollensted, M. (Mette), Holmen, O.L. (Oddgeir), Hovingh, G.K. (Kees), Howson, J.M.M. (Joanna M.M.), Hoyng, C.B. (Carel), Huang, P.L. (Paul L.), Hveem, K. (Kristian), Ikram, M.K. (Kamran), Ingelsson, E. (Erik), Jackson, A.U. (Anne), Jansson, J.-H. (Jan-Håkan), Jarvik, G.P. (Gail), Jensen, G.B. (Gorm B.), Jhun, M.A. (Min A.), Jia, Y. (Yucheng), Jiang, X. (Xuejuan), Johansson, S. (Stefan), Jørgensen, M.E. (Marit E.), Jorgensen, T. (Torben), Jousilahti, P. (Pekka), Jukema, J.W. (Jan Wouter), Kahali, B. (Bratati), Kahn, R. (René), Kähönen, M. (Mika), Kamstrup, P.R. (Pia R.), Kanoni, S. (Stavroula), Kaprio, J. (Jaakko), Karaleftheri, M. (Maria), Kardia, S.L.R. (Sharon L.R.), Karpe, F. (Fredrik), Kee, F. (Frank), Keeman, J.N., Kiemeney, L.A.L.M. (Bart), Kitajima, H. (Hidetoshi), Kluivers, K.B. (Kirsten B.), Kocher, T., Komulainen, P. (Pirjo), Kontto, J. (Jukka), Kooner, J.S. (Jaspal S.), Kooperberg, C. (Charles), Kovacs, P. (Peter), Kriebel, J. (Jennifer), Kuivaniemi, H. (Helena), Küry, S. (Sébastien), Kuusisto, J. (Johanna), La Bianca, M. (Martina), Laakso, M. (Markku), Lakka, T.A. (Timo), Lange, E.M. (Ethan), Lange, L.A. (Leslie), Langefeld, C.D. (Carl), Langenberg, C. (Claudia), Larson, E.B. (Eric B.), Lee, I.-T. (I-Te), Lehtimäki, T. (Terho), Lewis, C.E. (Cora E.), Li, H. (Huaixing), Li, J. (Jin), Li-Gao, R. (Ruifang), Lin, H. (Honghuang), Lin, L.-A. (Li-An), Lin, X. (Xu), Kao, W.H.L. (Wen), Lindström, J. (Jaana), Linneberg, A. (Allan), Liu, Y. (Yeheng), Liu, Y. (YongMei), Lophatananon, A. (Artitaya), Luan, J. (Jian'An), Lubitz, S.A. (Steven), Lyytikäinen, L.-P. (Leo-Pekka), Mackey, D.A. (David A.), Madden, P.A. (Pamela), Manning, A.K. (Alisa), Männistö, S. (Satu), Marenne, G. (Gaëlle), Marten, J. (Jonathan), Martin, N.G. (Nicholas), Mazul, A.L. (Angela L.), Meidtner, K. (Karina), Metspalu, A. (Andres), Mitchell, P. (Paul), Mohlke, K.L. (Karen), Mook-Kanamori, D.O. (Dennis), Morgan, A. (Anna), Morris, A.D. (Andrew D.), Morris, A.P. (Andrew), Müller-Nurasyid, M. (Martina), Munroe, P. (Patricia), Nalls, M.A. (Michael), Nauck, M. (Matthias), Nelson, C.P. (Christopher P.), Neville, M.J. (Matthew), Nielsen, S.F. (Sune), Nikus, K. (Kjell), Njolstad, P. (Pal), Nordestgaard, B.G. (Børge), Ntalla, I. (Ioanna), O'Connel, J.R. (Jeffrey R.), Oksa, H. (Heikki), Loohuis, L.M.O. (Loes M. Olde), Ophoff, R.A. (Roel), Owen, K.R. (Katharine R.), Packard, C.J. (Chris J.), Padmanabhan, S. (Sandosh), Palmer, C.N.A. (Colin), Pasterkamp, G. (Gerard), Patel, A.P. (Aniruddh), Pattie, A. (Alison), Pedersen, O. (Oluf), Peissig, P.L. (Peggy L.), Peloso, G.M. (Gina), Pennell, C.E. (Craig), Perola, M. (Markus), Perry, J.A. (James A.), Perry, J.R.B. (John R.B.), Person, A.D. (Anthony), Pirie, A. (Ailith), Polasek, O. (Ozren), Posthuma, D. (Danielle), Raitakari, O.T. (Olli T.), Rasheed, A. (Asif), Rauramaa, R. (Rainer), Reilly, D.F. (Dermot F.), Reiner, A. (Alexander), Renström, F. (Frida), Ridker, P.M. (Paul), Rioux, J.D. (John), Robertson, N.R. (Neil), Robino, A. (Antonietta), Rolandsson, O. (Olov), Rudan, I. (Igor), Ruth, K.S. (Katherine S.), Saleheen, D. (Danish), Salomaa, V. (Veikko), Samani, N.J. (Nilesh), Sandow, K. (Kevin), Sapkota, Y. (Yadav), Sattar, N. (Naveed), Schmidt, M.K. (Marjanka), Schreiner, P.J. (Pamela), Schulze, M.B. (Matthias B), Scott, R.A. (Robert), Segura-Lepe, M.P. (Marcelo P.), Shah, S.H. (Svati), Sim, X. (Xueling), Sivapalaratnam, S. (Suthesh), Small, K.S. (Kerrin), Smith, A.V. (Albert Vernon), Smith, J.A. (Jennifer A), Southam, L. (Lorraine), Spector, T.D. (Timothy), Speliotes, E.K. (Elizabeth K.), Starr, J.M. (John), Steinthorsdottir, V. (Valgerdur), Stringham, H.M. (Heather), Stumvoll, M. (Michael), Surendran, P. (Praveen), Hart't, L.M. (Leen M.), Tansey, K.E. (Katherine E.), Tardif, J.-C. (Jean-Claude), Taylor, K.D. (Kent), Teumer, A. (Alexander), Thompson, D. (Deborah), Thorsteinsdottir, U. (Unnur), Thuesen, B.H. (Betina H.), Tönjes, A. (Anke), Tromp, G. (Gerard), Trompet, S. (Stella), Tsafantakis, E. (Emmanouil), Tuomilehto, J. (Jaakko), Tybjaerg-Hansen, A. (Anne), Tyrer, J.P. (Jonathan), Uher, R., Uitterlinden, A.G. (André), Ulivi, S. (Sheila), Van Der Laan, S.W. (Sander W.), Van Der Leij, A.R. (Andries R.), Duijn, C.M. (Cornelia) van, Schoor, N.M. (Natasja) van, Setten, J. (Jessica) van, Varbo, A. (Anette), Varga, T.V. (Tibor V.), Varma, R. (Rohit), Velez Edwards, D.R. (Digna R.), Vermeulen, S.H.H.M. (Sita), Vestergaard, H. (Henrik), Vitart, V. (Veronique), Vogt, T.F. (Thomas F.), Vozzi, D. (Diego), Walker, M. (Mark), Wang, F. (Feijie), Wang, C.A. (Carol A.), Wang, S. (Shuai), Wang, Y. (Yiqin), Wareham, N.J. (Nicholas J.), Warren, H. (Helen), Wessel, J. (Jennifer), Willems, S.M. (Sara), Wilson, J.F. (James), Witte, D.R. (Deniel), Woods, M.O. (Michael), Wu, Y. (Ying), Yaghootkar, H. (Hanieh), Yao, J. (Jiefen), Yao, P. (Pang), Yerges-Armstrong, L.M. (Laura), Young, R. (Robin), Zeggini, E. (Eleftheria), Zhan, X. (Xiaowei), Zhang, W. (Weihua), Zhao, J.H. (Jing Hua), Zhao, W. (Wei), Zheng, H. (He), Zhou, W. (Wei), Rotter, J.I. (Jerome I.), Boehnke, M. (Michael), Kathiresan, S. (Sekar), McCarthy, M.I. (Mark I.), Willer, C.J. (Cristen), Zwart, J-A. (John-Anker), Borecki, I.B. (Ingrid), Liu, D. (Dajiang), North, K.E. (Kari), Heard-Costa, N.L. (Nancy), Pers, T.H. (Tune), Lindgren, C.M. (Cecilia M.), Oxvig, C. (Claus), Kutalik, Z. (Zoltán), Rivadeneira Ramirez, F. (Fernando), Loos, R.J.F. (Ruth), Frayling, T.M. (Timothy), Hirschhorn, J.N. (Joel), Deloukas, P. (Panos), and Lettre, G. (Guillaume)

Abstract

Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1-2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of I

Published
2017
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13. Associations of autozygosity with a broad range of human phenotypes

