Author: "Johannesson, M. (Magnus)" - Searchworks@Jio Institute Digital Library Search Results

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15 results on '"Johannesson, M. (Magnus)"'

1. 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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2. 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

3. Genome-wide association meta- Analysis of 78,308 individuals identifies new loci and genes influencing human intelligence

Author: Sniekers, S. (Suzanne), Stringer, S. (Sven), Watanabe, K. (Kyoko), Jansen, P.R. (Philip), Coleman, J.R.I. (Jonathan R I), Krapohl, E. (Eva), Taskesen, E. (Erdogan), Hammerschlag, A.R. (Anke R.), Okbay, A. (Aysu), Zabaneh, D. (Delilah), Amin, N. (Najaf), Breen, G. (Gerome), Cesarini, D. (David), Chabris, C.F. (Christopher F), Iacono, W.G. (William), Ikram, M.A. (Arfan), Johannesson, M. (Magnus), Koellinger, P. (Philipp), Lee, J.J. (James J.), Magnusson, P.K. (Patrik), McGue, M. (Matt), Miller, M. (Mike), Ollier, W.E.R. (William), Payton, A. (Antony), Pendleton, N. (Neil), Plomin, R. (Robert), Rietveld, C.A. (Niels), Tiemeier, H.W. (Henning), Duijn, C.M. (Cornelia) van, Posthuma, D. (Danielle), Sniekers, S. (Suzanne), Stringer, S. (Sven), Watanabe, K. (Kyoko), Jansen, P.R. (Philip), Coleman, J.R.I. (Jonathan R I), Krapohl, E. (Eva), Taskesen, E. (Erdogan), Hammerschlag, A.R. (Anke R.), Okbay, A. (Aysu), Zabaneh, D. (Delilah), Amin, N. (Najaf), Breen, G. (Gerome), Cesarini, D. (David), Chabris, C.F. (Christopher F), Iacono, W.G. (William), Ikram, M.A. (Arfan), Johannesson, M. (Magnus), Koellinger, P. (Philipp), Lee, J.J. (James J.), Magnusson, P.K. (Patrik), McGue, M. (Matt), Miller, M. (Mike), Ollier, W.E.R. (William), Payton, A. (Antony), Pendleton, N. (Neil), Plomin, R. (Robert), Rietveld, C.A. (Niels), Tiemeier, H.W. (Henning), Duijn, C.M. (Cornelia) van, and Posthuma, D. (Danielle)
Abstract: Intelligence is associated with important economic and health-related life outcomes. Despite intelligence having substantial heritability (0.54) and a confirmed polygenic nature, initial genetic studies were mostly underpowered. Here we report a meta- A nalysis for intelligence of 78,308 individuals. We identify 336 associated SNPs (METAL P < 5 × 10-8) in 18 genomic loci, of which 15 are new. Around half of the SNPs are located inside a gene, implicating 22 genes, of which 11 are new findings. Gene-based analyses identified an additional 30 genes (MAGMA P < 2.73 × 10-6), of which all but one had not been implicated previously. We show that the identified genes are predominantly expressed in brain tissue, and pathway analysis indicates the involvement of genes regulating cell development (MAGMA competitive P = 3.5 × 10-6). Despite the well-known difference in twin-based heritability for intelligence in childhood (0.45) and adulthood (0.80), we show substantial genetic correlation (rg = 0.89, LD score regression P = 5.4 × 10-29). These findings provide new insight into the genetic architecture of intelligence.
Published: 2017
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4. Meta-GWAS Accuracy and Power (MetaGAP) Calculator Shows that Hiding Heritability Is Partially Due to Imperfect Genetic Correlations across Studies

Author: Vlaming, R. (Ronald) de, Okbay, A. (Aysu), Rietveld, C.A. (Niels), Johannesson, M. (Magnus), Magnusson, P.K. (Patrik), Uitterlinden, A.G. (André), Rooij, F.J.A. (Frank) van, Hofman, A. (Albert), Groenen, P.J.F. (Patrick), Thurik, A.R. (Roy), Koellinger, Ph.D. (Philipp), Vlaming, R. (Ronald) de, Okbay, A. (Aysu), Rietveld, C.A. (Niels), Johannesson, M. (Magnus), Magnusson, P.K. (Patrik), Uitterlinden, A.G. (André), Rooij, F.J.A. (Frank) van, Hofman, A. (Albert), Groenen, P.J.F. (Patrick), Thurik, A.R. (Roy), and Koellinger, Ph.D. (Philipp)
Abstract: Large-scale genome-wide association results are typically obtained from a fixed-effects meta-analysis of GWAS summary statistics from multiple studies spanning different regions and/or time periods. This approach averages the estimated effects of genetic variants across studies. In case genetic effects are heterogeneous across studies, the statistical power of a GWAS and the predictive accuracy of polygenic scores are attenuated, contributing to the so-called ‘missing heritability’. Here, we describe the online Meta-GWAS Accuracy and Power (MetaGAP) calculator (available at www.devlaming.eu) which quantifies this attenuation based on a novel multi-study framework. By means of simulation studies, we show that under a wide range of genetic architectures, the statistical power and predictive accuracy provided by this calculator are accurate. We compare the predictions from the MetaGAP calculator with actual results obtained in the GWAS literature. Specifically, we use genomic-relatedness-matrix restricted maximum likelihood to estimate the SNP heritability and cross-study genetic correlation of height, BMI, years of education, and self-rated health in three large samples. These estimates are used as input parameters for the MetaGAP calculator. Results from the calculator suggest that cross-study heterogeneity has led to attenuation of statistical power and predictive accuracy in recent large-scale GWAS efforts on these traits (e.g., for years of education, we estimate a relative loss of 51–62% in the number of genome-wide significant loci and a relative loss in polygenic score R2of 36–38%). Hence, cross-study heterogeneity contributes to the missing heritability.