Author

Dennis O. Mook-Kanamori, Salma M. Wakil, Lisa R. Yanek, Dominique P.V. de Kleijn, Gert J. de Borst, Alison D. Murray, Kamran Guity, Vincent W. V. Jaddoe, Mario Pirastu, Carole Ober, Giuseppe Matullo, Charles N. Rotimi, Daniela Ruggiero, Teresa Tusié-Luna, Wolfgang Lieb, Chew-Kiat Heng, John R. B. Perry, Hortensia Moreno-Macías, Jie Zhou, John M. Starr, Juhani Junttila, Lei Yu, Danielle Posthuma, Marcus Dörr, Yingchang Lu, Jonathan P. Bradfield, Einat Granot-Hershkovitz, Karina Meidtner, Wouter van Rheenen, T Esko, Maris Alver, Wen-Jane Lee, Zhengming Chen, Jennifer A. Brody, Paolo Gasparini, Yii-Der Ida Chen, Cinzia Sala, Peter P. Pramstaller, Gauri Prasad, Nana Matoba, Natalie Terzikhan, Simonetta Guarrera, Bjarke Feenstra, Peter Vollenweider, Smeeta Shrestha, Yi-Jen Hung, Lilja Stefansdottir, David R. Weir, Felix R. Day, Antonietta Robino, Liang Zhang, Lluis Quintana-Murci, Nicholas J. Timpson, Robyn E Wootton, Xue W. Mei, Dharambir K. Sanghera, Gisli Masson, Debbie A Lawlor, Thomas Meitinger, Sharon L.R. Kardia, Peter K. Joshi, Frank J. A. van Rooij, Claude Bouchard, Cassandra N. Spracklen, Ken K. Ong, Taulant Muka, Guanjie Chen, Laura J. Scott, Walter Palmas, Daniel I. Chasman, Sarah E. Medland, Krista Fischer, Blair H. Smith, Jon K. Sigurdsson, Leon Straker, Clara Viberti, Yuan Shi, Louis Pérusse, Peter J. van der Most, Timo Tõnis Sikka, Chris Haley, Kuang Lin, Leif Groop, Hester M. den Ruijter, Hakon Hakonarson, Masato Akiyama, Stephan J. L. Bakker, Sonja I. Berndt, Jeffery R. O'Connell, Cisca Wijmenga, Daniele Cusi, Lorena Orozco, Kristjan H. S. Moore, Kevin Sandow, Stephen S. Rich, Stephanie J. Loomis, George Davey Smith, Cornelia M. van Duijn, Sharvari Rahul Shukla, Agnar Helgason, Thorsten Kessler, Anuj Goel, Dan Mason, David W. Clark, James S. Pankow, Simona Vaccargiu, Uwe Völker, Tamara B. Harris, Matthew A. Allison, Clicerio Gonzalez, Sarju Ralhan, I-Te Lee, Matthias Laudes, Yen-Feng Chiu, Neil Poulter, Benjamin Lehne, John Wright, Lawrence F. Bielak, Philip L. De Jager, Reinhold Schmidt, Ya Xing Wang, Matthias Nauck, Diana L. Cousminer, Patrick Deelen, Ani Manichaikul, Stephen J. Chanock, Anders Hamsten, Barry I. Freedman, Gudmar Thorleifsson, Peter Kraft, Ozren Polasek, Jie Yao, Yoshinori Murakami, Paul M. Ridker, Anubha Mahajan, Struan F.A. Grant, Claudia Schurmann, Bjarni Gunnarsson, Catriona L. K. Barnes, Jessica van Setten, Sandosh Padmanabhan, Alena Stančáková, Markus M. Lerch, Anuradha Jagadeesan, Franco Giulianini, Daniel F. Gudbjartsson, Dwaipayan Bharadwaj, Shengchao Alfred Li, Peter S. Sever, Trevor A. Mori, Albertine J. Oldehinkel, Koichi Matsuda, Xueling Sim, Evangelos Evangelou, André G. Uitterlinden, Pekka Jousilahti, Yukihide Momozawa, Ioanna Tzoulaki, Chao A. Hsiung, Ginevra Biino, Murielle Bochud, Hannele Mattsson, Ilja M. Nolte, Sarah H. Wild, Patricia B. Munroe, Jianjun Liu, Bruce M. Psaty, Giriraj R. Chandak, Masahiro Kanai, Tony R. Merriman, Teemu Palviainen, Rodney A. Lea, Janie Corley, Nicholas J. Wareham, Alan B. Zonderman, Makoto Hirata, Matthew J. Bixley, Caroline Hayward, Nora Franceschini, Kristel R van Eijk, Etienne Patin, Daniel Shriner, Niek Verweij, Xiuqing Guo, Fredrik Karpe, Ruth J. F. Loos, Tiinamaija Tuomi, Ashley van der Spek, Patricia A. Peyser, Jessica D. Faul, Christian Fuchsberger, David Cesarini, Alex S. F. Doney, Janine F. Felix, Cornelius A. Rietveld, Jagadish Vangipurapu, Tanguy Corre, Line Skotte, Rajkumar Dorajoo, Catherine Igartua, Meena Kumari, Nona Sotoodehnia, Leonard H. van den Berg, Najaf Amin, Dale R. Nyholt, Harry Campbell, Massimiliano Cocca, Scott D. Gordon, Patrik K. E. Magnusson, John C. Chambers, Traci M. Bartz, Mike A. Nalls, Tin Aung, Nduna Dzimiri, Colin N. A. Palmer, Rob M. van Dam, Johanna Kuusisto, Russell P. Tracy, Anna Damulina, Pierre-Emmanuel Morange, Sylvain Foisy, Jing Hua Zhao, Nicholas G. Martin, Ching-Yu Cheng, Mariaelisa Graff, Rashmi B. Prasad, Alice Stanton, David-Alexandre Trégouët, Yu Guo, Helen R. Warren, Lyn R. Griffiths, Weihua Meng, Annika Tillander, Christa Meisinger, Albert V. Smith, Mark I. McCarthy, Jingyun Yang, Marine Germain, Neil Small, Linda Broer, Vilmundur Gudnason, Gunnar K. Pálsson, Michele K. Evans, Alexander Teumer, Mark J. Caulfield, Giorgia Girotto, Thomas Lumley, Tinca J. C. Polderman, Wei Zhao, Carlos A. Aguilar-Salinas, Jari Lahti, Matthew L. Albert, Yechiel Friedlander, Veikko Salomaa, Iona Y Millwood, Jan H. Veldink, Archie Campbell, Andres Metspalu, Ulf Gyllensten, Grant W. Montgomery, Veronique Vitart, Jai Rup Singh, Saima Afaq, Alan R. Shuldiner, Miao-Li Chee, Adebowale Adeyemo, Jennifer A. Smith, David A. van Heel, Jaspal S. Kooner, Daniela Toniolo, Cristian Pattaro, Jerome I. Rotter, John Whitfield, Melissa C. Smart, Kari E. North, Salman M. Tajuddin, Tallapragada Divya Sri Priyanka, Christopher A. Haiman, Diane M. Becker, Bernhard K. Krämer, Paul Elliott, Lihua Wang, He Gao, Patrick Sulem, Jinyan Huang, Chiea Chuen Khor, Ruifang Li-Gao, Åsa Johansson, Winfried März, Shai Carmi, Ilaria Gandin, Eric Boerwinkle, Gardar Sveinbjornsson, Saskia P. Hagenaars, Sander W. van der Laan, Gerard Pasterkamp, E-Shyong Tai, Hagit Hochner, Yih Chung Tham, Kent D. Taylor, Kari Stefansson, Matt J. Neville, Craig E. Pennell, Yanchun Bao, Annelot M. Dekker, Helena Schmidt, Mehdi Hedayati, Joshua Elliott, Ian J. Deary, Iris E. Jansen, Judith B. Borja, Edith Hofer, Martin Gögele, Igor Rudan, Lude Franke, Matthias Munz, Folkert W. Asselbergs, Bengt Sennblad, Imo Hofer, John D. Rioux, Pim van der Harst, Bahareh Sedaghati-khayat, Giovanni Cugliari, Morris A. Swertz, Francine Grodstein, Erwin P. Bottinger, Carol A. Wang, Andre Franke, Brian F. Meyer, Adele M. Taylor, Klodian Dhana, Jian'an Luan, Constance Turman, Robert A. Scott, May E. Montasser, Alison Pattie, Marco Brumat, Liming Li, Heiner Boeing, Karen L. Mohlke, Clemens Baumbach, Bishwa Raj Sapkota, Unnur Thorsteinsdottir, Naveed Sattar, Amy R. Bentley, Matthias B. Schulze, Ivana Kolcic, Stella Trompet, Sarah E. Harris, Ayo P. Doumatey, Charumathi Sabanayagam, David Eccles, Mary F. Feitosa, Jost B. Jonas, Massimo Mezzavilla, Mark O. Goodarzi, David Ellinghaus, Heribert Schunkert, Christian Gieger, Heikki V. Huikuri, Lingyao Zeng, Johan G. Eriksson, Woon-Puay Koh, Yucheng Jia, Gurpreet Singh Wander, James F. Wilson, Torgny Karlsson, Steven C. Hunt, Weihua Zhang, Maria Pina Concas, Zoltán Kutalik, Rebecca Rohde, Chittaranjan S. Yajnik, Yasaman Saba, Dabeeru C. Rao, Robin G. Walters, Reedik Mägi, Marie Loh, Eero Vuoksimaa, Josyf C. Mychaleckyj, Katri Räikkönen, Philippe Goyette, M. Arfan Ikram, Alicia Huerta-Chagoya, David J. Porteous, Teresa Nutile, J. Wouter Jukema, Noha A. Yousri, Yoichiro Kamatani, Maryam S. Daneshpour, Babette S. Zemel, Rona J. Strawbridge, Tien Yin Wong, Claudia Langenberg, Amy Moore, Marcus E. Kleber, Fereidoun Azizi, Avner Halevy, Erika Salvi, Francis S. Collins, Markku Laakso, Tim Kacprowski, S. Sunna Ebenesersdóttir, William R. Scott, Michael Boehnke, Jin-Fang Chai, Markus Perola, Nicola Pirastu, Wayne Huey-Herng Sheu, Robert Karlsson, Lenore J. Launer, Lili Milani, Renée de Mutsert, Fernando Rivadeneira, David A. Bennett, Nicola D. Kerrison, Paolo Manunta, Graciela E. Delgado, Magnus Johannesson, Carolina Medina-Gomez, Alanna C. Morrison, Kay-Tee Khaw, Jian-Min Yuan, Jaakko Kaprio, Melanie Waldenberger, Ralf Ewert, Hugoline G. de Haan, Andrew A. Hicks, Yukinori Okada, Maria Sabater-Lleal, Marilyn C. Cornelis, Stephanie J. London, Federica Rizzi, Jeanette Erdmann, Marina Ciullo, Michiaki Kubo, University of Edinburgh, Broad Institute of MIT and Harvard (BROAD INSTITUTE), Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston], Osaka University Graduate School of Medicine, Laboratory for Cardiovascular Genomics and Informatics [Yokohama] (RIKEN IMS), RIKEN Center for Integrative Medical Sciences [Yokohama] (RIKEN IMS), RIKEN - Institute of Physical and Chemical Research [Japon] (RIKEN)-RIKEN - Institute of Physical and Chemical Research [Japon] (RIKEN), deCODE genetics [Reykjavik], Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK (BIHR), Area Science Park, Università degli studi di Trieste = University of Trieste, MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Interfaculty Institute for Genetics and Functional Genomics, Universität Greifswald - University of Greifswald, Harbor UCLA Medical Center [Torrance, Ca.], Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, Department of Electrical and Computer Engineering [Waterloo] (ECE), University of Waterloo [Waterloo], Department of Medical Epidemiology and Biostatistics (MEB), Karolinska Institutet [Stockholm], Institute of Pop. Genetics, CNR, Sassari, Shardna life science Pula Cagliari, Swiss Institute of Bioinformatics [Lausanne] (SIB), Université de Lausanne = University of Lausanne (UNIL), Medstar Research Institute, Florida State University [Tallahassee] (FSU), University Medical Center [Utrecht], Centre for Population Health Sciences, Unité de Recherche sur les Maladies Cardiovasculaires, du Métabolisme et de la Nutrition = Research Unit on Cardiovascular and Metabolic Diseases (ICAN), Université Pierre et Marie Curie - Paris 6 (UPMC)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Sorbonne Université (SU), California State University [Sacramento], Department of Thrombosis and Haemostasis, Leiden University Medical Center (LUMC), Universiteit Leiden-Universiteit Leiden, Medical University Graz, Department of Neurology, Alzheimer Centre, VU Medical Centre, Amsterdam, Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Frederick National Laboratory for Cancer Research (FNLCR), Wellcome Trust Centre of Human Genetics, University of Oxford, Department of Epidemiology, German Institute of Human Nutrition, University Medical Center Groningen [Groningen] (UMCG), Institute of Genetics and Biophysics, National Research Council of Italy | Consiglio Nazionale delle Ricerche (CNR), Department of Medicine, Surgery, and Dentistry, University of Milano, Icelandic Heart Association, Kopavogur, Iceland., Department of Epidemiology [Rotterdam], Erasmus University Medical Center [Rotterdam] (Erasmus MC), University of Glasgow, Department of Cardiology, Leiden University Medical Center, Leiden, Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, Queen Mary University of London (QMUL), General Internal Medicine, Johns Hopkins School of Medicine, Johns Hopkins University School of Medicine [Baltimore], Institut de biologie moléculaire des plantes (IBMP), Université de Strasbourg (UNISTRA)-Centre National de la Recherche Scientifique (CNRS), Immunobiologie des Cellules dendritiques, Institut Pasteur [Paris] (IP)-Institut National de la Santé et de la Recherche Médicale (INSERM), Centre de Recherche Translationnelle - Center for Translational Science (CRT), Institut Pasteur [Paris] (IP), Genentech, Inc., Genentech, Inc. [San Francisco], University of Tartu, Duke-NUS Medical School [Singapore], Deutsches Institut für Ernährungsforschung Potsdam-Rehbrücke (DifE), Leibniz Association, Human Genome Sequencing Center, Baylor College of Medicine, Baylor College of Medicine (BCM), Baylor University-Baylor University, University of San Carlos, Office of Population Studies Foundation, Icahn School of Medicine at Mount Sinai [New York] (MSSM), King‘s College London, Division of Cancer Epidemiology and Genetics, National Cancer Institute [Bethesda] (NCI-NIH), National Institutes of Health [Bethesda] (NIH)-National Institutes of Health [Bethesda] (NIH), University of Oxford, Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, Department of Internal Medicine B, University Medicine Greifswald, Greifswald, University of Chicago, University of Huddersfield, Infectious diseases division, Department of internal medicine, Washington University in Saint Louis (WUSTL), Section on Nephrology [Winston-Salem, NC, USA] (Department of Internal Medicine), Wake Forest School of Medicine [Winston-Salem], Wake Forest Baptist Medical Center-Wake Forest Baptist Medical Center, Radcliffe Department of Medicine [Oxford], Harvard School of Public Health, Kunming University of Science and Technology (KMUST), Sans affiliation, University of Southern California (USC), National Institute on Aging [Bethesda, USA] (NIA), National Institutes of Health [Bethesda] (NIH), Centre National de Génotypage (CNG), Commissariat à l'énergie atomique et aux énergies alternatives (CEA), MRC Centrer for Nutritional Epidemiology and Cancer Prevention and Survival, University of Cambridge [UK] (CAM), National University of Singapore (NUS), Experimental Cardiology Laboratory (ECL), Unirversity Medical Center, Department of Medical Statistics, Epidemiology and Medical Informatics, University of Zagreb, Department of Medical Genetics, Department of Medicine, University of Eastern Finland-Kuopio University Hospital, MRC Epidemiology Unit, University of Cambridge [UK] (CAM)-Institute of Metabolic Science, Capital Normal University [Beijing], Saw Swee Hock School of Public Health, National Institute for Environmental Health Sciences Research Triangle Park, Brown University, MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, Toyota Research Institute, Helmholtz Zentrum München = German Research Center for Environmental Health, Department of Chemistry and Biochemistry [Boulder], University of Colorado [Boulder], Centre recherche en CardioVasculaire et Nutrition = Center for CardioVascular and Nutrition research (C2VN), Aix Marseille Université (AMU)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Hôpital de la Timone [CHU - APHM] (TIMONE), Metacohorts Consortium, Universiteit Leiden, Institute of Clinical Chemistry and Laboratory Medicine, University of Groningen [Groningen], Medical Research Concil Epidemiology Unit, Institute of Medical Science, Faculty of Medicine, Genetics and Pathology, Imperial College London, Génétique Evolutive Humaine - Human Evolutionary Genetics, Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), Centre de Bioinformatique, Biostatistique et Biologie Intégrative (C3BI), Brigham and Women's Hospital [Boston], Erasmus University Rotterdam, Department of Chronic Disease Prevention, National Institute for Health and Welfare [Helsinki], Department of Biostatistics and Center for Statistical Genetics, University of Michigan [Ann Arbor], University of Michigan System-University of Michigan System-School of public health, The University of Hong Kong (HKU)-The University of Hong Kong (HKU), Stockholm Bioinformatics Center (SBC), Stockholm University, Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, INRH, Department of Genetics, Los Angeles Biomedical Research Institute (LA BioMed), Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán - National Institute of Medical Science and Nutrition Salvador Zubiran [Mexico], Western General Hospital, German Research Center for Environmental Health - Helmholtz Center München (GmbH), Medical Research Council, Division of Cancer Control and Population Sciences, University of Pittsburgh Cancer Institute-University of Pittsburgh Graduate School of Public Health, Zhengzhou University of Light Industry, Department of Electrical and Electronic Engineering [Niigata Univ.], Niigata University, Genetic Epidemiology Unit, University College of London [London] (UCL), Aston Business School, Aston University [Birmingham], Division of Cancer Epidemiology and Genetics [Bethesda, MD, États-Unis], Centre Hospitalier Universitaire Vaudois (CHUV), Pennington Biomedical Research Center, University of Washington [Seattle], Guy's and St Thomas' Hospitals, Northwestern Polytechnical University [Xi'an] (NPU), Department of Social Medicine, University of Bristol [Bristol], Department of Genomics of Common Disease [London, UK], Imperial College London-Hammersmith Hospital NHS Imperial College Healthcare, Department of Internal Medicine, Institute of Clinical Molecular Biology, Kiel University, Medizinische Klinik II, Universität zu Lübeck = University of Lübeck [Lübeck], Clinical and Molecular Epidemiology Unit, Department of Hygiene and Epidemiology, University of Ioannina, Institute for Social Research, University of Michigan System-University of Michigan System, Division of Statistical Genomics, Washington University School of Medicine, Institute for Clinical Molecular Biology, Christian-Albrechts-Universität zu Kiel (CAU), Department of Physics, RISSC-Lab-University of Naples Federico II = Università degli studi di Napoli Federico II, Lund University [Lund], Icelandic Heart Association, Heart Preventive Clinic and Research Institute, The Center for Applied Genomics, Children’s Hospital of Philadelphia (CHOP ), Génétique moléculaire de la neurotransmission et des processus neurodégénératifs (LGMNPN), Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS), Medical Research Center Oulu, University of Oulu, University of Utah School of Medicine [Salt Lake City], The Generation R Study, Pediatrics, Epidemiology, Center for Translational and Computational Neuroimmunology [New York, NY, États-Unis] (CTCN), Department of Neurology [New York, NY, États-Unis], Columbia University Medical Center (CUMC), Columbia University [New York]-Columbia University [New York]-Columbia University Medical Center (CUMC), Columbia University [New York]-Columbia University [New York], Universität Heidelberg [Heidelberg] = Heidelberg University, Interuniversity Cardiology Institute Netherlands, School of Public Health, University of Michigan [Dearborn], Department of Epidemiology and Public Health, University of Kuopio, Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Institute of Epidemiology and Biobank PopGen, Department of Biostatistics, University of Washington, Universidad Complutense de Madrid = Complutense University of Madrid [Madrid] (UCM), Clinical Institute of Medical and Chemical Laboratory Diagnostics, Karl-Franzens-Universität Graz, Department of Genetics, Biology and Biochemistry, Università degli studi di Torino = University of Turin (UNITO), Oxford Centre for Diabetes, Endocrinology and Metabolism (OCDEM), QIMR Berghofer Medical Research Institute, University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC)-University of North Carolina System (UNC), University of North Carolina System (UNC)-University of North Carolina System (UNC)-UNC Gillings School of Global Public Health-Carolina Center for Genome Sciences, University of Illinois [Chicago] (UIC), University of Illinois System, Experimental Cardiology Laboratory, Genetic Epidemiology and Clinical Research Group, Umea University Hospital, Functional Genomics, Erasmus Medical Centre, National Human Genome Research Institute (NHGRI), School of Medicine [Los Angeles], University of California [Los Angeles] (UCLA), University of California (UC)-University of California (UC), Department of Pathological Biochemistry, Royal Infirmary, German Institute of Human Nutrition Potsdam-Rehbrücke (DIfE), Institute of Metabolic Science, MRC, University of Maryland School of Medicine [Baltimore, MD, USA], Centre for Molecular Epidemiology, Centre for Causal Analyses in Translational Epidemiology, University of Bristol [Bristol]-Medical Research Council, IRCCS San Raffaele Scientific Institute [Milan, Italie], U937, Génomique cardiovasculaire, Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM), Bordeaux population health (BPH), Université de Bordeaux (UB)-Institut de Santé Publique, d'Épidémiologie et de Développement (ISPED)-Institut National de la Santé et de la Recherche Médicale (INSERM), Centre Hospitalier Universitaire Vaudois [Lausanne] (CHUV), University of Michigan System, HMNC Brain Health, Singapore Eye Research Institute, Partenaires INRAE, Institut d'Électronique et des Technologies du numéRique (IETR), Université de Nantes (UN)-Université de Rennes (UR)-Institut National des Sciences Appliquées - Rennes (INSA Rennes), Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS), Institute for Molecular Medicine Finland [Helsinki] (FIMM), Helsinki Institute of Life Science (HiLIFE), Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Department of Psychiatry and Psychotherapy, Rheinische Friedrich-Wilhelms-Universität Bonn, University of Groningen, Department of Genomics of Common Disease, Department of Microbiology, The Freeman Hospital, Department Biostatistics University of North Carolina, Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, Clark, D. W., Okada, Y., Moore, K. H. S., Mason, D., Pirastu, N., Gandin, I., Mattsson, H., Barnes, C. L. K., Lin, K., Zhao, J. H., Deelen, P., Rohde, R., Schurmann, C., Guo, X., Giulianini, F., Zhang, W., Medina-Gomez, C., Karlsson, R., Bao, Y., Bartz, T. M., Baumbach, C., Biino, G., Bixley, M. J., Brumat, M., Chai, J. -F., Corre, T., Cousminer, D. L., Dekker, A. M., Eccles, D. A., van Eijk, K. R., Fuchsberger, C., Gao, H., Germain, M., Gordon, S. D., de Haan, H. G., Harris, S. E., Hofer, E., Huerta-Chagoya, A., Igartua, C., Jansen, I. E., Jia, Y., Kacprowski, T., Karlsson, T., Kleber, M. E., Li, S. A., Li-Gao, R., Mahajan, A., Matsuda, K., Meidtner, K., Meng, W., Montasser, M. E., van der Most, P. J., Munz, M., Nutile, T., Palviainen, T., Prasad, G., Prasad, R. B., Priyanka, T. D. S., Rizzi, F., Salvi, E., Sapkota, B. R., Shriner, D., Skotte, L., Smart, M. C., Smith, A. V., van der Spek, A., Spracklen, C. N., Strawbridge, R. J., Tajuddin, S. M., Trompet, S., Turman, C., Verweij, N., Viberti, C., Wang, L., Warren, H. R., Wootton, R. E., Yanek, L. R., Yao, J., Yousri, N. A., Zhao, W., Adeyemo, A. A., Afaq, S., Aguilar-Salinas, C. A., Akiyama, M., Albert, M. L., Allison, M. A., Alver, M., Aung, T., Azizi, F., Bentley, A. R., Boeing, H., Boerwinkle, E., Borja, J. B., de Borst, G. J., Bottinger, E. P., Broer, L., Campbell, H., Chanock, S., Chee, M. -L., Chen, G., Chen, Y. -D. I., Chen, Z., Chiu, Y. -F., Cocca, M., Collins, F. S., Concas, M. P., Corley, J., Cugliari, G., van Dam, R. M., Damulina, A., Daneshpour, M. S., Day, F. R., Delgado, G. E., Dhana, K., Doney, A. S. F., Dorr, M., Doumatey, A. P., Dzimiri, N., Ebenesersdottir, S. S., Elliott, J., Elliott, P., Ewert, R., Felix, J. F., Fischer, K., Freedman, B. I., Girotto, G., Goel, A., Gogele, M., Goodarzi, M. O., Graff, M., Granot-Hershkovitz, E., Grodstein, F., Guarrera, S., Gudbjartsson, D. F., Guity, K., Gunnarsson, B., Guo, Y., Hagenaars, S. P., Haiman, C. A., Halevy, A., Harris, T. B., Hedayati, M., van Heel, D. A., Hirata, M., Hofer, I., Hsiung, C. A., Huang, J., Hung, Y. -J., Ikram, M. A., Jagadeesan, A., Jousilahti, P., Kamatani, Y., Kanai, M., Kerrison, N. D., Kessler, T., Khaw, K. -T., Khor, C. C., de Kleijn, D. P. V., Koh, W. -P., Kolcic, I., Kraft, P., Kramer, B. K., Kutalik, Z., Kuusisto, J., Langenberg, C., Launer, L. J., Lawlor, D. A., Lee, I. -T., Lee, W. -J., Lerch, M. M., Li, L., Liu, J., Loh, M., London, S. J., Loomis, S., Lu, Y., Luan, J., Magi, R., Manichaikul, A. W., Manunta, P., Masson, G., Matoba, N., Mei, X. W., Meisinger, C., Meitinger, T., Mezzavilla, M., Milani, L., Millwood, I. Y., Momozawa, Y., Moore, A., Morange, P. -E., Moreno-Macias, H., Mori, T. A., Morrison, A. C., Muka, T., Murakami, Y., Murray, A. D., de Mutsert, R., Mychaleckyj, J. C., Nalls, M. A., Nauck, M., Neville, M. J., Nolte, I. M., Ong, K. K., Orozco, L., Padmanabhan, S., Palsson, G., Pankow, J. 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Lahti, Jari [0000-0002-4310-5297], Martin, Nicholas G [0000-0003-4069-8020], Medland, Sarah E [0000-0003-1382-380X], Merriman, Tony R [0000-0003-0844-8726], Metspalu, Andres [0000-0002-3718-796X], Mohlke, Karen L [0000-0001-6721-153X], Montgomery, Grant W [0000-0002-4140-8139], Munroe, Patricia B [0000-0002-4176-2947], Nyholt, Dale R [0000-0001-7159-3040], Ober, Carole [0000-0003-4626-9809], Oldehinkel, Albertine J [0000-0003-3925-3913], Palmer, Colin [0000-0002-6415-6560], Perusse, Louis [0000-0001-6440-9698], Polderman, Tinca J. C. [0000-0001-5564-301X], Porteous, David J [0000-0003-1249-6106], Rioux, John D [0000-0001-7560-8326], Rivadeneira, Fernando [0000-0001-9435-9441], Rotimi, Charles [0000-0001-5759-053X], Rotter, Jerome I [0000-0001-7191-1723], Rudan, Igor [0000-0001-6993-6884], Sattar, Naveed [0000-0002-1604-2593], Sim, Xueling [0000-0002-1233-7642], Smith, Jennifer A [0000-0002-3575-5468], Teumer, Alexander [0000-0002-8309-094X], Timpson, Nicholas J [0000-0002-7141-9189], Tuomi, Tiinamaija [0000-0002-8306-6202], Wang, Carol A [0000-0002-4301-3974], Weir, David R [0000-0002-1661-2402], Whitfield, John B [0000-0002-1103-0876], Magnusson, Patrik K. E. [0000-0002-7315-7899], Uitterlinden, André G [0000-0002-7276-3387], Loos, Ruth J. F. [0000-0002-8532-5087], Franke, Lude [0000-0002-5159-8802], Haley, Chris S [0000-0002-9811-0210], Hayward, Caroline [0000-0002-9405-9550], Walters, Robin G [0000-0002-9179-0321], Joshi, Peter K [0000-0002-6361-5059], Wilson, James F [0000-0001-5751-9178], Apollo - University of Cambridge Repository, Moore, Kristjan HS [0000-0002-9579-4362], Luan, Jian'an [0000-0003-3137-6337], Grant, Struan FA [0000-0003-2025-5302], Jaddoe, Vincent WV [0000-0003-2939-0041], Polderman, Tinca JC [0000-0001-5564-301X], Magnusson, Patrik KE [0000-0002-7315-7899], Loos, Ruth JF [0000-0002-8532-5087], Neurology, Human genetics, Amsterdam Reproduction & Development (AR&D), Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Institute for Organ Transplantation (GIOT), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Cardiovascular Centre (CVC), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Stem Cell Aging Leukemia and Lymphoma (SALL), Institute for Molecular Medicine Finland, Department of Psychology and Logopedics, University Management, Developmental Psychology Research Group, Staff Services, Cognitive and Brain Aging, Research Programs Unit, Diabetes and Obesity Research Program, Johan Eriksson / Principal Investigator, Department of General Practice and Primary Health Care, Clinicum, University of Helsinki, Centre of Excellence in Complex Disease Genetics, Department of Public Health, Genetic Epidemiology, Helsinki Collegium for Advanced Studies, HUS Abdominal Center, Endokrinologian yksikkö, Bradford Teaching Hospitals NHS Foundation Trust [Bradford, UK] (BTHFT), University of Trieste, Université de Lausanne (UNIL), Unité de Recherche sur les Maladies Cardiovasculaires, du Métabolisme et de la Nutrition = Institute of cardiometabolism and nutrition (ICAN), Consiglio Nazionale delle Ricerche (CNR), Centre National de la Recherche Scientifique (CNRS)-Université de Strasbourg (UNISTRA), Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut Pasteur [Paris], Institut Pasteur [Paris], University of Oxford [Oxford], Medical Genetics, Dept. RSD and Public Health, IRCCS-Burlo Garofolo/University of Trieste, sans affiliation, Helmholtz-Zentrum München (HZM), Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), Institute of Cardiovascular Science, University College London, Hammersmith Hospital NHS Imperial College Healthcare-Imperial College London, Universität zu Lübeck [Lübeck], University of Ioannina Medical School, Università degli studi di Napoli Federico II-RISSC-Lab, Universität Heidelberg [Heidelberg], University of Turin, University of California-University of California, Nantes Université (NU)-Université de Rennes 1 (UR1), Université de Rennes (UNIV-RENNES)-Université de Rennes (UNIV-RENNES)-Institut National des Sciences Appliquées - Rennes (INSA Rennes), Institut National des Sciences Appliquées (INSA)-Université de Rennes (UNIV-RENNES)-Institut National des Sciences Appliquées (INSA)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS), University of Helsinki-University of Helsinki, Université de Nantes (UN)-Université de Rennes 1 (UR1), Erasmus MC other, Internal Medicine, and Applied Economics