Published: 2017
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5. An epigenome-wide association study meta-analysis of educational attainment

Author: Karlsson Linnér, R. (R.), Marioni, R.E. (Riccardo), Rietveld, C.A. (Niels), Simpkin, A.J. (A. J.), Davies, N.M. (N. M.), Watanabe, K. (K.), Armstrong, N.J. (Nicola J.), Auro, K. (Kirsi), Baumbach, C. (Clemens), Bonder, M.J. (Marc), Buchwald, J. (J.), Fiorito, G. (G.), Ismail, K. (K.), Iurato, S. (S.), Joensuu, A. (Anni), Karell, P. (P.), Kasela, S. (Silva), Lahti, J. (Jari), McRae, A.F. (A. F.), Mandaviya, P.R. (Pooja), Seppälä, I. (Ilkka), Wang, Y. (Y.), Baglietto, L. (L.), Binder, E.B. (Elisabeth), Harris, S.E. (Sarah), Hodge, A.M. (A. M.), Horvath, S. (S.), Hurme, M. (M.), Johannesson, M. (Magnus), Latvala, A. (Antti), Mather, R., Medland, S.E. (Sarah), Metspalu, A. (A.), Milani, L. (Lili), Milne, R.L. (R. L.), Pattie, A. (Alison), Pedersen, N.L. (Nancy), Peters, A. (Annette), Polidoro, S. (Silvia), Räikkönen, K. (Katri), Severi, G. (Gianluca), Starr, J.M. (John), Stolk, L. (Lisette), Waldenberger, M. (M.), Hagen, K. (Knut), Esko, T. (Tõnu), Franke, L. (Lude), Gieger, C. (Christian), Giles, G.G. (G. G.), Hägg, S. (Sara), Jousilahti, P. (Pekka), Kaprio, J. (Jaakko), Kähönen, M. (Mika), Lehtimäki, T. (Terho), Martin, N.G. (N. G.), Meurs, J. (J.) van, Ollikainen, M. (M.), Perola, M. (M.), Posthuma, D. (Danielle), Raitakari, O.T. (O. T.), Sachdev, P.S. (Perminder), Taskesen, E. (Erdogan), Uitterlinden, A.G. (André), Vineis, P. (Paolo), Wijmenga, C. (Ciska), Wright, M.J. (M. J.), Relton, C.L. (Caroline), Davey Smith, G. (G.), Deary, I.J. (Ian), Koellinger, P.D. (P. D.), Benjamin, D.J. (D. J.), Karlsson Linnér, R. (R.), Marioni, R.E. (Riccardo), Rietveld, C.A. (Niels), Simpkin, A.J. (A. J.), Davies, N.M. (N. M.), Watanabe, K. (K.), Armstrong, N.J. (Nicola J.), Auro, K. (Kirsi), Baumbach, C. (Clemens), Bonder, M.J. (Marc), Buchwald, J. (J.), Fiorito, G. (G.), Ismail, K. (K.), Iurato, S. (S.), Joensuu, A. (Anni), Karell, P. (P.), Kasela, S. (Silva), Lahti, J. (Jari), McRae, A.F. (A. F.), Mandaviya, P.R. (Pooja), Seppälä, I. (Ilkka), Wang, Y. (Y.), Baglietto, L. (L.), Binder, E.B. (Elisabeth), Harris, S.E. (Sarah), Hodge, A.M. (A. M.), Horvath, S. (S.), Hurme, M. (M.), Johannesson, M. (Magnus), Latvala, A. (Antti), Mather, R., Medland, S.E. (Sarah), Metspalu, A. (A.), Milani, L. (Lili), Milne, R.L. (R. L.), Pattie, A. (Alison), Pedersen, N.L. (Nancy), Peters, A. (Annette), Polidoro, S. (Silvia), Räikkönen, K. (Katri), Severi, G. (Gianluca), Starr, J.M. (John), Stolk, L. (Lisette), Waldenberger, M. (M.), Hagen, K. (Knut), Esko, T. (Tõnu), Franke, L. (Lude), Gieger, C. (Christian), Giles, G.G. (G. G.), Hägg, S. (Sara), Jousilahti, P. (Pekka), Kaprio, J. (Jaakko), Kähönen, M. (Mika), Lehtimäki, T. (Terho), Martin, N.G. (N. G.), Meurs, J. (J.) van, Ollikainen, M. (M.), Perola, M. (M.), Posthuma, D. (Danielle), Raitakari, O.T. (O. T.), Sachdev, P.S. (Perminder), Taskesen, E. (Erdogan), Uitterlinden, A.G. (André), Vineis, P. (Paolo), Wijmenga, C. (Ciska), Wright, M.J. (M. J.), Relton, C.L. (Caroline), Davey Smith, G. (G.), Deary, I.J. (Ian), Koellinger, P.D. (P. D.), and Benjamin, D.J. (D. J.)
Abstract: The epigenome is associated with biological factors, such as disease status, and environmental factors, such as smoking, alcohol consumption and body mass index. Although there is a widespread perception that environmental influences on the epigenome are pervasive and profound, there has been little evidence to date in humans with respect to environmental factors that are biologically distal. Here we provide evidence on the associations between epigenetic modifications - in our case, CpG methylation - and educational attainment (EA), a biologically distal environmental factor that is arguably among the most important life-shaping experiences for individuals. Specifically, we report the results of an epigenome-wide association study meta-analysis of EA based on data from 27 cohort studies with a total of 10 767 individuals. We find nine CpG probes significantly associated with EA. However, robustness analyses show that all nine probes have previously been found to be associated with smoking. Only two associations remain when we perform a sensitivity analysis in the subset of never-smokers, and these two probes are known to be strongly associated with maternal smoking during pregnancy, and thus their association with EA could be due to correlation between EA and maternal smoking. Moreover, the effect sizes of the associations with EA are far smaller than the known associations with the biologically proximal environmental factors alcohol consumption, body mass index, smoking and maternal smoking during pregnancy. Follow-up analyses that combine the effects of many probes also point to small methylation associations with EA that are highly correlated with the combined effects of smoking. If our findings regarding EA can be generalized to other biologically distal environmental factors, then they cast doubt on the hypothesis that such factors have large effects on the epigenome.