Subjects
0301 basic medicine, 631/208/1397, Chemistry(all), Health Status, [SDV]Life Sciences [q-bio], LOCI, General Physics and Astronomy, MESH: Haplotype, MESH: Cognition, 030105 genetics & heredity, Runs of Homozygosity, Biochemistry, Consanguinity, Cognition, Inbreeding depression, 2.1 Biological and endogenous factors, Body Size, Inbreeding, Skyldleikarækt, Aetiology, Human phenotypes, lcsh:Science, MESH: Health Status, Genetics, Multidisciplinary, Inbreeding Depression, Confounding, Homozygote, RUNS, 631/208/205, 631/208/721, 3. Good health, genomic inbreeding coefficients, MESH: Risk-Taking, 631/208/730, Autozygosit, homozygosity, Erfðarannsóknir, Medical Genetics, genomic inbreeding coefficient, MESH: Homozygote, Offspring, Science, Autozygosity, Blóðsifjar, 610 Medicine & health, Biology, INBREEDING DEPRESSION, HOMOZYGOSITY, FERTILITY, QUANTIFICATION, Physics and Astronomy(all), General Biochemistry, Genetics and Molecular Biology, Article, Association, 03 medical and health sciences, Risk-Taking, 360 Social problems & social services, Journal Article, Humans, ddc:610, Allele, Alleles, Medicinsk genetik, Genetic association study, MESH: Consanguinity, MESH: Body Size, MESH: Humans, Biochemistry, Genetics and Molecular Biology(all), MESH: Alleles, Haplotype, MESH: Fertility, General Chemistry, Brain Disorders, MESH: Inbreeding Depression, 030104 developmental biology, Fertility, Haplotypes, Genetic markers, lcsh:Q, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, 3111 Biomedicine, Genetics and Molecular Biology(all)
Abstract

Publisher's version (útgefin grein)., In many species, the offspring of related parents suffer reduced reproductive success, a phenomenon known as inbreeding depression. In humans, the importance of this effect has remained unclear, partly because reproduction between close relatives is both rare and frequently associated with confounding social factors. Here, using genomic inbreeding coefficients (FROH) for >1.4 million individuals, we show that FROH is significantly associated (p < 0.0005) with apparently deleterious changes in 32 out of 100 traits analysed. These changes are associated with runs of homozygosity (ROH), but not with common variant homozygosity, suggesting that genetic variants associated with inbreeding depression are predominantly rare. The effect on fertility is striking: FROH equivalent to the offspring of first cousins is associated with a 55% decrease [95% CI 44–66%] in the odds of having children. Finally, the effects of FROH are confirmed within full-sibling pairs, where the variation in FROH is independent of all environmental confounding., This paper is the work of the ROHgen consortium. We thank the Sigma T2D Consortium, whose members are detailed in Supplementary Note 3. We thank the UK Biobank Resource, approved under application 19655; we acknowledge funding from the UK Medical Research Council Human Genetics Unit and MRC Doctoral Training Programme in Precision Medicine. We also thank Neil Robertson, Wellcome Trust Centre for Human Genetics, Oxford, for use of his author details management software, Authorial. Finally, we thank all the participants, researchers and funders of ROHgen cohorts. Cohort-specific acknowledgements are in Supplementary Data 2; personal acknowledgements and disclosures are in Supplementary Note 2. We thank Rachel Edwards for administrative assistance.

Published
2019

14. A high-resolution HLA reference panel capturing global population diversity enables multi-ancestry fine-mapping in HIV host response

Author

Adolfo Correa, Kotaro Ogawa, Yukinori Okada, Paul J. McLaren, Philip E. Stuart, Kenichi Yamamoto, Peter K. Gregersen, Saori Sakaue, David W Haas, Tõnu Esko, Michael H. Cho, Albert V. Smith, Wanson Choi, Sebastian Schönherr, Yii-Der Ida Chen, James T. Elder, Soumya Raychaudhuri, Maria Gutierrez-Arcelus, Lukas Forer, Kent D. Taylor, Yang Luo, Xiuqing Guo, Jerome I. Rotter, Stephen S. Rich, Nicholette D. Palmer, Mary Carrington, Masahiro Kanai, Christian Fuchsberger, Buhm Han, Andres Metspalu, Xinyi Li, Sekar Kathiresan, James G. Wilson, Jacques Fellay, NHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium, Abe, N., Abecasis, G., Aguet, F., Albert, C., Almasy, L., Alonso, A., Ament, S., Anderson, P., Anugu, P., Applebaum-Bowden, D., Ardlie, K., Dan Arking, X., Arnett, D.K., Ashley-Koch, A., Aslibekyan, S., Assimes, T., Auer, P., Avramopoulos, D., Ayas, N., Balasubramanian, A., Barnard, J., Barnes, K., Barr, R.G., Barron-Casella, E., Barwick, L., Beaty, T., Beck, G., Becker, D., Becker, L., Beer, R., Beitelshees, A., Benjamin, E., Benos, T., Bezerra, M., Bielak, L., Bis, J., Blackwell, T., Blangero, J., Boerwinkle, E., Bowden, D.W., Bowler, R., Brody, J., Broeckel, U., Broome, J., Brown, D., Bunting, K., Burchard, E., Bustamante, C., Buth, E., Cade, B., Cardwell, J., Carey, V., Carrier, J., Carty, C., Casaburi, R., Romero, JPC, Casella, J., Castaldi, P., Chaffin, M., Chang, C., Chang, Y.C., Chasman, D., Chavan, S., Chen, B.J., Chen, W.M., Choi, S.H., Chuang, L.M., Chung, M., Chung, R.H., Clish, C., Comhair, S., Conomos, M., Cornell, E., Crandall, C., Crapo, J., Cupples, L.A., Curran, J., Curtis, J., Custer, B., Damcott, C., Darbar, D., David, S., Davis, C., Daya, M., de Andrade, M., Fuentes, L.L., de Vries, P., DeBaun, M., Deka, R., DeMeo, D., Devine, S., Dinh, H., Doddapaneni, H., Duan, Q., Dugan-Perez, S., Duggirala, R., Durda, J.P., Dutcher, S.K., Eaton, C., Ekunwe, L., Boueiz, A.E., Ellinor, P., Emery, L., Erzurum, S., Farber, C., Farek, J., Fingerlin, T., Flickinger, M., Fornage, M., Franceschini, N., Frazar, C., Fu, M., Fullerton, S.M., Fulton, L., Gabriel, S., Gan, W., Gao, S., Gao, Y., Gass, M., Geiger, H., Gelb, B., Geraci, M., Germer, S., Gerszten, R., Ghosh, A., Gibbs, R., Gignoux, C., Gladwin, M., Glahn, D., Gogarten, S., Gong, D.W., Goring, H., Graw, S., Gray, K.J., Grine, D., Gross, C., Gu, C.C., Guan, Y., Gupta, N., Haas, D.M., Haessler, J., Hall, M., Han, Y., Hanly, P., Harris, D., Hawley, N.L., He, J., Heavner, B., Heckbert, S., Hernandez, R., Herrington, D., Hersh, C., Hidalgo, B., Hixson, J., Hobbs, B., Hokanson, J., Hong, E., Hoth, K., Hsiung, C.A., Hu, J., Hung, Y.J., Huston, H., Hwu, C.M., Irvin, M.R., Jackson, R., Jain, D., Jaquish, C., Johnsen, J., Johnson, A., Johnson, C., Johnston, R., Jones, K., Kang, H.M., Kaplan, R., Kardia, S., Kelly, S., Kenny, E., Kessler, M., Khan, A., Khan, Z., Kim, W., Kimoff, J., Kinney, G., Konkle, B., Kooperberg, C., Kramer, H., Lange, C., Lange, E., Lange, L., Laurie, C., LeBoff, M., Lee, J., Lee, S., Lee, W.J., LeFaive, J., Levine, D., Dan Levy, X., Lewis, J., Li, X., Li, Y., Lin, H., Lin, X., Liu, S., Liu, Y., Loos, RJF, Lubitz, S., Lunetta, K., Luo, J., Magalang, U., Mahaney, M., Make, B., Manichaikul, A., Manning, A., Manson, J., Martin, L., Marton, M., Mathai, S., Mathias, R., May, S., McArdle, P., McDonald, M.L., McFarland, S., McGarvey, S., McGoldrick, D., McHugh, C., McNeil, B., Mei, H., Meigs, J., Menon, V., Mestroni, L., Metcalf, G., Meyers, D.A., Mignot, E., Mikulla, J., Min, N., Minear, M., Minster, R.L., Mitchell, B.D., Moll, M., Momin, Z., Montasser, M.E., Montgomery, C., Muzny, D., Mychaleckyj, J.C., Nadkarni, G., Naik, R., Naseri, T., Natarajan, P., Nekhai, S., Nelson, S.C., Neltner, B., Nessner, C., Nickerson, D., Nkechinyere, O., North, K., O'Connell, J., O'Connor, T., Ochs-Balcom, H., Okwuonu, G., Pack, A., Paik, D.T., Pankow, J., Papanicolaou, G., Parker, C., Peloso, G., Peralta, J.M., Perez, M., Perry, J., Peters, U., Peyser, P., Phillips, L.S., Pleiness, J., Pollin, T., Post, W., Becker, J.P., Boorgula, M.P., Preuss, M., Psaty, B., Qasba, P., Qiao, D., Qin, Z., Rafaels, N., Raffield, L., Rajendran, M., Ramachandran, V.S., Rao, D.C., Rasmussen-Torvik, L., Ratan, A., Redline, S., Reed, R., Reeves, C., Regan, E., Reiner, A., Reupena, M.S., Rice, K., Robillard, R., Robine, N., Dan Roden, X., Roselli, C., Ruczinski, I., Runnels, A., Russell, P., Ruuska, S., Ryan, K., Sabino, E.C., Saleheen, D., Salimi, S., Salvi, S., Salzberg, S., Sandow, K., Sankaran, V.G., Santibanez, J., Schwander, K., Schwartz, D., Sciurba, F., Seidman, C., Seidman, J., Sériès, F., Sheehan, V., Sherman, S.L., Shetty, A., Sheu, W.H., Shoemaker, M.B., Silver, B., Silverman, E., Skomro, R., Smith, J., Smith, N., Smith, T., Smoller, S., Snively, B., Snyder, M., Sofer, T., Sotoodehnia, N., Stilp, A.M., Storm, G., Streeten, E., Su, J.L., Sung, Y.J., Sylvia, J., Szpiro, A., Taliun, D., Tang, H., Taub, M., Taylor, M., Taylor, S., Telen, M., Thornton, T.A., Threlkeld, M., Tinker, L., Tirschwell, D., Tishkoff, S., Tiwari, H., Tong, C., Tracy, R., Tsai, M., Vaidya, D., Van Den Berg, D., VandeHaar, P., Vrieze, S., Walker, T., Wallace, R., Walts, A., Wang, F.F., Wang, H., Wang, J., Watson, K., Watt, J., Weeks, D.E., Weinstock, J., Weir, B., Weiss, S.T., Weng, L.C., Wessel, J., Willer, C., Williams, K., Williams, L.K., Wilson, C., Wilson, J., Winterkorn, L., Wong, Q., Wu, J., Xu, H., Yanek, L., Yang, I., Yu, K., Zekavat, S.M., Zhang, Y., Zhao, S.X., Zhao, W., Zhu, X., Zody, M., Zoellner, S., and Consortium, NHLBI Trans-Omics for Precision Medicine (TOPMed)

Subjects
haplotypes, Population genetics, Alleles, Amino Acids/genetics, Gene Frequency/genetics, Genetic Variation, Genetics, Population, HIV Infections/genetics, HIV-1/genetics, HLA Antigens/genetics, Haplotypes/genetics, Host-Pathogen Interactions/genetics, Humans, Linkage Disequilibrium/genetics, Physical Chromosome Mapping, Reference Standards, Selection, Genetic, Viral Load, HIV Infections, Immunogenetics, Human leukocyte antigen, Major histocompatibility complex, Linkage Disequilibrium, Article, Gene Frequency, HLA Antigens, Genetics, mhc, Amino Acids, Allele, biology, Haplotype, association, genetic-basis, micropolymorphism, polygenic risk scores, Evolutionary biology, Host-Pathogen Interactions, alleles, loci, HIV-1, biology.protein, amino-acid, identification, Viral load, Imputation (genetics)
Abstract

A high-resolution reference panel based on whole-genome sequencing data enables accurate imputation of HLA alleles across diverse populations and fine-mapping of HLA association signals for HIV-1 host response., Fine-mapping to plausible causal variation may be more effective in multi-ancestry cohorts, particularly in the MHC, which has population-specific structure. To enable such studies, we constructed a large (n = 21,546) HLA reference panel spanning five global populations based on whole-genome sequences. Despite population-specific long-range haplotypes, we demonstrated accurate imputation at G-group resolution (94.2%, 93.7%, 97.8% and 93.7% in admixed African (AA), East Asian (EAS), European (EUR) and Latino (LAT) populations). Applying HLA imputation to genome-wide association study data for HIV-1 viral load in three populations (EUR, AA and LAT), we obviated effects of previously reported associations from population-specific HIV studies and discovered a novel association at position 156 in HLA-B. We pinpointed the MHC association to three amino acid positions (97, 67 and 156) marking three consecutive pockets (C, B and D) within the HLA-B peptide-binding groove, explaining 12.9% of trait variance.