Published: 2017
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6. Personality polygenes, positive affect, and life satisfaction

Author: Weiss, A. (Alexander), Baselmans, B.M.L. (Bart M. L.), Hofer, E. (Edith), Yang, J. (Jingyun), Okbay, A. (Aysu), Lind, P.A. (Penelope), Miller, M. (Mike), Nolte, I.M. (Ilja), Zhao, W. (Wei), Hagenaars, S. (Saskia), Hottenga, J.J. (Jouke Jan), Matteson, L.K. (Lindsay K.), Snieder, H. (Harold), Faul, J.D. (Jessica D.), Hartman, C.A. (C.), Boyle, P.A. (Patricia A.), Tiemeier, H.W. (Henning), Mosing, M. (Miriam), Pattie, A. (Alison), Davies, G. (Gail), Liewald, D.C.M. (David), Schmidt, R. (Reinhold), Jager, P.L. (Philip) de, Heath, A.C. (Andrew C.), Jokela, M. (Markus), Starr, J.M. (John), Oldehinkel, A.J. (Albertine), Johannesson, M. (Magnus), Cesarini, D. (David), Hofman, A. (Albert), Harris, S.E. (Sarah), Smith, J.A. (Jennifer A), Keltikangas-JÃ¤rvinen, L. (Liisa), Pulkki-RÃ¥back, L. (Laura), Smith, J. (Jacqui), Iacono, W.G. (William), McGue, M. (Matt), Bennett, D.A. (David A.), Pedersen, N.L. (Nancy), Magnusson, P.K. (Patrik), Deary, I.J. (Ian), Martin, N.G. (Nicholas), Boomsma, D.I. (Dorret), Bartels, M. (Meike), Luciano, M. (Michelle), Weiss, A. (Alexander), Baselmans, B.M.L. (Bart M. L.), Hofer, E. (Edith), Yang, J. (Jingyun), Okbay, A. (Aysu), Lind, P.A. (Penelope), Miller, M. (Mike), Nolte, I.M. (Ilja), Zhao, W. (Wei), Hagenaars, S. (Saskia), Hottenga, J.J. (Jouke Jan), Matteson, L.K. (Lindsay K.), Snieder, H. (Harold), Faul, J.D. (Jessica D.), Hartman, C.A. (C.), Boyle, P.A. (Patricia A.), Tiemeier, H.W. (Henning), Mosing, M. (Miriam), Pattie, A. (Alison), Davies, G. (Gail), Liewald, D.C.M. (David), Schmidt, R. (Reinhold), Jager, P.L. (Philip) de, Heath, A.C. (Andrew C.), Jokela, M. (Markus), Starr, J.M. (John), Oldehinkel, A.J. (Albertine), Johannesson, M. (Magnus), Cesarini, D. (David), Hofman, A. (Albert), Harris, S.E. (Sarah), Smith, J.A. (Jennifer A), Keltikangas-JÃ¤rvinen, L. (Liisa), Pulkki-RÃ¥back, L. (Laura), Smith, J. (Jacqui), Iacono, W.G. (William), McGue, M. (Matt), Bennett, D.A. (David A.), Pedersen, N.L. (Nancy), Magnusson, P.K. (Patrik), Deary, I.J. (Ian), Martin, N.G. (Nicholas), Boomsma, D.I. (Dorret), Bartels, M. (Meike), and Luciano, M. (Michelle)
Abstract: Copyright Â
Published: 2016
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7. Genome-wide association study identifies 74 loci associated with educational attainment

Author: Okbay, A. (Aysu), Beauchamp, J.P. (Jonathan), Fontana, M.A. (Mark Alan), Lee, J.J. (James J.), Pers, T.H. (Tune), Rietveld, C.A. (Cornelius A.), Turley, P. (Patrick), Chen, G.-B. (Guo-Bo), Emilsson, V. (Valur), Meddens, S.F.W. (S. Fleur W.), Oskarsson, S. (Sven), Pickrell, J.K. (Joseph K.), Thom, K. (Kevin), Timshel, P. (Pascal), Vlaming, R. (Ronald) de, Abdellaoui, A. (Abdel), Ahluwalia, T.S. (Tarunveer Singh), Bacelis, J. (Jonas), Baumbach, C. (Clemens), Bjornsdottir, G. (Gyda), Brandsma, J.H. (Johan), Pina Concas, M. (Maria), Derringer, J., Furlotte, N.A. (Nicholas A.), Galesloot, T.E. (Tessel), Girotto, S., Gupta, R. (Richa), Hall, L.M. (Leanne M.), Harris, S.E. (Sarah), Hofer, E., Horikoshi, M. (Momoko), Huffman, J.E. (Jennifer E.), Kaasik, K. (Kadri), Kalafati, I.-P. (Ioanna-Panagiota), Karlsson, R. (Robert), Kong, A. (Augustine), Lahti, J. (Jari), Lee, S.J. (Sven) van der, Deleeuw, C. (Christiaan), Lind, P.A. (Penelope), Lindgren, K.-O. (Karl-Oskar), Liu, T. (Tian), Mangino, M. (Massimo), Marten, J. (Jonathan), Mihailov, E. (Evelin), Miller, M. (Mike), Most, P.J. (Peter) van der, Oldmeadow, C. (Christopher), Payton, A. (Antony), Pervjakova, N. (Natalia), Peyrot, W.J. (Wouter ), Qian, Y. (Yong), Raitakari, O. (Olli), Rueedi, R. (Rico), Salvi, E. (Erika), Schmidt, B. (Börge), Schraut, K.E. (Katharina E.), Shi, J. (Jianxin), Smith, A.V. (Albert Vernon), Poot, R.A. (Raymond), St Pourcain, B. (Beate), Teumer, A. (Alexander), Thorleifsson, G. (Gudmar), Verweij, N. (Niek), Vuckovic, D. (Dragana), Wellmann, J. (Juergen), Westra, H.J. (Harm-Jan), Yang, J. (Jingyun), Zhao, W. (Wei), Zhu, Z. (Zhihong), Alizadeh, B.Z. (Behrooz), Amin, N. (Najaf), Bakshi, A. (Andrew), Baumeister, S.E. (Sebastian), Biino, G. (Ginevra), Bønnelykke, K. (Klaus), Boyle, P.A. (Patricia), Campbell, H. (Harry), Cappuccio, F.P. (Francesco P.), Davies, G. (Gail), Neve, J.E. (Jan-Emmanuel) de, Deloukas, P. (Panagiotis), Demuth, I. (Ilja), Ding, J. (Jun), Eibich, P. (Peter), Eisele, L. (Lewin), Eklund, N. (Niina), Evans, D.M. (David), Faul, J.D. (Jessica D.), Feitosa, M.F. (Mary Furlan), Forstner, A.J. (Andreas), Gandin, I. (Ilaria), Gunnarsson, B. (Bjarni), Halldorsson, B.V. (Bjarni), Harris, T.B. (Tamara), Holliday, E.G. (Elizabeth), Heath, A.C. (Andrew C.), Hocking, L.J., Homuth, G. (Georg), Horan, M. (Mike), Hottenga, J.J. (Jouke Jan), Jager, P.L. (Philip) de, Joshi, P.K. (Peter), Juqessur, A. (Astanand), Kaakinen, M. (Marika), Kähönen, M. (Mika), Kanoni, S. (Stavroula), Keltigangas-Järvinen, L. (Liisa), Kiemeney, L.A.L.M. (Bart), Kolcic, I. (Ivana), Koskinen, S. (Seppo), Kraja, A. (Aldi), Kroh, M. (Martin), Kutalik, Z. (Zoltán), Latvala, A. (Antti), Launer, L.J. (Lenore), Lebreton, M.P. (Maël P.), Levinson, D.F. (Douglas F.), Lichtenstein, P. (Paul), Lichtner, P. (Peter), Liewald, D.C.M. (David), Loukola, A. (Anu), Madden, P.A. (Pamela), Mägi, R. (Reedik), Mäki-Opas, T. (Tomi), Marioni, R.E. (Riccardo), Marques-Vidal, P. (Pedro), Meddens, G.A. (Gerardus A.), Mcmahon, G. (George), Meisinger, C. (Christa), Meitinger, T. (Thomas), Milaneschi, Y. (Yusplitri), Milani, L. (Lili), Montgomery, G.W. (Grant), Myhre, R. (Ronny), Nelson, C.P. (Christopher P.), Nyholt, D.R. (Dale), Ollier, W.E.R. (William), Palotie, A. (Aarno), Paternoster, L. (Lavinia), Pedersen, N.L. (Nancy), Petrovic, K. (Katja), Porteous, D.J. (David J.), Räikkönen, K. (Katri), Ring, S.M. (Susan M.), Robino, A. (Antonietta), Rostapshova, O. (Olga), Rudan, I. (Igor), Rustichini, A. (Aldo), Salomaa, V. (Veikko), Sanders, A.R. (Alan R.), Sarin, A.-P., Schmidt, R. (Reinhold), Scott, R.J. (Rodney), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Staessen, J.A. (Jan), Steinhagen-Thiessen, E. (Elisabeth), Strauch, K. (Konstantin), Terracciano, A., Tobin, M.D. (Martin), Ulivi, S. (Shelia), Vaccargiu, S. (Simona), Quaye, L. (Lydia), Rooij, F.J.A. (Frank) van, Venturini, C. (Cristina), Vinkhuyzen, A.A.E. (Anna A.), Völker, U. (Uwe), Völzke, H. (Henry), Vonk, J.M. (Judith), Vozzi, D. (Diego), Waage, J. (Johannes), Ware, E.B. (Erin B.), Willemsen, G.A.H.M. (Gonneke), Attia, J. (John), Bennett, D.A. (David A.), Berger, K. (Klaus), Bertram, L. (Lars), Bisgaard, H. (Hans), Boomsma, D.I. (Dorret), Borecki, I.B. (Ingrid), Bültmann, U. (Ute), Chabris, C.F. (Christopher F.), Cucca, F. (Francesco), Cusi, D. (Daniele), Deary, I.J. (Ian), Dedoussis, G.V. (George), Duijn, C.M. (Cornelia) van, Hagen, K. (Knut), Franke, B. (Barbara), Franke, L. (Lude), Gasparini, P. (Paolo), Gejman, P.V. (Pablo), Gieger, C. (Christian), Grabe, H.J. (Hans Jörgen), Gratten, J. (Jacob), Groenen, P.J.F. (Patrick), Gudnason, V. (Vilmundur), Harst, P. (Pim) van der, Hayward, C. (Caroline), Hinds, D.A. (David A.), Hoffmann, W. (Wolfgang), Hypponen, E. (Elina), Iacono, W.G. (William), Jacobsson, B. (Bo), Jarvelin, M.