15. Genetic drivers of heterogeneity in type 2 diabetes pathophysiology.

Author

Suzuki K, Hatzikotoulas K, Southam L, Taylor HJ, Yin X, Lorenz KM, Mandla R, Huerta-Chagoya A, Melloni GEM, Kanoni S, Rayner NW, Bocher O, Arruda AL, Sonehara K, Namba S, Lee SSK, Preuss MH, Petty LE, Schroeder P, Vanderwerff B, Kals M, Bragg F, Lin K, Guo X, Zhang W, Yao J, Kim YJ, Graff M, Takeuchi F, Nano J, Lamri A, Nakatochi M, Moon S, Scott RA, Cook JP, Lee JJ, Pan I, Taliun D, Parra EJ, Chai JF, Bielak LF, Tabara Y, Hai Y, Thorleifsson G, Grarup N, Sofer T, Wuttke M, Sarnowski C, Gieger C, Nousome D, Trompet S, Kwak SH, Long J, Sun M, Tong L, Chen WM, Nongmaithem SS, Noordam R, Lim VJY, Tam CHT, Joo YY, Chen CH, Raffield LM, Prins BP, Nicolas A, Yanek LR, Chen G, Brody JA, Kabagambe E, An P, Xiang AH, Choi HS, Cade BE, Tan J, Broadaway KA, Williamson A, Kamali Z, Cui J, Thangam M, Adair LS, Adeyemo A, Aguilar-Salinas CA, Ahluwalia TS, Anand SS, Bertoni A, Bork-Jensen J, Brandslund I, Buchanan TA, Burant CF, Butterworth AS, Canouil M, Chan JCN, Chang LC, Chee ML, Chen J, Chen SH, Chen YT, Chen Z, Chuang LM, Cushman M, Danesh J, Das SK, de Silva HJ, Dedoussis G, Dimitrov L, Doumatey AP, Du S, Duan Q, Eckardt KU, Emery LS, Evans DS, Evans MK, Fischer K, Floyd JS, Ford I, Franco OH, Frayling TM, Freedman BI, Genter P, Gerstein HC, Giedraitis V, González-Villalpando C, González-Villalpando ME, Gordon-Larsen P, Gross M, Guare LA, Hackinger S, Hakaste L, Han S, Hattersley AT, Herder C, Horikoshi M, Howard AG, Hsueh W, Huang M, Huang W, Hung YJ, Hwang MY, Hwu CM, Ichihara S, Ikram MA, Ingelsson M, Islam MT, Isono M, Jang HM, Jasmine F, Jiang G, Jonas JB, Jørgensen T, Kamanu FK, Kandeel FR, Kasturiratne A, Katsuya T, Kaur V, Kawaguchi T, Keaton JM, Kho AN, Khor CC, Kibriya MG, Kim DH, Kronenberg F, Kuusisto J, Läll K, Lange LA, Lee KM, Lee MS, Lee NR, Leong A, Li L, Li Y, Li-Gao R, Ligthart S, Lindgren CM, Linneberg A, Liu CT, Liu J, Locke AE, Louie T, Luan J, Luk AO, Luo X, Lv J, Lynch JA, Lyssenko V, Maeda S, Mamakou V, Mansuri SR, Matsuda K, Meitinger T, Melander O, Metspalu A, Mo H, Morris AD, Moura FA, Nadler JL, Nalls MA, Nayak U, Ntalla I, Okada Y, Orozco L, Patel SR, Patil S, Pei P, Pereira MA, Peters A, Pirie FJ, Polikowsky HG, Porneala B, Prasad G, Rasmussen-Torvik LJ, Reiner AP, Roden M, Rohde R, Roll K, Sabanayagam C, Sandow K, Sankareswaran A, Sattar N, Schönherr S, Shahriar M, Shen B, Shi J, Shin DM, Shojima N, Smith JA, So WY, Stančáková A, Steinthorsdottir V, Stilp AM, Strauch K, Taylor KD, Thorand B, Thorsteinsdottir U, Tomlinson B, Tran TC, Tsai FJ, Tuomilehto J, Tusie-Luna T, Udler MS, Valladares-Salgado A, van Dam RM, van Klinken JB, Varma R, Wacher-Rodarte N, Wheeler E, Wickremasinghe AR, van Dijk KW, Witte DR, Yajnik CS, Yamamoto K, Yamamoto K, Yoon K, Yu C, Yuan JM, Yusuf S, Zawistowski M, Zhang L, Zheng W, Raffel LJ, Igase M, Ipp E, Redline S, Cho YS, Lind L, Province MA, Fornage M, Hanis CL, Ingelsson E, Zonderman AB, Psaty BM, Wang YX, Rotimi CN, Becker DM, Matsuda F, Liu Y, Yokota M, Kardia SLR, Peyser PA, Pankow JS, Engert JC, Bonnefond A, Froguel P, Wilson JG, Sheu WHH, Wu JY, Hayes MG, Ma RCW, Wong TY, Mook-Kanamori DO, Tuomi T, Chandak GR, Collins FS, Bharadwaj D, Paré G, Sale MM, Ahsan H, Motala AA, Shu XO, Park KS, Jukema JW, Cruz M, Chen YI, Rich SS, McKean-Cowdin R, Grallert H, Cheng CY, Ghanbari M, Tai ES, Dupuis J, Kato N, Laakso M, Köttgen A, Koh WP, Bowden DW, Palmer CNA, Kooner JS, Kooperberg C, Liu S, North KE, Saleheen D, Hansen T, Pedersen O, Wareham NJ, Lee J, Kim BJ, Millwood IY, Walters RG, Stefansson K, Ahlqvist E, Goodarzi MO, Mohlke KL, Langenberg C, Haiman CA, Loos RJF, Florez JC, Rader DJ, Ritchie MD, Zöllner S, Mägi R, Marston NA, Ruff CT, van Heel DA, Finer S, Denny JC, Yamauchi T, Kadowaki T, Chambers JC, Ng MCY, Sim X, Below JE, Tsao PS, Chang KM, McCarthy MI, Meigs JB, Mahajan A, Spracklen CN, Mercader JM, Boehnke M, Rotter JI, Vujkovic M, Voight BF, Morris AP, and Zeggini E

Subjects
Humans, Adipocytes metabolism, Chromatin genetics, Chromatin metabolism, Coronary Artery Disease complications, Coronary Artery Disease genetics, Diabetic Nephropathies complications, Diabetic Nephropathies genetics, Endothelial Cells metabolism, Enteroendocrine Cells, Epigenomics, Islets of Langerhans metabolism, Multifactorial Inheritance genetics, Peripheral Arterial Disease complications, Peripheral Arterial Disease genetics, Single-Cell Analysis, Diabetes Mellitus, Type 2 classification, Diabetes Mellitus, Type 2 complications, Diabetes Mellitus, Type 2 genetics, Diabetes Mellitus, Type 2 pathology, Diabetes Mellitus, Type 2 physiopathology, Disease Progression, Genetic Predisposition to Disease genetics, Genome-Wide Association Study
Abstract

Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes 1,2 and molecular mechanisms that are often specific to cell type 3,4 . Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10 -8 ) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores 5 in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care., (© 2024. The Author(s).)

Published
2024
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16. Multi-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications.

Author

Suzuki K, Hatzikotoulas K, Southam L, Taylor HJ, Yin X, Lorenz KM, Mandla R, Huerta-Chagoya A, Rayner NW, Bocher O, Arruda ALSV, Sonehara K, Namba S, Lee SSK, Preuss MH, Petty LE, Schroeder P, Vanderwerff B, Kals M, Bragg F, Lin K, Guo X, Zhang W, Yao J, Kim YJ, Graff M, Takeuchi F, Nano J, Lamri A, Nakatochi M, Moon S, Scott RA, Cook JP, Lee JJ, Pan I, Taliun D, Parra EJ, Chai JF, Bielak LF, Tabara Y, Hai Y, Thorleifsson G, Grarup N, Sofer T, Wuttke M, Sarnowski C, Gieger C, Nousome D, Trompet S, Kwak SH, Long J, Sun M, Tong L, Chen WM, Nongmaithem SS, Noordam R, Lim VJY, Tam CHT, Joo YY, Chen CH, Raffield LM, Prins BP, Nicolas A, Yanek LR, Chen G, Brody JA, Kabagambe E, An P, Xiang AH, Choi HS, Cade BE, Tan J, Broadaway KA, Williamson A, Kamali Z, Cui J, Adair LS, Adeyemo A, Aguilar-Salinas CA, Ahluwalia TS, Anand SS, Bertoni A, Bork-Jensen J, Brandslund I, Buchanan TA, Burant CF, Butterworth AS, Canouil M, Chan JCN, Chang LC, Chee ML, Chen J, Chen SH, Chen YT, Chen Z, Chuang LM, Cushman M, Danesh J, Das SK, de Silva HJ, Dedoussis G, Dimitrov L, Doumatey AP, Du S, Duan Q, Eckardt KU, Emery LS, Evans DS, Evans MK, Fischer K, Floyd JS, Ford I, Franco OH, Frayling TM, Freedman BI, Genter P, Gerstein HC, Giedraitis V, González-Villalpando C, González-Villalpando ME, Gordon-Larsen P, Gross M, Guare LA, Hackinger S, Han S, Hattersley AT, Herder C, Horikoshi M, Howard AG, Hsueh W, Huang M, Huang W, Hung YJ, Hwang MY, Hwu CM, Ichihara S, Ikram MA, Ingelsson M, Islam MT, Isono M, Jang HM, Jasmine F, Jiang G, Jonas JB, Jørgensen T, Kandeel FR, Kasturiratne A, Katsuya T, Kaur V, Kawaguchi T, Keaton JM, Kho AN, Khor CC, Kibriya MG, Kim DH, Kronenberg F, Kuusisto J, Läll K, Lange LA, Lee KM, Lee MS, Lee NR, Leong A, Li L, Li Y, Li-Gao R, Lithgart S, Lindgren CM, Linneberg A, Liu CT, Liu J, Locke AE, Louie T, Luan J, Luk AO, Luo X, Lv J, Lynch JA, Lyssenko V, Maeda S, Mamakou V, Mansuri SR, Matsuda K, Meitinger T, Metspalu A, Mo H, Morris AD, Nadler JL, Nalls MA, Nayak U, Ntalla I, Okada Y, Orozco L, Patel SR, Patil S, Pei P, Pereira MA, Peters A, Pirie FJ, Polikowsky HG, Porneala B, Prasad G, Rasmussen-Torvik LJ, Reiner AP, Roden M, Rohde R, Roll K, Sabanayagam C, Sandow K, Sankareswaran A, Sattar N, Schönherr S, Shahriar M, Shen B, Shi J, Shin DM, Shojima N, Smith JA, So WY, Stančáková A, Steinthorsdottir V, Stilp AM, Strauch K, Taylor KD, Thorand B, Thorsteinsdottir U, Tomlinson B, Tran TC, Tsai FJ, Tuomilehto J, Tusie-Luna T, Udler MS, Valladares-Salgado A, van Dam RM, van Klinken JB, Varma R, Wacher-Rodarte N, Wheeler E, Wickremasinghe AR, van Dijk KW, Witte DR, Yajnik CS, Yamamoto K, Yamamoto K, Yoon K, Yu C, Yuan JM, Yusuf S, Zawistowski M, Zhang L, Zheng W, Raffel LJ, Igase M, Ipp E, Redline S, Cho YS, Lind L, Province MA, Fornage M, Hanis CL, Ingelsson E, Zonderman AB, Psaty BM, Wang YX, Rotimi CN, Becker DM, Matsuda F, Liu Y, Yokota M, Kardia SLR, Peyser PA, Pankow JS, Engert JC, Bonnefond A, Froguel P, Wilson JG, Sheu WHH, Wu JY, Hayes MG, Ma RCW, Wong TY, Mook-Kanamori DO, Tuomi T, Chandak GR, Collins FS, Bharadwaj D, Paré G, Sale MM, Ahsan H, Motala AA, Shu XO, Park KS, Jukema JW, Cruz M, Chen YI, Rich SS, McKean-Cowdin R, Grallert H, Cheng CY, Ghanbari M, Tai ES, Dupuis J, Kato N, Laakso M, Köttgen A, Koh WP, Bowden DW, Palmer CNA, Kooner JS, Kooperberg C, Liu S, North KE, Saleheen D, Hansen T, Pedersen O, Wareham NJ, Lee J, Kim BJ, Millwood IY, Walters RG, Stefansson K, Goodarzi MO, Mohlke KL, Langenberg C, Haiman CA, Loos RJF, Florez JC, Rader DJ, Ritchie MD, Zöllner S, Mägi R, Denny JC, Yamauchi T, Kadowaki T, Chambers JC, Ng MCY, Sim X, Below JE, Tsao PS, Chang KM, McCarthy MI, Meigs JB, Mahajan A, Spracklen CN, Mercader JM, Boehnke M, Rotter JI, Vujkovic M, Voight BF, Morris AP, and Zeggini E

Abstract

Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes. To characterise the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study (GWAS) data from 2,535,601 individuals (39.7% non-European ancestry), including 428,452 T2D cases. We identify 1,289 independent association signals at genome-wide significance ( P <5×10 -8 ) that map to 611 loci, of which 145 loci are previously unreported. We define eight non-overlapping clusters of T2D signals characterised by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial, and enteroendocrine cells. We build cluster-specific partitioned genetic risk scores (GRS) in an additional 137,559 individuals of diverse ancestry, including 10,159 T2D cases, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned GRS are more strongly associated with coronary artery disease and end-stage diabetic nephropathy than an overall T2D GRS across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings demonstrate the value of integrating multi-ancestry GWAS with single-cell epigenomics to disentangle the aetiological heterogeneity driving the development and progression of T2D, which may offer a route to optimise global access to genetically-informed diabetes care., Competing Interests: R.A.S. is now an employee of GlaxoSmithKline. G.T. is an employee of deCODE genetics/Amgen Inc. A.S.B. reports institutional grants from AstraZeneca, Bayer, Biogen, BioMarin, Bioverativ, Novartis, Regeneron and Sanofi. J.Danesh serves on scientific advisory boards for AstraZeneca, Novartis, and UK Biobank, and has received multiple grants from academic, charitable and industry sources outside of the submitted work. L.S.E. is now an employee of Bristol Myers Squibb. J.S.F. has consulted for Shionogi Inc. T.M.F. has consulted for Sanofi, Boehringer Ingelheim, and received funding from GlaxoSmithKline. H.C.G. holds the McMaster-Sanofi Population Health Institute Chair in Diabetes Research and Care; reports research grants from Eli Lilly, AstraZeneca, Merck, Novo Nordisk and Sanofi; honoraria for speaking from AstraZeneca, Boehringer Ingelheim, Eli Lilly, Novo Nordisk, DKSH, Zuellig, Roche, and Sanofi; and consulting fees from Abbott, AstraZeneca, Boehringer Ingelheim, Eli Lilly, Merck, Novo Nordisk, Pfizer, Sanofi, Kowa and Hanmi.lth Institute Chair in Diabetes Research and Care; reports research grants from Eli Lilly, AstraZeneca, Merck, Novo Nordisk and Sanofi; honoraria for speaking from AstraZeneca, Boehringer Ingelheim, Eli Lilly, Novo Nordisk, and Sanofi; and consulting fees from Abbott, AstraZeneca, Boehringer Ingelheim, Eli Lilly, Merck, Novo Nordisk, Janssen, Sanofi, and Kowa. M.Ingelsson is a paid consultant to BioArctic AB. R.L.-G. is a part-time consultant of Metabolon Inc. A.E.L. is now an employee of Regeneron Genetics Center LLC and holds shares in Regeneron Pharmaceuticals. M.A.N. currently serves on the scientific advisory board for Clover Therapeutics and is an advisor to Neuron23 Inc. S.R.P. has received grant funding from Bayer Pharmaceuticals, Philips Respironics and Respicardia. N.Sattar has consulted for or been on speakers bureau for Abbott, Amgen, Astrazeneca, Boehringer Ingelheim, Eli Lilly, Hanmi, Novartis, Novo Nordisk, Sanofi and Pfizer and has received grant funding from Astrazeneca, Boehringer Ingelheim, Novartis and Roche Diagnostics. V.S. is now an employee of deCODE genetics/Amgen Inc. A.M.S. receives funding from Seven Bridges Genomics to develop tools for the NHLBI BioData Catalyst consortium. U.T. is an employee of deCODE genetics/Amgen Inc. E.Ingelsson is now an employee of GlaxoSmithKline. B.M.P. serves on the Steering Committee of the Yale Open Data Access Project funded by Johnson & Johnson. R.C.W.M. reports research funding from AstraZeneca, Bayer, Novo Nordisk, Pfizer, Tricida Inc. and Sanofi, and has consulted for or received speakers fees from AstraZeneca, Bayer, Boehringer Ingelheim, all of which have been donated to the Chinese University of Hong Kong to support diabetes research. D.O.M.-K. is a part-time clinical research consultant for Metabolon Inc. S.Liu reports consulting payments and honoraria or promises of the same for scientific presentations or reviews at numerous venues, including but not limited to Barilla, by-Health Inc, Ausa Pharmed Co.LTD, Fred Hutchinson Cancer Center, Harvard University, University of Buffalo, Guangdong General Hospital and Academy of Medical Sciences, Consulting member for Novo Nordisk, Inc; member of the Data Safety and Monitoring Board for a trial of pulmonary hypertension in diabetes patients at Massachusetts General Hospital; receives royalties from UpToDate; receives an honorarium from the American Society for Nutrition for his duties as Associate Editor. K.Stefansson is an employee of deCODE genetics/Amgen Inc. M.I.M. has served on advisory panels for Pfizer, NovoNordisk and Zoe Global, has received honoraria from Merck, Pfizer, Novo Nordisk and Eli Lilly, and research funding from Abbvie, Astra Zeneca, Boehringer Ingelheim, Eli Lilly, Janssen, Merck, NovoNordisk, Pfizer, Roche, Sanofi Aventis, Servier, and Takeda; and is now an employee of Genentech and a holder of Roche stock. J.B.M. is an Academic Associate for Quest Diagnostics R&D. A.Mahajan is an employee of Genentech, and a holder of Roche stock.

Published
2023
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17. Erratum: Ancestral diversity improves discovery and fine-mapping of genetic loci for anthropometric traits-The Hispanic/Latino Anthropometry Consortium.

Author

Fernández-Rhodes L, Graff M, Buchanan VL, Justice AE, Highland HM, Guo X, Zhu W, Chen HH, Young KL, Adhikari K, Palmer ND, Below JE, Bradfield J, Pereira AC, Glover L, Kim D, Lilly AG, Shrestha P, Thomas AG, Zhang X, Chen M, Chiang CWK, Pulit S, Horimoto A, Krieger JE, Guindo-Martínez M, Preuss M, Schumann C, Smit RAJ, Torres-Mejía G, Acuña-Alonzo V, Bedoya G, Bortolini MC, Canizales-Quinteros S, Gallo C, González-José R, Poletti G, Rothhammer F, Hakonarson H, Igo R, Adler SG, Iyengar SK, Nicholas SB, Gogarten SM, Isasi CR, Papnicolaou G, Stilp AM, Qi Q, Kho M, Smith JA, Langefeld CD, Wagenknecht L, Mckean-Cowdin R, Gao XR, Nousome D, Conti DV, Feng Y, Allison MA, Arzumanyan Z, Buchanan TA, Chen YI, Genter PM, Goodarzi MO, Hai Y, Hsueh W, Ipp E, Kandeel FR, Lam K, Li X, Nadler JL, Raffel LJ, Roll K, Sandow K, Tan J, Taylor KD, Xiang AH, Yao J, Audirac-Chalifour A, Peralta Romero JJ, Hartwig F, Horta B, Blangero J, Curran JE, Duggirala R, Lehman DE, Puppala S, Fejerman L, John EM, Aguilar-Salinas C, Burtt NP, Florez JC, García-Ortíz H, González-Villalpando C, Mercader J, Orozco L, Tusié-Luna T, Blanco E, Gahagan S, Cox NJ, Hanis C, Butte NF, Cole SA, Comuzzie AG, Voruganti VS, Rohde R, Wang Y, Sofer T, Ziv E, Grant SFA, Ruiz-Linares A, Rotter JI, Haiman CA, Parra EJ, Cruz M, Loos RJF, and North KE

Abstract

[This corrects the article DOI: 10.1016/j.xhgg.2022.100099.]., (© 2022 The Author(s).)

Published
2022
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18. Multi-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation.

Author

Mahajan A, Spracklen CN, Zhang W, Ng MCY, Petty LE, Kitajima H, Yu GZ, Rüeger S, Speidel L, Kim YJ, Horikoshi M, Mercader JM, Taliun D, Moon S, Kwak SH, Robertson NR, Rayner NW, Loh M, Kim BJ, Chiou J, Miguel-Escalada I, Della Briotta Parolo P, Lin K, Bragg F, Preuss MH, Takeuchi F, Nano J, Guo X, Lamri A, Nakatochi M, Scott RA, Lee JJ, Huerta-Chagoya A, Graff M, Chai JF, Parra EJ, Yao J, Bielak LF, Tabara Y, Hai Y, Steinthorsdottir V, Cook JP, Kals M, Grarup N, Schmidt EM, Pan I, Sofer T, Wuttke M, Sarnowski C, Gieger C, Nousome D, Trompet S, Long J, Sun M, Tong L, Chen WM, Ahmad M, Noordam R, Lim VJY, Tam CHT, Joo YY, Chen CH, Raffield LM, Lecoeur C, Prins BP, Nicolas A, Yanek LR, Chen G, Jensen RA, Tajuddin S, Kabagambe EK, An P, Xiang AH, Choi HS, Cade BE, Tan J, Flanagan J, Abaitua F, Adair LS, Adeyemo A, Aguilar-Salinas CA, Akiyama M, Anand SS, Bertoni A, Bian Z, Bork-Jensen J, Brandslund I, Brody JA, Brummett CM, Buchanan TA, Canouil M, Chan JCN, Chang LC, Chee ML, Chen J, Chen SH, Chen YT, Chen Z, Chuang LM, Cushman M, Das SK, de Silva HJ, Dedoussis G, Dimitrov L, Doumatey AP, Du S, Duan Q, Eckardt KU, Emery LS, Evans DS, Evans MK, Fischer K, Floyd JS, Ford I, Fornage M, Franco OH, Frayling TM, Freedman BI, Fuchsberger C, Genter P, Gerstein HC, Giedraitis V, González-Villalpando C, González-Villalpando ME, Goodarzi MO, Gordon-Larsen P, Gorkin D, Gross M, Guo Y, Hackinger S, Han S, Hattersley AT, Herder C, Howard AG, Hsueh W, Huang M, Huang W, Hung YJ, Hwang MY, Hwu CM, Ichihara S, Ikram MA, Ingelsson M, Islam MT, Isono M, Jang HM, Jasmine F, Jiang G, Jonas JB, Jørgensen ME, Jørgensen T, Kamatani Y, Kandeel FR, Kasturiratne A, Katsuya T, Kaur V, Kawaguchi T, Keaton JM, Kho AN, Khor CC, Kibriya MG, Kim DH, Kohara K, Kriebel J, Kronenberg F, Kuusisto J, Läll K, Lange LA, Lee MS, Lee NR, Leong A, Li L, Li Y, Li-Gao R, Ligthart S, Lindgren CM, Linneberg A, Liu CT, Liu J, Locke AE, Louie T, Luan J, Luk AO, Luo X, Lv J, Lyssenko V, Mamakou V, Mani KR, Meitinger T, Metspalu A, Morris AD, Nadkarni GN, Nadler JL, Nalls MA, Nayak U, Nongmaithem SS, Ntalla I, Okada Y, Orozco L, Patel SR, Pereira MA, Peters A, Pirie FJ, Porneala B, Prasad G, Preissl S, Rasmussen-Torvik LJ, Reiner AP, Roden M, Rohde R, Roll K, Sabanayagam C, Sander M, Sandow K, Sattar N, Schönherr S, Schurmann C, Shahriar M, Shi J, Shin DM, Shriner D, Smith JA, So WY, Stančáková A, Stilp AM, Strauch K, Suzuki K, Takahashi A, Taylor KD, Thorand B, Thorleifsson G, Thorsteinsdottir U, Tomlinson B, Torres JM, Tsai FJ, Tuomilehto J, Tusie-Luna T, Udler MS, Valladares-Salgado A, van Dam RM, van Klinken JB, Varma R, Vujkovic M, Wacher-Rodarte N, Wheeler E, Whitsel EA, Wickremasinghe AR, van Dijk KW, Witte DR, Yajnik CS, Yamamoto K, Yamauchi T, Yengo L, Yoon K, Yu C, Yuan JM, Yusuf S, Zhang L, Zheng W, Raffel LJ, Igase M, Ipp E, Redline S, Cho YS, Lind L, Province MA, Hanis CL, Peyser PA, Ingelsson E, Zonderman AB, Psaty BM, Wang YX, Rotimi CN, Becker DM, Matsuda F, Liu Y, Zeggini E, Yokota M, Rich SS, Kooperberg C, Pankow JS, Engert JC, Chen YI, Froguel P, Wilson JG, Sheu WHH, Kardia SLR, Wu JY, Hayes MG, Ma RCW, Wong TY, Groop L, Mook-Kanamori DO, Chandak GR, Collins FS, Bharadwaj D, Paré G, Sale MM, Ahsan H, Motala AA, Shu XO, Park KS, Jukema JW, Cruz M, McKean-Cowdin R, Grallert H, Cheng CY, Bottinger EP, Dehghan A, Tai ES, Dupuis J, Kato N, Laakso M, Köttgen A, Koh WP, Palmer CNA, Liu S, Abecasis G, Kooner JS, Loos RJF, North KE, Haiman CA, Florez JC, Saleheen D, Hansen T, Pedersen O, Mägi R, Langenberg C, Wareham NJ, Maeda S, Kadowaki T, Lee J, Millwood IY, Walters RG, Stefansson K, Myers SR, Ferrer J, Gaulton KJ, Meigs JB, Mohlke KL, Gloyn AL, Bowden DW, Below JE, Chambers JC, Sim X, Boehnke M, Rotter JI, McCarthy MI, and Morris AP

Subjects
Ethnicity, Genetic Predisposition to Disease, Humans, Polymorphism, Single Nucleotide genetics, Risk Factors, Diabetes Mellitus, Type 2 epidemiology, Genome-Wide Association Study
Abstract

We assembled an ancestrally diverse collection of genome-wide association studies (GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9% non-European descent) through the Diabetes Meta-Analysis of Trans-Ethnic association studies (DIAMANTE) Consortium. Multi-ancestry GWAS meta-analysis identified 237 loci attaining stringent genome-wide significance (P < 5 × 10 -9 ), which were delineated to 338 distinct association signals. Fine-mapping of these signals was enhanced by the increased sample size and expanded population diversity of the multi-ancestry meta-analysis, which localized 54.4% of T2D associations to a single variant with >50% posterior probability. This improved fine-mapping enabled systematic assessment of candidate causal genes and molecular mechanisms through which T2D associations are mediated, laying the foundations for functional investigations. Multi-ancestry genetic risk scores enhanced transferability of T2D prediction across diverse populations. Our study provides a step toward more effective clinical translation of T2D GWAS to improve global health for all, irrespective of genetic background., (© 2022. The Author(s), under exclusive licence to Springer Nature America, Inc.)

Published
2022
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19. Ancestral diversity improves discovery and fine-mapping of genetic loci for anthropometric traits-The Hispanic/Latino Anthropometry Consortium.

Author

Fernández-Rhodes L, Graff M, Buchanan VL, Justice AE, Highland HM, Guo X, Zhu W, Chen HH, Young KL, Adhikari K, Palmer ND, Below JE, Bradfield J, Pereira AC, Glover L, Kim D, Lilly AG, Shrestha P, Thomas AG, Zhang X, Chen M, Chiang CWK, Pulit S, Horimoto A, Krieger JE, Guindo-Martínez M, Preuss M, Schumann C, Smit RAJ, Torres-Mejía G, Acuña-Alonzo V, Bedoya G, Bortolini MC, Canizales-Quinteros S, Gallo C, González-José R, Poletti G, Rothhammer F, Hakonarson H, Igo R, Adler SG, Iyengar SK, Nicholas SB, Gogarten SM, Isasi CR, Papnicolaou G, Stilp AM, Qi Q, Kho M, Smith JA, Langefeld CD, Wagenknecht L, Mckean-Cowdin R, Gao XR, Nousome D, Conti DV, Feng Y, Allison MA, Arzumanyan Z, Buchanan TA, Ida Chen YD, Genter PM, Goodarzi MO, Hai Y, Hsueh W, Ipp E, Kandeel FR, Lam K, Li X, Nadler JL, Raffel LJ, Roll K, Sandow K, Tan J, Taylor KD, Xiang AH, Yao J, Audirac-Chalifour A, de Jesus Peralta Romero J, Hartwig F, Horta B, Blangero J, Curran JE, Duggirala R, Lehman DE, Puppala S, Fejerman L, John EM, Aguilar-Salinas C, Burtt NP, Florez JC, García-Ortíz H, González-Villalpando C, Mercader J, Orozco L, Tusié-Luna T, Blanco E, Gahagan S, Cox NJ, Hanis C, Butte NF, Cole SA, Comuzzie AG, Voruganti VS, Rohde R, Wang Y, Sofer T, Ziv E, Grant SFA, Ruiz-Linares A, Rotter JI, Haiman CA, Parra EJ, Cruz M, Loos RJF, and North KE

Abstract

Hispanic/Latinos have been underrepresented in genome-wide association studies (GWAS) for anthropometric traits despite their notable anthropometric variability, ancestry proportions, and high burden of growth stunting and overweight/obesity. To address this knowledge gap, we analyzed densely imputed genetic data in a sample of Hispanic/Latino adults to identify and fine-map genetic variants associated with body mass index (BMI), height, and BMI-adjusted waist-to-hip ratio (WHRadjBMI). We conducted a GWAS of 18 studies/consortia as part of the Hispanic/Latino Anthropometry (HISLA) Consortium (stage 1, n = 59,771) and generalized our findings in 9 additional studies (stage 2, n = 10,538). We conducted a trans-ancestral GWAS with summary statistics from HISLA stage 1 and existing consortia of European and African ancestries. In our HISLA stage 1 + 2 analyses, we discovered one BMI locus, as well as two BMI signals and another height signal each within established anthropometric loci. In our trans-ancestral meta-analysis, we discovered three BMI loci, one height locus, and one WHRadjBMI locus. We also identified 3 secondary signals for BMI, 28 for height, and 2 for WHRadjBMI in established loci. We show that 336 known BMI, 1,177 known height, and 143 known WHRadjBMI (combined) SNPs demonstrated suggestive transferability (nominal significance and effect estimate directional consistency) in Hispanic/Latino adults. Of these, 36 BMI, 124 height, and 11 WHRadjBMI SNPs were significant after trait-specific Bonferroni correction. Trans-ancestral meta-analysis of the three ancestries showed a small-to-moderate impact of uncorrected population stratification on the resulting effect size estimates. Our findings demonstrate that future studies may also benefit from leveraging diverse ancestries and differences in linkage disequilibrium patterns to discover novel loci and additional signals with less residual population stratification., Competing Interests: S.M.G. and A.M.S. receive funding from Seven Bridges Genomics to develop tools for the NHLBI BioData Catalyst consortium. All others authors declare no competing interests., (© 2022 The Author(s).)

Published
2022
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20. The trans-ancestral genomic architecture of glycemic traits.