-R. (Marjo-Riitta), JöCkel, K.-H. (Karl-Heinz), Kaprio, J. (Jaakko), Kardia, S.L.R. (Sharon), Lehtimäki, T. (Terho), Lehrer, S.F. (Steven F.), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), McGue, M. (Matt), Metspalu, A. (Andres), Pendleton, N. (Neil), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pirastu, N. (Nicola), Pirastu, M. (Mario), Polasek, O. (Ozren), Posthuma, D. (Danielle), Power, C. (Christopher), Province, M.A. (Mike), Samani, N.J. (Nilesh), Schlessinger, D. (David), Sørensen, T.I.A. (Thorkild), Spector, T.D. (Timothy), Zwart, J-A. (John-Anker), Thorsteinsdottir, U. (Unnur), Thurik, A.R. (Roy), Timpson, N.J. (Nicholas J.), Tiemeier, H.W. (Henning), Tung, J.Y. (Joyce Y.), Uitterlinden, A.G. (André), Vitart, V. (Veronique), Vollenweider, P. (Peter), Weir, D.R. (David), Wilson, J.F. (James F.), Wright, A.F. (Alan), Conley, D.C. (Dalton C.), Krueger, R.F., Smith, A.V. (Davey), Hofman, A. (Albert), Laibson, D. (David), Medland, S.E. (Sarah), Meyer, M.N. (Michelle N.), Yang, J. (Joanna), Johannesson, M. (Magnus), Visscher, P.M. (Peter), Esko, T. (Tõnu), Koellinger, Ph.D. (Philipp), Cesarini, D. (David), Benjamin, D.J. (Daniel J.), Okbay, A. (Aysu), Beauchamp, J.P. (Jonathan), Fontana, M.A. (Mark Alan), Lee, J.J. (James J.), Pers, T.H. (Tune), Rietveld, C.A. (Cornelius A.), Turley, P. (Patrick), Chen, G.-B. (Guo-Bo), Emilsson, V. (Valur), Meddens, S.F.W. (S. Fleur W.), Oskarsson, S. (Sven), Pickrell, J.K. (Joseph K.), Thom, K. (Kevin), Timshel, P. (Pascal), Vlaming, R. (Ronald) de, Abdellaoui, A. (Abdel), Ahluwalia, T.S. (Tarunveer Singh), Bacelis, J. (Jonas), Baumbach, C. (Clemens), Bjornsdottir, G. (Gyda), Brandsma, J.H. (Johan), Pina Concas, M. (Maria), Derringer, J., Furlotte, N.A. (Nicholas A.), Galesloot, T.E. (Tessel), Girotto, S., Gupta, R. (Richa), Hall, L.M. (Leanne M.), Harris, S.E. (Sarah), Hofer, E., Horikoshi, M. (Momoko), Huffman, J.E. (Jennifer E.), Kaasik, K. (Kadri), Kalafati, I.-P. (Ioanna-Panagiota), Karlsson, R. (Robert), Kong, A. (Augustine), Lahti, J. (Jari), Lee, S.J. (Sven) van der, Deleeuw, C. (Christiaan), Lind, P.A. (Penelope), Lindgren, K.-O. (Karl-Oskar), Liu, T. (Tian), Mangino, M. (Massimo), Marten, J. (Jonathan), Mihailov, E. (Evelin), Miller, M. (Mike), Most, P.J. (Peter) van der, Oldmeadow, C. (Christopher), Payton, A. (Antony), Pervjakova, N. (Natalia), Peyrot, W.J. (Wouter ), Qian, Y. (Yong), Raitakari, O. (Olli), Rueedi, R. (Rico), Salvi, E. (Erika), Schmidt, B. (Börge), Schraut, K.E. (Katharina E.), Shi, J. (Jianxin), Smith, A.V. (Albert Vernon), Poot, R.A. (Raymond), St Pourcain, B. (Beate), Teumer, A. (Alexander), Thorleifsson, G. (Gudmar), Verweij, N. (Niek), Vuckovic, D. (Dragana), Wellmann, J. (Juergen), Westra, H.J. (Harm-Jan), Yang, J. (Jingyun), Zhao, W. (Wei), Zhu, Z. (Zhihong), Alizadeh, B.Z. (Behrooz), Amin, N. (Najaf), Bakshi, A. (Andrew), Baumeister, S.E. (Sebastian), Biino, G. (Ginevra), Bønnelykke, K. (Klaus), Boyle, P.A. (Patricia), Campbell, H. (Harry), Cappuccio, F.P. (Francesco P.), Davies, G. (Gail), Neve, J.E. (Jan-Emmanuel) de, Deloukas, P. (Panagiotis), Demuth, I. (Ilja), Ding, J. (Jun), Eibich, P. (Peter), Eisele, L. (Lewin), Eklund, N. (Niina), Evans, D.M. (David), Faul, J.D. (Jessica D.), Feitosa, M.F. (Mary Furlan), Forstner, A.J. (Andreas), Gandin, I. (Ilaria), Gunnarsson, B. (Bjarni), Halldorsson, B.V. (Bjarni), Harris, T.B. (Tamara), Holliday, E.G. (Elizabeth), Heath, A.C. (Andrew C.), Hocking, L.J., Homuth, G. (Georg), Horan, M. (Mike), Hottenga, J.J. (Jouke