Author

Chen J, Spracklen CN, Marenne G, Varshney A, Corbin LJ, Luan J, Willems SM, Wu Y, Zhang X, Horikoshi M, Boutin TS, Mägi R, Waage J, Li-Gao R, Chan KHK, Yao J, Anasanti MD, Chu AY, Claringbould A, Heikkinen J, Hong J, Hottenga JJ, Huo S, Kaakinen MA, Louie T, März W, Moreno-Macias H, Ndungu A, Nelson SC, Nolte IM, North KE, Raulerson CK, Ray D, Rohde R, Rybin D, Schurmann C, Sim X, Southam L, Stewart ID, Wang CA, Wang Y, Wu P, Zhang W, Ahluwalia TS, Appel EVR, Bielak LF, Brody JA, Burtt NP, Cabrera CP, Cade BE, Chai JF, Chai X, Chang LC, Chen CH, Chen BH, Chitrala KN, Chiu YF, de Haan HG, Delgado GE, Demirkan A, Duan Q, Engmann J, Fatumo SA, Gayán J, Giulianini F, Gong JH, Gustafsson S, Hai Y, Hartwig FP, He J, Heianza Y, Huang T, Huerta-Chagoya A, Hwang MY, Jensen RA, Kawaguchi T, Kentistou KA, Kim YJ, Kleber ME, Kooner IK, Lai S, Lange LA, Langefeld CD, Lauzon M, Li M, Ligthart S, Liu J, Loh M, Long J, Lyssenko V, Mangino M, Marzi C, Montasser ME, Nag A, Nakatochi M, Noce D, Noordam R, Pistis G, Preuss M, Raffield L, Rasmussen-Torvik LJ, Rich SS, Robertson NR, Rueedi R, Ryan K, Sanna S, Saxena R, Schraut KE, Sennblad B, Setoh K, Smith AV, Sparsø T, Strawbridge RJ, Takeuchi F, Tan J, Trompet S, van den Akker E, van der Most PJ, Verweij N, Vogel M, Wang H, Wang C, Wang N, Warren HR, Wen W, Wilsgaard T, Wong A, Wood AR, Xie T, Zafarmand MH, Zhao JH, Zhao W, Amin N, Arzumanyan Z, Astrup A, Bakker SJL, Baldassarre D, Beekman M, Bergman RN, Bertoni A, Blüher M, Bonnycastle LL, Bornstein SR, Bowden DW, Cai Q, Campbell A, Campbell H, Chang YC, de Geus EJC, Dehghan A, Du S, Eiriksdottir G, Farmaki AE, Frånberg M, Fuchsberger C, Gao Y, Gjesing AP, Goel A, Han S, Hartman CA, Herder C, Hicks AA, Hsieh CH, Hsueh WA, Ichihara S, Igase M, Ikram MA, Johnson WC, Jørgensen ME, Joshi PK, Kalyani RR, Kandeel FR, Katsuya T, Khor CC, Kiess W, Kolcic I, Kuulasmaa T, Kuusisto J, Läll K, Lam K, Lawlor DA, Lee NR, Lemaitre RN, Li H, Lin SY, Lindström J, Linneberg A, Liu J, Lorenzo C, Matsubara T, Matsuda F, Mingrone G, Mooijaart S, Moon S, Nabika T, Nadkarni GN, Nadler JL, Nelis M, Neville MJ, Norris JM, Ohyagi Y, Peters A, Peyser PA, Polasek O, Qi Q, Raven D, Reilly DF, Reiner A, Rivideneira F, Roll K, Rudan I, Sabanayagam C, Sandow K, Sattar N, Schürmann A, Shi J, Stringham HM, Taylor KD, Teslovich TM, Thuesen B, Timmers PRHJ, Tremoli E, Tsai MY, Uitterlinden A, van Dam RM, van Heemst D, van Hylckama Vlieg A, van Vliet-Ostaptchouk JV, Vangipurapu J, Vestergaard H, Wang T, Willems van Dijk K, Zemunik T, Abecasis GR, Adair LS, Aguilar-Salinas CA, Alarcón-Riquelme ME, An P, Aviles-Santa L, Becker DM, Beilin LJ, Bergmann S, Bisgaard H, Black C, Boehnke M, Boerwinkle E, Böhm BO, Bønnelykke K, Boomsma DI, Bottinger EP, Buchanan TA, Canouil M, Caulfield MJ, Chambers JC, Chasman DI, Chen YI, Cheng CY, Collins FS, Correa A, Cucca F, de Silva HJ, Dedoussis G, Elmståhl S, Evans MK, Ferrannini E, Ferrucci L, Florez JC, Franks PW, Frayling TM, Froguel P, Gigante B, Goodarzi MO, Gordon-Larsen P, Grallert H, Grarup N, Grimsgaard S, Groop L, Gudnason V, Guo X, Hamsten A, Hansen T, Hayward C, Heckbert SR, Horta BL, Huang W, Ingelsson E, James PS, Jarvelin MR, Jonas JB, Jukema JW, Kaleebu P, Kaplan R, Kardia SLR, Kato N, Keinanen-Kiukaanniemi SM, Kim BJ, Kivimaki M, Koistinen HA, Kooner JS, Körner A, Kovacs P, Kuh D, Kumari M, Kutalik Z, Laakso M, Lakka TA, Launer LJ, Leander K, Li H, Lin X, Lind L, Lindgren C, Liu S, Loos RJF, Magnusson PKE, Mahajan A, Metspalu A, Mook-Kanamori DO, Mori TA, Munroe PB, Njølstad I, O'Connell JR, Oldehinkel AJ, Ong KK, Padmanabhan S, Palmer CNA, Palmer ND, Pedersen O, Pennell CE, Porteous DJ, Pramstaller PP, Province MA, Psaty BM, Qi L, Raffel LJ, Rauramaa R, Redline S, Ridker PM, Rosendaal FR, Saaristo TE, Sandhu M, Saramies J, Schneiderman N, Schwarz P, Scott LJ, Selvin E, Sever P, Shu XO, Slagboom PE, Small KS, Smith BH, Snieder H, Sofer T, Sørensen TIA, Spector TD, Stanton A, Steves CJ, Stumvoll M, Sun L, Tabara Y, Tai ES, Timpson NJ, Tönjes A, Tuomilehto J, Tusie T, Uusitupa M, van der Harst P, van Duijn C, Vitart V, Vollenweider P, Vrijkotte TGM, Wagenknecht LE, Walker M, Wang YX, Wareham NJ, Watanabe RM, Watkins H, Wei WB, Wickremasinghe AR, Willemsen G, Wilson JF, Wong TY, Wu JY, Xiang AH, Yanek LR, Yengo L, Yokota M, Zeggini E, Zheng W, Zonderman AB, Rotter JI, Gloyn AL, McCarthy MI, Dupuis J, Meigs JB, Scott RA, Prokopenko I, Leong A, Liu CT, Parker SCJ, Mohlke KL, Langenberg C, Wheeler E, Morris AP, and Barroso I

Subjects
Alleles, Epigenesis, Genetic, Gene Expression Profiling, Genome, Human, Genome-Wide Association Study, Glycated Hemoglobin metabolism, Humans, Multifactorial Inheritance genetics, Physical Chromosome Mapping, Quantitative Trait Loci genetics, Blood Glucose genetics, Quantitative Trait, Heritable, White People genetics
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
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21. Rationale, design and baseline characteristics of the Microbiome and Insulin Longitudinal Evaluation Study (MILES).

Author

Jensen ET, Bertoni AG, Crago OL, Hoffman KL, Wood AC, Arzumanyan Z, Lam LK, Roll K, Sandow K, Wu M, Rich SS, Rotter JI, Chen YI, Petrosino JF, and Goodarzi MO

Subjects
Blood Glucose, Glucose Tolerance Test, Humans, Insulin, Diabetes Mellitus, Type 2 epidemiology, Gastrointestinal Microbiome, Insulin Resistance
Abstract

Aim: To investigate the role of the gut microbiome in regulating key insulin homeostasis traits (insulin sensitivity, insulin secretion and insulin clearance) whose dysfunction leads to type 2 diabetes (T2D)., Materials and Methods: The Microbiome and Insulin Longitudinal Evaluation Study (MILES) focuses on African American and non-Hispanic white participants aged 40-80 years without diabetes. Three study visits are planned (at baseline, 15 and 30 months). Baseline measurements include assessment of the stool microbiome and administration of an oral glucose tolerance test, which will yield indexes of insulin sensitivity, insulin secretion and insulin clearance. The gut microbiome profile (composition and function) will be determined using whole metagenome shotgun sequencing along with analyses of plasma short chain fatty acids. Additional data collected include dietary history, sociodemographic factors, health habits, anthropometry, medical history, medications and family history. Most assessments are repeated 15 and 30 months following baseline., Results: After screening 875 individuals, 129 African American and 224 non-Hispanic white participants were enrolled. At baseline, African American participants have higher blood pressure, weight, body mass index, waist and hip circumferences but similar waist-hip ratio compared with the non-Hispanic white participants. On average, African American participants are less insulin-sensitive and have higher acute insulin secretion and lower insulin clearance., Conclusions: The longitudinal design and robust characterization of potential mediators will allow for the assessment of glucose and insulin homeostasis and gut microbiota as they change over time, improving our ability to discern causal relationships between the microbiome and the insulin homeostasis traits whose deterioration determines T2D, setting the stage for future microbiome-directed therapies to prevent and treat T2D., (© 2020 John Wiley & Sons Ltd.)

Published
2020
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22. Associations of autozygosity with a broad range of human phenotypes.

Author

Clark DW, Okada Y, Moore KHS, Mason D, Pirastu N, Gandin I, Mattsson H, Barnes CLK, Lin K, Zhao JH, Deelen P, Rohde R, Schurmann C, Guo X, Giulianini F, Zhang W, Medina-Gomez C, Karlsson R, Bao Y, Bartz TM, Baumbach C, Biino G, Bixley MJ, Brumat M, Chai JF, Corre T, Cousminer DL, Dekker AM, Eccles DA, van Eijk KR, Fuchsberger C, Gao H, Germain M, Gordon SD, de Haan HG, Harris SE, Hofer E, Huerta-Chagoya A, Igartua C, Jansen IE, Jia Y, Kacprowski T, Karlsson T, Kleber ME, Li SA, Li-Gao R, Mahajan A, Matsuda K, Meidtner K, Meng W, Montasser ME, van der Most PJ, Munz M, Nutile T, Palviainen T, Prasad G, Prasad RB, Priyanka TDS, Rizzi F, Salvi E, Sapkota BR, Shriner D, Skotte L, Smart MC, Smith AV, van der Spek A, Spracklen CN, Strawbridge RJ, Tajuddin SM, Trompet S, Turman C, Verweij N, Viberti C, Wang L, Warren HR, Wootton RE, Yanek LR, Yao J, Yousri NA, Zhao W, Adeyemo AA, Afaq S, Aguilar-Salinas CA, Akiyama M, Albert ML, Allison MA, Alver M, Aung T, Azizi F, Bentley AR, Boeing H, Boerwinkle E, Borja JB, de Borst GJ, Bottinger EP, Broer L, Campbell H, Chanock S, Chee ML, Chen G, Chen YI, Chen Z, Chiu YF, Cocca M, Collins FS, Concas MP, Corley J, Cugliari G, van Dam RM, Damulina A, Daneshpour MS, Day FR, Delgado GE, Dhana K, Doney ASF, Dörr M, Doumatey AP, Dzimiri N, Ebenesersdóttir SS, Elliott J, Elliott P, Ewert R, Felix JF, Fischer K, Freedman BI, Girotto G, Goel A, Gögele M, Goodarzi MO, Graff M, Granot-Hershkovitz E, Grodstein F, Guarrera S, Gudbjartsson DF, Guity K, Gunnarsson B, Guo Y, Hagenaars SP, Haiman CA, Halevy A, Harris TB, Hedayati M, van Heel DA, Hirata M, Höfer I, Hsiung CA, Huang J, Hung YJ, Ikram MA, Jagadeesan A, Jousilahti P, Kamatani Y, Kanai M, Kerrison ND, Kessler T, Khaw KT, Khor CC, de Kleijn DPV, Koh WP, Kolcic I, Kraft P, Krämer BK, Kutalik Z, Kuusisto J, Langenberg C, Launer LJ, Lawlor DA, Lee IT, Lee WJ, Lerch MM, Li L, Liu J, Loh M, London SJ, Loomis S, Lu Y, Luan J, Mägi R, Manichaikul AW, Manunta P, Másson G, Matoba N, Mei XW, Meisinger C, Meitinger T, Mezzavilla M, Milani L, Millwood IY, Momozawa Y, Moore A, Morange PE, Moreno-Macías H, Mori TA, Morrison AC, Muka T, Murakami Y, Murray AD, de Mutsert R, Mychaleckyj JC, Nalls MA, Nauck M, Neville MJ, Nolte IM, Ong KK, Orozco L, Padmanabhan S, Pálsson G, Pankow JS, Pattaro C, Pattie A, Polasek O, Poulter N, Pramstaller PP, Quintana-Murci L, Räikkönen K, Ralhan S, Rao DC, van Rheenen W, Rich SS, Ridker PM, Rietveld CA, Robino A, van Rooij FJA, Ruggiero D, Saba Y, Sabanayagam C, Sabater-Lleal M, Sala CF, Salomaa V, Sandow K, Schmidt H, Scott LJ, Scott WR, Sedaghati-Khayat B, Sennblad B, van Setten J, Sever PJ, Sheu WH, Shi Y, Shrestha S, Shukla SR, Sigurdsson JK, Sikka TT, Singh JR, Smith BH, Stančáková A, Stanton A, Starr JM, Stefansdottir L, Straker L, Sulem P, Sveinbjornsson G, Swertz MA, Taylor AM, Taylor KD, Terzikhan N, Tham YC, Thorleifsson G, Thorsteinsdottir U, Tillander A, Tracy RP, Tusié-Luna T, Tzoulaki I, Vaccargiu S, Vangipurapu J, Veldink JH, Vitart V, Völker U, Vuoksimaa E, Wakil SM, Waldenberger M, Wander GS, Wang YX, Wareham NJ, Wild S, Yajnik CS, Yuan JM, Zeng L, Zhang L, Zhou J, Amin N, Asselbergs FW, Bakker SJL, Becker DM, Lehne B, Bennett DA, van den Berg LH, Berndt SI, Bharadwaj D, Bielak LF, Bochud M, Boehnke M, Bouchard C, Bradfield JP, Brody JA, Campbell A, Carmi S, Caulfield MJ, Cesarini D, Chambers JC, Chandak GR, Cheng CY, Ciullo M, Cornelis M, Cusi D, Smith GD, Deary IJ, Dorajoo R, van Duijn CM, Ellinghaus D, Erdmann J, Eriksson JG, Evangelou E, Evans MK, Faul JD, Feenstra B, Feitosa M, Foisy S, Franke A, Friedlander Y, Gasparini P, Gieger C, Gonzalez C, Goyette P, Grant SFA, Griffiths LR, Groop L, Gudnason V, Gyllensten U, Hakonarson H, Hamsten A, van der Harst P, Heng CK, Hicks AA, Hochner H, Huikuri H, Hunt SC, Jaddoe VWV, De Jager PL, Johannesson M, Johansson Å, Jonas JB, Jukema JW, Junttila J, Kaprio J, Kardia SLR, Karpe F, Kumari M, Laakso M, van der Laan SW, Lahti J, Laudes M, Lea RA, Lieb W, Lumley T, Martin NG, März W, Matullo G, McCarthy MI, Medland SE, Merriman TR, Metspalu A, Meyer BF, Mohlke KL, Montgomery GW, Mook-Kanamori D, Munroe PB, North KE, Nyholt DR, O'connell JR, Ober C, Oldehinkel AJ, Palmas W, Palmer C, Pasterkamp GG, Patin E, Pennell CE, Perusse L, Peyser PA, Pirastu M, Polderman TJC, Porteous DJ, Posthuma D, Psaty BM, Rioux JD, Rivadeneira F, Rotimi C, Rotter JI, Rudan I, Den Ruijter HM, Sanghera DK, Sattar N, Schmidt R, Schulze MB, Schunkert H, Scott RA, Shuldiner AR, Sim X, Small N, Smith JA, Sotoodehnia N, Tai ES, Teumer A, Timpson NJ, Toniolo D, Tregouet DA, Tuomi T, Vollenweider P, Wang CA, Weir DR, Whitfield JB, Wijmenga C, Wong TY, Wright J, Yang J, Yu L, Zemel BS, Zonderman AB, Perola M, Magnusson PKE, Uitterlinden AG, Kooner JS, Chasman DI, Loos RJF, Franceschini N, Franke L, Haley CS, Hayward C, Walters RG, Perry JRB, Esko T, Helgason A, Stefansson K, Joshi PK, Kubo M, and Wilson JF

Subjects
Alleles, Haplotypes, Homozygote, Humans, Body Size genetics, Cognition, Consanguinity, Fertility genetics, Health Status, Inbreeding Depression genetics, Risk-Taking
Abstract

In many species, the offspring of related parents suffer reduced reproductive success, a phenomenon known as inbreeding depression. In humans, the importance of this effect has remained unclear, partly because reproduction between close relatives is both rare and frequently associated with confounding social factors. Here, using genomic inbreeding coefficients (F ROH ) for >1.4 million individuals, we show that F ROH is significantly associated (p < 0.0005) with apparently deleterious changes in 32 out of 100 traits analysed. These changes are associated with runs of homozygosity (ROH), but not with common variant homozygosity, suggesting that genetic variants associated with inbreeding depression are predominantly rare. The effect on fertility is striking: F ROH equivalent to the offspring of first cousins is associated with a 55% decrease [95% CI 44-66%] in the odds of having children. Finally, the effects of F ROH are confirmed within full-sibling pairs, where the variation in F ROH is independent of all environmental confounding.

Published
2019
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23. A multi-ancestry genome-wide study incorporating gene-smoking interactions identifies multiple new loci for pulse pressure and mean arterial pressure.

Author

Sung YJ, de las Fuentes L, Winkler TW, Chasman DI, Bentley AR, Kraja AT, Ntalla I, Warren HR, Guo X, Schwander K, Manning AK, Brown MR, Aschard H, Feitosa MF, Franceschini N, Lu Y, Cheng CY, Sim X, Vojinovic D, Marten J, Musani SK, Kilpeläinen TO, Richard MA, Aslibekyan S, Bartz TM, Dorajoo R, Li C, Liu Y, Rankinen T, Smith AV, Tajuddin SM, Tayo BO, Zhao W, Zhou Y, Matoba N, Sofer T, Alver M, Amini M, Boissel M, Chai JF, Chen X, Divers J, Gandin I, Gao C, Giulianini F, Goel A, Harris SE, Hartwig FP, He M, Horimoto ARVR, Hsu FC, Jackson AU, Kammerer CM, Kasturiratne A, Komulainen P, Kühnel B, Leander K, Lee WJ, Lin KH, Luan J, Lyytikäinen LP, McKenzie CA, Nelson CP, Noordam R, Scott RA, Sheu WHH, Stančáková A, Takeuchi F, van der Most PJ, Varga TV, Waken RJ, Wang H, Wang Y, Ware EB, Weiss S, Wen W, Yanek LR, Zhang W, Zhao JH, Afaq S, Alfred T, Amin N, Arking DE, Aung T, Barr RG, Bielak LF, Boerwinkle E, Bottinger EP, Braund PS, Brody JA, Broeckel U, Cade B, Campbell A, Canouil M, Chakravarti A, Cocca M, Collins FS, Connell JM, de Mutsert R, de Silva HJ, Dörr M, Duan Q, Eaton CB, Ehret G, Evangelou E, Faul JD, Forouhi NG, Franco OH, Friedlander Y, Gao H, Gigante B, Gu CC, Gupta P, Hagenaars SP, Harris TB, He J, Heikkinen S, Heng CK, Hofman A, Howard BV, Hunt SC, Irvin MR, Jia Y, Katsuya T, Kaufman J, Kerrison ND, Khor CC, Koh WP, Koistinen HA, Kooperberg CB, Krieger JE, Kubo M, Kutalik Z, Kuusisto J, Lakka TA, Langefeld CD, Langenberg C, Launer LJ, Lee JH, Lehne B, Levy D, Lewis CE, Li Y, Lim SH, Liu CT, Liu J, Liu J, Liu Y, Loh M, Lohman KK, Louie T, Mägi R, Matsuda K, Meitinger T, Metspalu A, Milani L, Momozawa Y, Mosley TH Jr, Nalls MA, Nasri U, O'Connell JR, Ogunniyi A, Palmas WR, Palmer ND, Pankow JS, Pedersen NL, Peters A, Peyser PA, Polasek O, Porteous D, Raitakari OT, Renström F, Rice TK, Ridker PM, Robino A, Robinson JG, Rose LM, Rudan I, Sabanayagam C, Salako BL, Sandow K, Schmidt CO, Schreiner PJ, Scott WR, Sever P, Sims M, Sitlani CM, Smith BH, Smith JA, Snieder H, Starr JM, Strauch K, Tang H, Taylor KD, Teo YY, Tham YC, Uitterlinden AG, Waldenberger M, Wang L, Wang YX, Wei WB, Wilson G, Wojczynski MK, Xiang YB, Yao J, Yuan JM, Zonderman AB, Becker DM, Boehnke M, Bowden DW, Chambers JC, Chen YI, Weir DR, de Faire U, Deary IJ, Esko T, Farrall M, Forrester T, Freedman BI, Froguel P, Gasparini P, Gieger C, Horta BL, Hung YJ, Jonas JB, Kato N, Kooner JS, Laakso M, Lehtimäki T, Liang KW, Magnusson PKE, Oldehinkel AJ, Pereira AC, Perls T, Rauramaa R, Redline S, Rettig R, Samani NJ, Scott J, Shu XO, van der Harst P, Wagenknecht LE, Wareham NJ, Watkins H, Wickremasinghe AR, Wu T, Kamatani Y, Laurie CC, Bouchard C, Cooper RS, Evans MK, Gudnason V, Hixson J, Kardia SLR, Kritchevsky SB, Psaty BM, van Dam RM, Arnett DK, Mook-Kanamori DO, Fornage M, Fox ER, Hayward C, van Duijn CM, Tai ES, Wong TY, Loos RJF, Reiner AP, Rotimi CN, Bierut LJ, Zhu X, Cupples LA, Province MA, Rotter JI, Franks PW, Rice K, Elliott P, Caulfield MJ, Gauderman WJ, Munroe PB, Rao DC, and Morrison AC