Jan), Jager, P.L. (Philip) de, Joshi, P.K. (Peter), Juqessur, A. (Astanand), Kaakinen, M. (Marika), Kähönen, M. (Mika), Kanoni, S. (Stavroula), Keltigangas-Järvinen, L. (Liisa), Kiemeney, L.A.L.M. (Bart), Kolcic, I. (Ivana), Koskinen, S. (Seppo), Kraja, A. (Aldi), Kroh, M. (Martin), Kutalik, Z. (Zoltán), Latvala, A. (Antti), Launer, L.J. (Lenore), Lebreton, M.P. (Maël P.), Levinson, D.F. (Douglas F.), Lichtenstein, P. (Paul), Lichtner, P. (Peter), Liewald, D.C.M. (David), Loukola, A. (Anu), Madden, P.A. (Pamela), Mägi, R. (Reedik), Mäki-Opas, T. (Tomi), Marioni, R.E. (Riccardo), Marques-Vidal, P. (Pedro), Meddens, G.A. (Gerardus A.), Mcmahon, G. (George), Meisinger, C. (Christa), Meitinger, T. (Thomas), Milaneschi, Y. (Yusplitri), Milani, L. (Lili), Montgomery, G.W. (Grant), Myhre, R. (Ronny), Nelson, C.P. (Christopher P.), Nyholt, D.R. (Dale), Ollier, W.E.R. (William), Palotie, A. (Aarno), Paternoster, L. (Lavinia), Pedersen, N.L. (Nancy), Petrovic, K. (Katja), Porteous, D.J. (David J.), Räikkönen, K. (Katri), Ring, S.M. (Susan M.), Robino, A. (Antonietta), Rostapshova, O. (Olga), Rudan, I. (Igor), Rustichini, A. (Aldo), Salomaa, V. (Veikko), Sanders, A.R. (Alan R.), Sarin, A.-P., Schmidt, R. (Reinhold), Scott, R.J. (Rodney), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Staessen, J.A. (Jan), Steinhagen-Thiessen, E. (Elisabeth), Strauch, K. (Konstantin), Terracciano, A., Tobin, M.D. (Martin), Ulivi, S. (Shelia), Vaccargiu, S. (Simona), Quaye, L. (Lydia), Rooij, F.J.A. (Frank) van, Venturini, C. (Cristina), Vinkhuyzen, A.A.E. (Anna A.), Völker, U. (Uwe), Völzke, H. (Henry), Vonk, J.M. (Judith), Vozzi, D. (Diego), Waage, J. (Johannes), Ware, E.B. (Erin B.), Willemsen, G.A.H.M. (Gonneke), Attia, J. (John), Bennett, D.A. (David A.), Berger, K. (Klaus), Bertram, L. (Lars), Bisgaard, H. (Hans), Boomsma, D.I. (Dorret), Borecki, I.B. (Ingrid), Bültmann, U. (Ute), Chabris, C.F. (Christopher F.), Cucca, F. (Francesco), Cusi, D. (Daniele), Deary, I.J. (Ian), Dedoussis, G.V. (George), Duijn, C.M. (Cornelia) van, Hagen, K. (Knut), Franke, B. (Barbara), Franke, L. (Lude), Gasparini, P. (Paolo), Gejman, P.V. (Pablo), Gieger, C. (Christian), Grabe, H.J. (Hans Jörgen), Gratten, J. (Jacob), Groenen, P.J.F. (Patrick), Gudnason, V. (Vilmundur), Harst, P. (Pim) van der, Hayward, C. (Caroline), Hinds, D.A. (David A.), Hoffmann, W. (Wolfgang), Hypponen, E. (Elina), Iacono, W.G. (William), Jacobsson, B. (Bo), Jarvelin, M.-R. (Marjo-Riitta), JöCkel, K.-H. (Karl-Heinz), Kaprio, J. (Jaakko), Kardia, S.L.R. (Sharon), Lehtimäki, T. (Terho), Lehrer, S.F. (Steven F.), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), McGue, M. (Matt), Metspalu, A. (Andres), Pendleton, N. (Neil), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pirastu, N. (Nicola), Pirastu, M. (Mario), Polasek, O. (Ozren), Posthuma, D. (Danielle), Power, C. (Christopher), Province, M.A. (Mike), Samani, N.J. (Nilesh), Schlessinger, D. (David), Sørensen, T.I.A. (Thorkild), Spector, T.D. (Timothy), Zwart, J-A. (John-Anker), Thorsteinsdottir, U. (Unnur), Thurik, A.R. (Roy), Timpson, N.J. (Nicholas J.), Tiemeier, H.W. (Henning), Tung, J.Y. (Joyce Y.), Uitterlinden, A.G. (André), Vitart, V. (Veronique), Vollenweider, P. (Peter), Weir, D.R. (David), Wilson, J.F. (James F.), Wright, A.F. (Alan), Conley, D.C. (Dalton C.), Krueger, R.F., Smith, A.V. (Davey), Hofman, A. (Albert), Laibson, D. (David), Medland, S.E. (Sarah), Meyer, M.N. (Michelle N.), Yang, J. (Joanna), Johannesson, M. (Magnus), Visscher, P.M. (Peter), Esko, T. (Tõnu), Koellinger, Ph.D. (Philipp), Cesarini, D. (David), and Benjamin, D.J. (Daniel J.)
Abstract: Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.
Published: 2016
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8. Directional dominance on stature and cognition in diverse human populations

Author: Joshi, P.K. (Peter), Esko, T. (Tõnu), Mattsson, H. (Hannele), Eklund, N. (Niina), Gandin, I. (Ilaria), Nutile, T., Jackson, A.U. (Anne), Schurmann, C. (Claudia), Smith, A.V. (Davey), Zhang, W. (Weihua), Okada, Y. (Yukinori), Stancáková, A. (Alena), Faul, J.D. (Jessica D.), Zhao, W. (Wei), Bartz, T.M. (Traci M.), Concas, M.P. (Maria Pina), Franceschini, N. (Nora), Enroth, S. (Stefan), Vitart, V. (Veronique), Trompet, S. (Stella), Guo, X. (Xiuqing), Chasman, D.I. (Daniel), O'Connel, J.R. (Jeffrey R.), Corre, T. (Tanguy), Nongmaithem, S.S. (Suraj S.), Chen, Y. (Yuning), Mangino, M. (Massimo), Ruggiero, D., Traglia, M. (Michela), Farmaki, A.-E. (Aliki-Eleni), Kacprowski, T. (Tim), Bjonnes, A. (Andrew), Spek, A. (Ashley) van der, Wu, Y. (Ying), Giri, A.K. (Anil K.), Yanek, L.R. (Lisa), Wang, L. (Lihua), Hofer, E. (Edith), Rietveld, C.A. (Niels), McLeod, O. (Olga), Cornelis, M. (Marilyn), Pattaro, C. (Cristian), Verweij, N. (Niek), Baumbach, C. (Clemens), Abdellaoui, A. (Abdel), Warren, H. (Helen), Vuckovic, D. (Dragana), Mei, H. (Hao), Bouchard, C. (Claude), Perry, J.R.B. (John), Cappellani, S. (Stefania), Mirza, S.S. (Saira), Benton, M.C. (Miles C.), Broeckel, U. (Ulrich), Medland, S.E. (Sarah), Lind, P.A. (Penelope), Malerba, G. (Giovanni), Drong, A. (Alexander), Yengo, L. (Loic), Bielak, L.F. (Lawrence F.), Zhi, D. (Degui), Most, P.J. (Peter) van der, Shriner, D. (Daniel), Mägi, R. (Reedik), Hemani, G., Karaderi, T. (Tugce), Wang, Z. (Zhaoming), Liu, T. (Tian), Demuth, I. (Ilja), Zhao, J.H. (Jing Hua), Meng, W. (Weihua), Lataniotis, L. (Lazaros), Van Der Laan, S.W. (Sander W.), Bradfield, J.P. (Jonathan), Wood, A.R. (Andrew), Bonnefond, A. (Amélie), Ahluwalia, T.S. (Tarunveer Singh), Hall, L.M. (Leanne M.), Salvi, E. (Erika), Yazar, S. (Seyhan), Carstensen, L. (Lisbeth), Haan, H.G. (Hugoline) de, Abney, M. (Mark), Afzal, U. (Uzma), Allison, M.A. (Matthew), Amin, N. (Najaf), Asselbergs, F.W. (Folkert W.), Bakker, S.J.L. (Stephan), Barr, R.G. (Graham), Baumeister, S.E. (Sebastian), Benjamin, D.J. (Daniel J.), Bergmann, S. (Sven), Boerwinkle, E.A. (Eric), Bottinger, E.P. (Erwin P.), Campbell, A. (Archie), Chakravarti, A. (Aravinda), Chan, Y. (Yingleong), Chanock, S.J. (Stephen), Chen, C. (Constance), Chen, Y.-D.I. (Y.-D. Ida), Collins, F.S. (Francis), Connell, J. (John), Correa, A. (Adolfo), Cupples, L.A. (Adrienne), Davies, G. (Gail), Dörr, M. (Marcus), Ehret, G.B. (Georg), Ellis, S.B. (Stephen B.), Feenstra, B. (Bjarke), Feitosa, M.F. (Mary Furlan), Ford, I., Fox, C.S. (Caroline), Frayling, T.M. (Timothy), Friedrich, N. (Nele), Geller, F. (Frank), Scotland, G. (Generation), Gillham-Nasenya, I. (Irina), Gottesman, R.F. (Rebecca), Graff, M.J. (Maud J.L.), Grodstein, F. (Francine), Gu, C. (Charles), Haley, C. (Chris), Hammond, C.J. (Christopher), Harris, S.E. (Sarah), Harris, T.B. (Tamara), Hastie, N. (Nick), Heard-Costa, N.L. (Nancy), Heikkilä, K. (Kauko), Hocking, L.J. (Lynne), Homuth, G. (Georg), Hottenga, J.J. (Jouke Jan), Huang, J. (Jian), Huffman, J.E. (Jennifer), Hysi, P.G. (Pirro), Ikram, M.A. (Arfan), Ingelsson, E. (Erik), Joensuu, A. (Anni), Johansson, A. (Åsa), Jousilahti, P. (Pekka), Jukema, J.W. (Jan Wouter), Kähönen, M. (Mika), Kamatani, Y. (Yoichiro), Kanoni, S. (Stavroula), Kerr, S.M. (Shona), Khan, N.M. (Nazir M.), Koellinger, Ph.D. (Philipp), Koistinen, H.A. (Heikki A.), Kooner, M.K. (Manraj K.), Kubo, M. (Michiaki), Kuusisto, J. (Johanna), Lahti, J. (Jari), Launer, L.J. (Lenore), Lea, R.A. (Rodney A.), Lehne, B. (Benjamin), Lehtimäki, T. (Terho), Liewald, D.C.M. (David), Lind, L. (Lars), Loh, M. (Marie), Lokki, M.L., London, S.J. (Stephanie J.), Loomis, S.J. (Stephanie J.), Loukola, A. (Anu), Lu, Y. (Yingchang), Lumley, T. (Thomas), Lundqvist, A. (Annamari), Männistö, S. (Satu), Marques-Vidal, P. (Pedro), Masciullo, C. (Corrado), Matchan, A. (Angela), Mathias, J. (Jasmine), Matsuda, K. (Koichi), Meigs, J.B. (James), Meisinger, C. (Christa), Meitinger, T. (Thomas), Menni, C. (Cristina), Mentch, F.D. (Frank), Mihailov, E. (Evelin), Milani, L. (Lili), Montasser, M.E. (May