Subjects
Adolescent, Adult, Aged, Aged, 80 and over, Antiporters genetics, Blood Pressure genetics, Caspase 9 genetics, Ethnicity genetics, Female, Genome-Wide Association Study, Humans, Hypertension etiology, Male, Membrane Proteins genetics, Middle Aged, Receptors, Vasopressin genetics, Sulfate Transporters genetics, Tumor Suppressor Proteins genetics, Young Adult, Arterial Pressure genetics, Gene-Environment Interaction, Hypertension genetics, Polymorphism, Genetic, Racial Groups genetics, Smoking adverse effects
Abstract

Elevated blood pressure (BP), a leading cause of global morbidity and mortality, is influenced by both genetic and lifestyle factors. Cigarette smoking is one such lifestyle factor. Across five ancestries, we performed a genome-wide gene-smoking interaction study of mean arterial pressure (MAP) and pulse pressure (PP) in 129 913 individuals in stage 1 and follow-up analysis in 480 178 additional individuals in stage 2. We report here 136 loci significantly associated with MAP and/or PP. Of these, 61 were previously published through main-effect analysis of BP traits, 37 were recently reported by us for systolic BP and/or diastolic BP through gene-smoking interaction analysis and 38 were newly identified (P < 5 × 10-8, false discovery rate < 0.05). We also identified nine new signals near known loci. Of the 136 loci, 8 showed significant interaction with smoking status. They include CSMD1 previously reported for insulin resistance and BP in the spontaneously hypertensive rats. Many of the 38 new loci show biologic plausibility for a role in BP regulation. SLC26A7 encodes a chloride/bicarbonate exchanger expressed in the renal outer medullary collecting duct. AVPR1A is widely expressed, including in vascular smooth muscle cells, kidney, myocardium and brain. FHAD1 is a long non-coding RNA overexpressed in heart failure. TMEM51 was associated with contractile function in cardiomyocytes. CASP9 plays a central role in cardiomyocyte apoptosis. Identified only in African ancestry were 30 novel loci. Our findings highlight the value of multi-ancestry investigations, particularly in studies of interaction with lifestyle factors, where genomic and lifestyle differences may contribute to novel findings., (© The Author(s) 2019. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com.)

Published
2019
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24. Associations of Mitochondrial and Nuclear Mitochondrial Variants and Genes with Seven Metabolic Traits.

Author

Kraja AT, Liu C, Fetterman JL, Graff M, Have CT, Gu C, Yanek LR, Feitosa MF, Arking DE, Chasman DI, Young K, Ligthart S, Hill WD, Weiss S, Luan J, Giulianini F, Li-Gao R, Hartwig FP, Lin SJ, Wang L, Richardson TG, Yao J, Fernandez EP, Ghanbari M, Wojczynski MK, Lee WJ, Argos M, Armasu SM, Barve RA, Ryan KA, An P, Baranski TJ, Bielinski SJ, Bowden DW, Broeckel U, Christensen K, Chu AY, Corley J, Cox SR, Uitterlinden AG, Rivadeneira F, Cropp CD, Daw EW, van Heemst D, de las Fuentes L, Gao H, Tzoulaki I, Ahluwalia TS, de Mutsert R, Emery LS, Erzurumluoglu AM, Perry JA, Fu M, Forouhi NG, Gu Z, Hai Y, Harris SE, Hemani G, Hunt SC, Irvin MR, Jonsson AE, Justice AE, Kerrison ND, Larson NB, Lin KH, Love-Gregory LD, Mathias RA, Lee JH, Nauck M, Noordam R, Ong KK, Pankow J, Patki A, Pattie A, Petersmann A, Qi Q, Ribel-Madsen R, Rohde R, Sandow K, Schnurr TM, Sofer T, Starr JM, Taylor AM, Teumer A, Timpson NJ, de Haan HG, Wang Y, Weeke PE, Williams C, Wu H, Yang W, Zeng D, Witte DR, Weir BS, Wareham NJ, Vestergaard H, Turner ST, Torp-Pedersen C, Stergiakouli E, Sheu WH, Rosendaal FR, Ikram MA, Franco OH, Ridker PM, Perls TT, Pedersen O, Nohr EA, Newman AB, Linneberg A, Langenberg C, Kilpeläinen TO, Kardia SLR, Jørgensen ME, Jørgensen T, Sørensen TIA, Homuth G, Hansen T, Goodarzi MO, Deary IJ, Christensen C, Chen YI, Chakravarti A, Brandslund I, Bonnelykke K, Taylor KD, Wilson JG, Rodriguez S, Davies G, Horta BL, Thyagarajan B, Rao DC, Grarup N, Davila-Roman VG, Hudson G, Guo X, Arnett DK, Hayward C, Vaidya D, Mook-Kanamori DO, Tiwari HK, Levy D, Loos RJF, Dehghan A, Elliott P, Malik AN, Scott RA, Becker DM, de Andrade M, Province MA, Meigs JB, Rotter JI, and North KE

Subjects
Adipocytes metabolism, Body Mass Index, Cardiovascular Diseases genetics, Cardiovascular Diseases metabolism, Cohort Studies, Diabetes Mellitus genetics, Diabetes Mellitus metabolism, Glucose metabolism, Glycated Hemoglobin metabolism, Humans, Insulin metabolism, Quantitative Trait Loci, Waist-Hip Ratio, DNA, Mitochondrial genetics, Genes, Mitochondrial genetics, Genetic Variation genetics, Metabolism genetics, Mitochondria genetics, Mitochondria metabolism
Abstract

Mitochondria (MT), the major site of cellular energy production, are under dual genetic control by 37 mitochondrial DNA (mtDNA) genes and numerous nuclear genes (MT-nDNA). In the CHARGEmtDNA+ Consortium, we studied genetic associations of mtDNA and MT-nDNA associations with body mass index (BMI), waist-hip-ratio (WHR), glucose, insulin, HOMA-B, HOMA-IR, and HbA1c. This 45-cohort collaboration comprised 70,775 (insulin) to 170,202 (BMI) pan-ancestry individuals. Validation and imputation of mtDNA variants was followed by single-variant and gene-based association testing. We report two significant common variants, one in MT-ATP6 associated (p ≤ 5E-04) with WHR and one in the D-loop with glucose. Five rare variants in MT-ATP6, MT-ND5, and MT-ND6 associated with BMI, WHR, or insulin. Gene-based meta-analysis identified MT-ND3 associated with BMI (p ≤ 1E-03). We considered 2,282 MT-nDNA candidate gene associations compiled from online summary results for our traits (20 unique studies with 31 dataset consortia's genome-wide associations [GWASs]). Of these, 109 genes associated (p ≤ 1E-06) with at least 1 of our 7 traits. We assessed regulatory features of variants in the 109 genes, cis- and trans-gene expression regulation, and performed enrichment and protein-protein interactions analyses. Of the identified mtDNA and MT-nDNA genes, 79 associated with adipose measures, 49 with glucose/insulin, 13 with risk for type 2 diabetes, and 18 with cardiovascular disease, indicating for pleiotropic effects with health implications. Additionally, 21 genes related to cholesterol, suggesting additional important roles for the genes identified. Our results suggest that mtDNA and MT-nDNA genes and variants reported make important contributions to glucose and insulin metabolism, adipocyte regulation, diabetes, and cardiovascular disease., (Copyright © 2018 American Society of Human Genetics. All rights reserved.)

Published
2019
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25. The African Descent and Glaucoma Evaluation Study (ADAGES) III: Contribution of Genotype to Glaucoma Phenotype in African Americans: Study Design and Baseline Data.

Author

Zangwill LM, Ayyagari R, Liebmann JM, Girkin CA, Feldman R, Dubiner H, Dirkes KA, Holmann M, Williams-Steppe E, Hammel N, Saunders LJ, Vega S, Sandow K, Roll K, Slight R, Auerbach D, Samuels BC, Panarelli JF, Mitchell JP, Al-Aswad LA, Park SC, Tello C, Cotliar J, Bansal R, Sidoti PA, Cioffi GA, Blumberg D, Ritch R, Bell NP, Blieden LS, Davis G, Medeiros FA, Ng MCY, Das SK, Palmer ND, Divers J, Langefeld CD, Freedman BI, Bowden DW, Christopher MA, Chen YI, Guo X, Taylor KD, Rotter JI, and Weinreb RN

Subjects
Aged, Body Constitution, Case-Control Studies, Cross-Sectional Studies, Female, Gene-Environment Interaction, Genome-Wide Association Study, Genotype, Glaucoma, Open-Angle diagnosis, Humans, Intraocular Pressure physiology, Male, Middle Aged, Phenotype, Research Design, Visual Acuity physiology, Visual Fields physiology, White People genetics, Black or African American genetics, Glaucoma, Open-Angle genetics, Polymorphism, Single Nucleotide
Abstract

Purpose: To describe the study protocol and baseline characteristics of the African Descent and Glaucoma Evaluation Study (ADAGES) III., Design: Cross-sectional, case-control study., Participants: Three thousand two hundred sixty-six glaucoma patients and control participants without glaucoma of African or European descent were recruited from 5 study centers in different regions of the United States., Methods: Individuals of African descent (AD) and European descent (ED) with primary open-angle glaucoma (POAG) and control participants completed a detailed demographic and medical history interview. Standardized height, weight, and blood pressure measurements were obtained. Saliva and blood samples to provide serum, plasma, DNA, and RNA were collected for standardized processing. Visual fields, stereoscopic disc photographs, and details of the ophthalmic examination were obtained and transferred to the University of California, San Diego, Data Coordinating Center for standardized processing and quality review., Main Outcome Measures: Participant gender, age, race, body mass index, blood pressure, history of smoking and alcohol use in POAG patients and control participants were described. Ophthalmic measures included intraocular pressure, visual field mean deviation, central corneal thickness, glaucoma medication use, or past glaucoma surgery. Ocular conditions, including diabetic retinopathy, age-related macular degeneration, and past cataract surgery, were recorded., Results: The 3266 ADAGES III study participants in this report include 2146 AD POAG patients, 695 ED POAG patients, 198 AD control participants, and 227 ED control participants. The AD POAG patients and control participants were significantly younger (both, 67.4 years) than ED POAG patients and control participants (73.4 and 70.2 years, respectively). After adjusting for age, AD POAG patients had different phenotypic characteristics compared with ED POAG patients, including higher intraocular pressure, worse visual acuity and visual field mean deviation, and thinner corneas (all P < 0.001). Family history of glaucoma did not differ between AD and ED POAG patients., Conclusions: With its large sample size, extensive specimen collection, and deep phenotyping of AD and ED glaucoma patients and control participants from different regions in the United States, the ADAGES III genomics study will address gaps in our knowledge of the genetics of POAG in this high-risk population., (Copyright © 2017 American Academy of Ophthalmology. Published by Elsevier Inc. All rights reserved.)

Published
2019
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26. A Large-Scale Multi-ancestry Genome-wide Study Accounting for Smoking Behavior Identifies Multiple Significant Loci for Blood Pressure.

Author

Sung YJ, Winkler TW, de las Fuentes L, Bentley AR, Brown MR, Kraja AT, Schwander K, Ntalla I, Guo X, Franceschini N, Lu Y, Cheng CY, Sim X, Vojinovic D, Marten J, Musani SK, Li C, Feitosa MF, Kilpeläinen TO, Richard MA, Noordam R, Aslibekyan S, Aschard H, Bartz TM, Dorajoo R, Liu Y, Manning AK, Rankinen T, Smith AV, Tajuddin SM, Tayo BO, Warren HR, Zhao W, Zhou Y, Matoba N, Sofer T, Alver M, Amini M, Boissel M, Chai JF, Chen X, Divers J, Gandin I, Gao C, Giulianini F, Goel A, Harris SE, Hartwig FP, Horimoto ARVR, Hsu FC, Jackson AU, Kähönen M, Kasturiratne A, Kühnel B, Leander K, Lee WJ, Lin KH, 'an Luan J, McKenzie CA, Meian H, Nelson CP, Rauramaa R, Schupf N, Scott RA, Sheu WHH, Stančáková A, Takeuchi F, van der Most PJ, Varga TV, Wang H, Wang Y, Ware EB, Weiss S, Wen W, Yanek LR, Zhang W, Zhao JH, Afaq S, Alfred T, Amin N, Arking D, Aung T, Barr RG, Bielak LF, Boerwinkle E, Bottinger EP, Braund PS, Brody JA, Broeckel U, Cabrera CP, Cade B, Caizheng Y, Campbell A, Canouil M, Chakravarti A, Chauhan G, Christensen K, Cocca M, Collins FS, Connell JM, de Mutsert R, de Silva HJ, Debette S, Dörr M, Duan Q, Eaton CB, Ehret G, Evangelou E, Faul JD, Fisher VA, Forouhi NG, Franco OH, Friedlander Y, Gao H, Gigante B, Graff M, Gu CC, Gu D, Gupta P, Hagenaars SP, Harris TB, He J, Heikkinen S, Heng CK, Hirata M, Hofman A, Howard BV, Hunt S, Irvin MR, Jia Y, Joehanes R, Justice AE, Katsuya T, Kaufman J, Kerrison ND, Khor CC, Koh WP, Koistinen HA, Komulainen P, Kooperberg C, Krieger JE, Kubo M, Kuusisto J, Langefeld CD, Langenberg C, Launer LJ, Lehne B, Lewis CE, Li Y, Lim SH, Lin S, Liu CT, Liu J, Liu J, Liu K, Liu Y, Loh M, Lohman KK, Long J, Louie T, Mägi R, Mahajan A, Meitinger T, Metspalu A, Milani L, Momozawa Y, Morris AP, Mosley TH Jr, Munson P, Murray AD, Nalls MA, Nasri U, Norris JM, North K, Ogunniyi A, Padmanabhan S, Palmas WR, Palmer ND, Pankow JS, Pedersen NL, Peters A, Peyser PA, Polasek O, Raitakari OT, Renström F, Rice TK, Ridker PM, Robino A, Robinson JG, Rose LM, Rudan I, Sabanayagam C, Salako BL, Sandow K, Schmidt CO, Schreiner PJ, Scott WR, Seshadri S, Sever P, Sitlani CM, Smith JA, Snieder H, Starr JM, Strauch K, Tang H, Taylor KD, Teo YY, Tham YC, Uitterlinden AG, Waldenberger M, Wang L, Wang YX, Wei WB, Williams C, Wilson G, Wojczynski MK, Yao J, Yuan JM, Zonderman AB, Becker DM, Boehnke M, Bowden DW, Chambers JC, Chen YI, de Faire U, Deary IJ, Esko T, Farrall M, Forrester T, Franks PW, Freedman BI, Froguel P, Gasparini P, Gieger C, Horta BL, Hung YJ, Jonas JB, Kato N, Kooner JS, Laakso M, Lehtimäki T, Liang KW, Magnusson PKE, Newman AB, Oldehinkel AJ, Pereira AC, Redline S, Rettig R, Samani NJ, Scott J, Shu XO, van der Harst P, Wagenknecht LE, Wareham NJ, Watkins H, Weir DR, Wickremasinghe AR, Wu T, Zheng W, Kamatani Y, Laurie CC, Bouchard C, Cooper RS, Evans MK, Gudnason V, Kardia SLR, Kritchevsky SB, Levy D, O'Connell JR, Psaty BM, van Dam RM, Sims M, Arnett DK, Mook-Kanamori DO, Kelly TN, Fox ER, Hayward C, Fornage M, Rotimi CN, Province MA, van Duijn CM, Tai ES, Wong TY, Loos RJF, Reiner AP, Rotter JI, Zhu X, Bierut LJ, Gauderman WJ, Caulfield MJ, Elliott P, Rice K, Munroe PB, Morrison AC, Cupples LA, Rao DC, and Chasman DI

Subjects
Cohort Studies, Diastole genetics, Epistasis, Genetic, Female, Humans, Male, Polymorphism, Single Nucleotide genetics, Quantitative Trait Loci genetics, Reproducibility of Results, Systole genetics, Blood Pressure genetics, Genetic Loci, Genome-Wide Association Study, Racial Groups genetics, Smoking genetics
Abstract

Genome-wide association analysis advanced understanding of blood pressure (BP), a major risk factor for vascular conditions such as coronary heart disease and stroke. Accounting for smoking behavior may help identify BP loci and extend our knowledge of its genetic architecture. We performed genome-wide association meta-analyses of systolic and diastolic BP incorporating gene-smoking interactions in 610,091 individuals. Stage 1 analysis examined ∼18.8 million SNPs and small insertion/deletion variants in 129,913 individuals from four ancestries (European, African, Asian, and Hispanic) with follow-up analysis of promising variants in 480,178 additional individuals from five ancestries. We identified 15 loci that were genome-wide significant (p < 5 × 10 -8 ) in stage 1 and formally replicated in stage 2. A combined stage 1 and 2 meta-analysis identified 66 additional genome-wide significant loci (13, 35, and 18 loci in European, African, and trans-ancestry, respectively). A total of 56 known BP loci were also identified by our results (p < 5 × 10 -8 ). Of the newly identified loci, ten showed significant interaction with smoking status, but none of them were replicated in stage 2. Several loci were identified in African ancestry, highlighting the importance of genetic studies in diverse populations. The identified loci show strong evidence for regulatory features and support shared pathophysiology with cardiometabolic and addiction traits. They also highlight a role in BP regulation for biological candidates such as modulators of vascular structure and function (CDKN1B, BCAR1-CFDP1, PXDN, EEA1), ciliopathies (SDCCAG8, RPGRIP1L), telomere maintenance (TNKS, PINX1, AKTIP), and central dopaminergic signaling (MSRA, EBF2)., (Copyright © 2018 American Society of Human Genetics. All rights reserved.)

Published
2018
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27. The GLP-1 response to glucose does not mediate beta and alpha cell dysfunction in Hispanics with abnormal glucose metabolism.

Author

Adams E, Genter P, Keefe E, Sandow K, Gray V, Rotter JI, Chen YI, and Ipp E

Subjects
Adult, Female, Hispanic or Latino, Humans, Male, Middle Aged, Blood Glucose metabolism, Diabetes Mellitus, Type 2 blood, Glucagon-Like Peptide 1 blood, Glucose Intolerance blood
Abstract

Aims: Glucagon-like peptide-1 (GLP-1) contributes to insulin secretion after meals. Though Hispanics have increased risk for type 2 diabetes mellitus, it is unknown if impaired GLP-1 secretion contributes to this risk. We therefore studied plasma GLP-1 secretion and action in Hispanic adults., Methods: Hispanic (H; n = 31) and non-Hispanic (nH; n = 15) participants underwent an oral glucose tolerance test (OGTT). All participants were categorized by glucose tolerance into four groups: normal glucose tolerant non-Hispanic (NGT-nH; n = 15), normal glucose tolerant Hispanic (NGT-H; n = 12), impaired glucose tolerant Hispanic (IGT-H; n = 11), or newly diagnosed type 2 diabetes mellitus, Hispanic (T2D-H; n = 8)., Results: Glucose-induced increments in plasma GLP-1 (Δ-GLP-1) were not different in NGT-H and NGT-nH (p = .38), nor amongst Hispanic subgroups with varying degrees of glucose homeostasis (p = .6). In contrast, the insulinogenic index in T2D-H group was lower than the other groups (p = .016). Subjects with abnormal glucose homeostasis (AGH), i.e., T2D-H plus IGT-H, had a diminished glucagon suppression index compared to patients with normal glucose homeostasis (NGT-H plus NGT-nH) (p = .035)., Conclusions: GLP-1 responses to glucose were similar in Hispanic and Non-Hispanic NGT. Despite similar glucose-induced Δ-GLP-1, insulin and glucagon responses were abnormal in T2D-H and AGH, respectively. Thus, impaired GLP-1 secretion is unlikely to play a role in islet dysfunction in T2D. Although GLP-1 therapeutics enhance insulin secretion and glucagon suppression, it is likely due to pharmacological amplification of the GLP-1 pathways rather than treatment of hormonal deficiency., (Copyright © 2017 Elsevier B.V. All rights reserved.)

Published
2018
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28. Genetically Determined Plasma Lipid Levels and Risk of Diabetic Retinopathy: A Mendelian Randomization Study.

Author

Sobrin L, Chong YH, Fan Q, Gan A, Stanwyck LK, Kaidonis G, Craig JE, Kim J, Liao WL, Huang YC, Lee WJ, Hung YJ, Guo X, Hai Y, Ipp E, Pollack S, Hancock H, Price A, Penman A, Mitchell P, Liew G, Smith AV, Gudnason V, Tan G, Klein BEK, Kuo J, Li X, Christiansen MW, Psaty BM, Sandow K, Jensen RA, Klein R, Cotch MF, Wang JJ, Jia Y, Chen CJ, Chen YI, Rotter JI, Tsai FJ, Hanis CL, Burdon KP, Wong TY, and Cheng CY

Subjects
Aged, Diabetic Retinopathy blood, Female, Genome-Wide Association Study, Humans, Male, Middle Aged, Polymorphism, Single Nucleotide, Risk, Diabetic Retinopathy etiology, Lipids blood, Mendelian Randomization Analysis
Abstract

Results from observational studies examining dyslipidemia as a risk factor for diabetic retinopathy (DR) have been inconsistent. We evaluated the causal relationship between plasma lipids and DR using a Mendelian randomization approach. We pooled genome-wide association studies summary statistics from 18 studies for two DR phenotypes: any DR ( N = 2,969 case and 4,096 control subjects) and severe DR ( N = 1,277 case and 3,980 control subjects). Previously identified lipid-associated single nucleotide polymorphisms served as instrumental variables. Meta-analysis to combine the Mendelian randomization estimates from different cohorts was conducted. There was no statistically significant change in odds ratios of having any DR or severe DR for any of the lipid fractions in the primary analysis that used single nucleotide polymorphisms that did not have a pleiotropic effect on another lipid fraction. Similarly, there was no significant association in the Caucasian and Chinese subgroup analyses. This study did not show evidence of a causal role of the four lipid fractions on DR. However, the study had limited power to detect odds ratios less than 1.23 per SD in genetically induced increase in plasma lipid levels, thus we cannot exclude that causal relationships with more modest effect sizes exist., (© 2017 by the American Diabetes Association.)

Published
2017
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29. Association analyses of East Asian individuals and trans-ancestry analyses with European individuals reveal new loci associated with cholesterol and triglyceride levels.

Author

Spracklen CN, Chen P, Kim YJ, Wang X, Cai H, Li S, Long J, Wu Y, Wang YX, Takeuchi F, Wu JY, Jung KJ, Hu C, Akiyama K, Zhang Y, Moon S, Johnson TA, Li H, Dorajoo R, He M, Cannon ME, Roman TS, Salfati E, Lin KH, Guo X, Sheu WHH, Absher D, Adair LS, Assimes TL, Aung T, Cai Q, Chang LC, Chen CH, Chien LH, Chuang LM, Chuang SC, Du S, Fan Q, Fann CSJ, Feranil AB, Friedlander Y, Gordon-Larsen P, Gu D, Gui L, Guo Z, Heng CK, Hixson J, Hou X, Hsiung CA, Hu Y, Hwang MY, Hwu CM, Isono M, Juang JJ, Khor CC, Kim YK, Koh WP, Kubo M, Lee IT, Lee SJ, Lee WJ, Liang KW, Lim B, Lim SH, Liu J, Nabika T, Pan WH, Peng H, Quertermous T, Sabanayagam C, Sandow K, Shi J, Sun L, Tan PC, Tan SP, Taylor KD, Teo YY, Toh SA, Tsunoda T, van Dam RM, Wang A, Wang F, Wang J, Wei WB, Xiang YB, Yao J, Yuan JM, Zhang R, Zhao W, Chen YI, Rich SS, Rotter JI, Wang TD, Wu T, Lin X, Han BG, Tanaka T, Cho YS, Katsuya T, Jia W, Jee SH, Chen YT, Kato N, Jonas JB, Cheng CY, Shu XO, He J, Zheng W, Wong TY, Huang W, Kim BJ, Tai ES, Mohlke KL, and Sim X

Subjects
Adult, Alleles, Asian People genetics, Cholesterol metabolism, Ethnicity, Female, Gene Frequency genetics, Genetic Association Studies methods, Genome-Wide Association Study, Humans, Linkage Disequilibrium genetics, Lipids genetics, Lipoproteins, HDL genetics, Lipoproteins, LDL genetics, Male, Middle Aged, Polymorphism, Single Nucleotide genetics, Quantitative Trait Loci, Triglycerides metabolism, White People genetics, Cholesterol genetics, Triglycerides genetics
Abstract

Large-scale meta-analyses of genome-wide association studies (GWAS) have identified >175 loci associated with fasting cholesterol levels, including total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), and triglycerides (TG). With differences in linkage disequilibrium (LD) structure and allele frequencies between ancestry groups, studies in additional large samples may detect new associations. We conducted staged GWAS meta-analyses in up to 69,414 East Asian individuals from 24 studies with participants from Japan, the Philippines, Korea, China, Singapore, and Taiwan. These meta-analyses identified (P < 5 × 10-8) three novel loci associated with HDL-C near CD163-APOBEC1 (P = 7.4 × 10-9), NCOA2 (P = 1.6 × 10-8), and NID2-PTGDR (P = 4.2 × 10-8), and one novel locus associated with TG near WDR11-FGFR2 (P = 2.7 × 10-10). Conditional analyses identified a second signal near CD163-APOBEC1. We then combined results from the East Asian meta-analysis with association results from up to 187,365 European individuals from the Global Lipids Genetics Consortium in a trans-ancestry meta-analysis. This analysis identified (log10Bayes Factor ≥6.1) eight additional novel lipid loci. Among the twelve total loci identified, the index variants at eight loci have demonstrated at least nominal significance with other metabolic traits in prior studies, and two loci exhibited coincident eQTLs (P < 1 × 10-5) in subcutaneous adipose tissue for BPTF and PDGFC. Taken together, these analyses identified multiple novel lipid loci, providing new potential therapeutic targets., (© The Author 2017. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com.)

Published
2017
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30. Rare and low-frequency coding variants alter human adult height.

Author

Marouli E, Graff M, Medina-Gomez C, Lo KS, Wood AR, Kjaer TR, Fine RS, Lu Y, Schurmann C, Highland HM, Rüeger S, Thorleifsson G, Justice AE, Lamparter D, Stirrups KE, Turcot V, Young KL, Winkler TW, Esko T, Karaderi T, Locke AE, Masca NG, Ng MC, Mudgal P, Rivas MA, Vedantam S, Mahajan A, Guo X, Abecasis G, Aben KK, Adair LS, Alam DS, Albrecht E, Allin KH, Allison M, Amouyel P, Appel EV, Arveiler D, Asselbergs FW, Auer PL, Balkau B, Banas B, Bang LE, Benn M, Bergmann S, Bielak LF, Blüher M, Boeing H, Boerwinkle E, Böger CA, Bonnycastle LL, Bork-Jensen J, Bots ML, Bottinger EP, Bowden DW, Brandslund I, Breen G, Brilliant MH, Broer L, Burt AA, Butterworth AS, Carey DJ, Caulfield MJ, Chambers JC, Chasman DI, Chen YI, Chowdhury R, Christensen C, Chu AY, Cocca M, Collins FS, Cook JP, Corley J, Galbany JC, Cox AJ, Cuellar-Partida G, Danesh J, Davies G, de Bakker PI, de Borst GJ, de Denus S, de Groot MC, de Mutsert R, Deary IJ, Dedoussis G, Demerath EW, den Hollander AI, Dennis JG, Di Angelantonio E, Drenos F, Du M, Dunning AM, Easton DF, Ebeling T, Edwards TL, Ellinor PT, Elliott P, Evangelou E, Farmaki AE, Faul JD, Feitosa MF, Feng S, Ferrannini E, Ferrario MM, Ferrieres J, Florez JC, Ford I, Fornage M, Franks PW, Frikke-Schmidt R, Galesloot TE, Gan W, Gandin I, Gasparini P, Giedraitis V, Giri A, Girotto G, Gordon SD, Gordon-Larsen P, Gorski M, Grarup N, Grove ML, Gudnason V, Gustafsson S, Hansen T, Harris KM, Harris TB, Hattersley AT, Hayward C, He L, Heid IM, Heikkilä K, Helgeland Ø, Hernesniemi J, Hewitt AW, Hocking LJ, Hollensted M, Holmen OL, Hovingh GK, Howson JM, Hoyng CB, Huang PL, Hveem K, Ikram MA, Ingelsson E, Jackson AU, Jansson JH, Jarvik GP, Jensen GB, Jhun MA, Jia Y, Jiang X, Johansson S, Jørgensen ME, Jørgensen T, Jousilahti P, Jukema JW, Kahali B, Kahn RS, Kähönen M, Kamstrup PR, Kanoni S, Kaprio J, Karaleftheri M, Kardia SL, Karpe F, Kee F, Keeman R, Kiemeney LA, Kitajima H, Kluivers KB, Kocher T, Komulainen P, Kontto J, Kooner JS, Kooperberg C, Kovacs P, Kriebel J, Kuivaniemi H, Küry S, Kuusisto J, La Bianca M, Laakso M, Lakka TA, Lange EM, Lange LA, Langefeld CD, Langenberg C, Larson EB, Lee IT, Lehtimäki T, Lewis CE, Li H, Li J, Li-Gao R, Lin H, Lin LA, Lin X, Lind L, Lindström J, Linneberg A, Liu Y, Liu Y, Lophatananon A, Luan J, Lubitz SA, Lyytikäinen LP, Mackey DA, Madden PA, Manning AK, Männistö S, Marenne G, Marten J, Martin NG, Mazul AL, Meidtner K, Metspalu A, Mitchell P, Mohlke KL, Mook-Kanamori DO, Morgan A, Morris AD, Morris AP, Müller-Nurasyid M, Munroe PB, Nalls MA, Nauck M, Nelson CP, Neville M, Nielsen SF, Nikus K, Njølstad PR, Nordestgaard BG, Ntalla I, O'Connel JR, Oksa H, Loohuis LM, Ophoff RA, Owen KR, Packard CJ, Padmanabhan S, Palmer CN, Pasterkamp G, Patel AP, Pattie A, Pedersen O, Peissig PL, Peloso GM, Pennell CE, Perola M, Perry JA, Perry JR, Person TN, Pirie A, Polasek O, Posthuma D, Raitakari OT, Rasheed A, Rauramaa R, Reilly DF, Reiner AP, Renström F, Ridker PM, Rioux JD, Robertson N, Robino A, Rolandsson O, Rudan I, Ruth KS, Saleheen D, Salomaa V, Samani NJ, Sandow K, Sapkota Y, Sattar N, Schmidt MK, Schreiner PJ, Schulze MB, Scott RA, Segura-Lepe MP, Shah S, Sim X, Sivapalaratnam S, Small KS, Smith AV, Smith JA, Southam L, Spector TD, Speliotes EK, Starr JM, Steinthorsdottir V, Stringham HM, Stumvoll M, Surendran P, 't Hart LM, Tansey KE, Tardif JC, Taylor KD, Teumer A, Thompson DJ, Thorsteinsdottir U, Thuesen BH, Tönjes A, Tromp G, Trompet S, Tsafantakis E, Tuomilehto J, Tybjaerg-Hansen A, Tyrer JP, Uher R, Uitterlinden AG, Ulivi S, van der Laan SW, Van Der Leij AR, van Duijn CM, van Schoor NM, van Setten J, Varbo A, Varga TV, Varma R, Edwards DR, Vermeulen SH, Vestergaard H, Vitart V, Vogt TF, Vozzi D, Walker M, Wang F, Wang CA, Wang S, Wang Y, Wareham NJ, Warren HR, Wessel J, Willems SM, Wilson JG, Witte DR, Woods MO, Wu Y, Yaghootkar H, Yao J, Yao P, Yerges-Armstrong LM, Young R, Zeggini E, Zhan X, Zhang W, Zhao JH, Zhao W, Zhao W, Zheng H, Zhou W, Rotter JI, Boehnke M, Kathiresan S, McCarthy MI, Willer CJ, Stefansson K, Borecki IB, Liu DJ, North KE, Heard-Costa NL, Pers TH, Lindgren CM, Oxvig C, Kutalik Z, Rivadeneira F, Loos RJ, Frayling TM, Hirschhorn JN, Deloukas P, and Lettre G

Subjects
ADAMTS Proteins genetics, Adult, Alleles, Cell Adhesion Molecules genetics, Female, Genome, Human genetics, Glycoproteins genetics, Glycoproteins metabolism, Glycosaminoglycans biosynthesis, Hedgehog Proteins genetics, Humans, Intercellular Signaling Peptides and Proteins genetics, Intercellular Signaling Peptides and Proteins metabolism, Interferon Regulatory Factors genetics, Interleukin-11 Receptor alpha Subunit genetics, Male, Multifactorial Inheritance genetics, NADPH Oxidase 4, NADPH Oxidases genetics, Phenotype, Pregnancy-Associated Plasma Protein-A metabolism, Procollagen N-Endopeptidase genetics, Proteoglycans biosynthesis, Proteolysis, Receptors, Androgen genetics, Somatomedins metabolism, Body Height genetics, Gene Frequency genetics, Genetic Variation genetics
Abstract

Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1-2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of IGFBP-4 in vitro, resulting in higher bioavailability of insulin-like growth factors. These 83 height-associated variants overlap genes that are mutated in monogenic growth disorders and highlight new biological candidates (such as ADAMTS3, IL11RA and NOX4) and pathways (such as proteoglycan and glycosaminoglycan synthesis) involved in growth. Our results demonstrate that sufficiently large sample sizes can uncover rare and low-frequency variants of moderate-to-large effect associated with polygenic human phenotypes, and that these variants implicate relevant genes and pathways.

Published
2017
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