E.), Montgomery, G.W. (Grant), Morrison, A.C. (Alanna), Myers, R.H. (Richard), Nadukuru, R. (Rajiv), Navarro, P. (Pau), Nalis, M. (Mari), Nieminen, M.S. (Markku S.), Nolte, I.M. (Ilja M.), O'Connor, G.T. (George), Ogunniyi, A. (Adesola), Padmanabhan, S. (Sandosh), Palmas, W. (Walter), Pankow, J.S. (James), Patarcic, I. (Inga), Pavani, F. (Francesca), Peyser, P.A. (Patricia A.), Pietilainen, K.H. (Kirsi Hannele), Poulter, N.R. (Neil), Prokopenko, I. (Inga), Ralhan, S. (Sarju), Redmond, P. (Paul), Rich, S.S. (Stephen S.), Rissanen, H. (Harri), Robino, A. (Antonietta), Rose, L.M. (Lynda M.), Rose, R.J. (Richard J.), Sala, C. (Cinzia), Salako, B. (Babatunde), Salomaa, V. (Veikko), Sarin, A.-P., Saxena, R. (Richa), Schmidt, R. (Reinhold), Scott, L.J. (Laura), Scott, W.R. (William R.), Sennblad, B. (Bengt), Seshadri, S. (Sudha), Sever, P. (Peter), Shrestha, S. (Smeeta), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Soranzo, N. (Nicole), Sotoodehnia, N. (Nona), Southam, L. (Lorraine), Stanton, A. (Alice), Stathopoulou, M.G. (Maria G), Strauch, K. (Konstantin), Strawbridge, R.J. (Rona), Suderman, M.J. (Matthew J.), Tandon, N. (Nikhil), Tang, S.-T. (Sian-Tsun), Taylor, K.D. (Kent D.), Tayo, B. (Bamidele), Töglhofer, A.M. (Anna Maria), Tomaszewski, M. (Maciej), Tsernikova, N. (Natalia), Tuomilehto, J. (Jaakko), Uitterlinden, A.G. (André), Vaidya, D. (Dhananjay), Hylckama Vlieg, A. (Astrid) van, Setten, J. (Jessica) van, Vasankari, T. (Tuula), Vedantam, S. (Sailaja), Vlachopoulou, E. (Efthymia), Vozzi, D. (Diego), Vuoksimaa, E. (Eero), Waldenberger, M. (Melanie), Ware, E.B. (Erin B.), Wentworth-Shields, W. (William), Whitfield, J. (John), Wild, S. (Sarah), Willemsen, G.A.H.M. (Gonneke), Yajnik, C.S. (Chittaranjan S.), Yao, J. (Jie), Zaza, G. (Gianluigi), Zhu, X. (Xiaofeng), Salem, R.M. (Rany), Melbye, M. (Mads), Bisgaard, H. (Hans), Samani, N.J. (Nilesh), Cusi, D. (Daniele), Mackey, D.A. (David A.), Cooper, R.S. (Richard S.), Froguel, P. (Philippe), Pasterkamp, G. (Gerard), Grant, S.F.A. (Struan F.A.), Hakonarson, H. (Hakon), Ferrucci, L. (Luigi), Scott, R.A. (Robert), Morris, A.D. (Andrew), Palmer, C.N.A. (Colin), Dedoussis, G.V. (George V.), Deloukas, P. (Panagiotis), Bertram, L. (Lars), Lindenberger, U. (Ulman), Berndt, S.I. (Sonja), Lindgren, C.M. (Cecilia), Timpson, N.J. (Nicholas), Tönjes, A. (Anke), Munroe, P. (Patricia), Sørensen, T.I.A. (Thorkild I.A.), Rotimi, C. (Charles), Arnett, D.K. (Donna), Oldehinkel, A.J. (Albertine), Kardia, S.L.R. (Sharon), Balkau, B. (Beverley), Gambaro, G. (Giovanni), Morris, A.P. (Andrew), Eriksson, J.G. (Johan G.), Wright, M.J. (Margaret), Martin, N.G. (Nicholas), Hunt, S.C. (Steven), Starr, J.M. (John), Deary, I.J. (Ian), Griffiths, L.R. (Lyn R.), Tiemeier, H.W. (Henning), Pirastu, N. (Nicola), Kaprio, J. (Jaakko), Wareham, N.J. (Nick), Perusse, L. (Louis), Wilson, J.G. (James), Girotto, S., Caulfield, M. (Mark), Raitakari, O.T. (Olli T.), Boomsma, D.I. (Dorret), Gieger, C. (Christian), van der Harst, P., Hicks, A.A. (Andrew), Kraft, P. (Peter), Sinisalo, J. (Juha), Knekt, P., Johannesson, M. (Magnus), Magnusson, P.K.E. (Patrik K. E.), Hamsten, A. (Anders), Borecki, I.B. (Ingrid), Vartiainen, E. (Erkki), Becker, D.M. (Diane), Bharadwaj, D. (Dwaipayan), Mohlke, K.L. (Karen), Boehnke, M. (Michael), Duijn, C.M. (Cornelia) van, Sanghera, D.K. (Dharambir), Teumer, A. (Alexander), Zeggini, E. (Eleftheria), Metspalu, A. (Andres), Gasparini, P. (Paolo), Ulivi, S. (Shelia), Ober, C. (Carole), Toniolo, D. (Daniela), Rudan, I. (Igor), Porteous, D.J. (David J.), Ciullo, M., Spector, T.D. (Timothy), Hayward, C. (Caroline), Dupuis, J. (Josée), Loos, R.J.F. (Ruth), Wright, A. (Alan), Chandak, G.R. (Giriraj), Vollenweider, P. (Peter), Shuldiner, A.R. (Alan), Ridker, P.M. (Paul), Rotter, J.I. (Jerome I.), Sattar, N. (Naveed), Gyllensten, U. (Ulf), North, K.E. (Kari), Pirastu, M. (Mario), Psaty, B.M. (Bruce), Weir, D.R. (David), Laakso, M. (Markku), Gudnason, V. (Vilmundur), Takahashi, A. (Atsushi), Chambers, J.C. (John C.), Kooner, J.S. (Jaspal S.), Strachan, D.P. (David P.), Campbell, H. (Harry), Hirschhorn, J.N. (Joel N.), Perola, M. (Markus), Polasek, O. (Ozren), Wilson, J.F. (James), Joshi, P.K. (Peter), Esko, T. (Tõnu), Mattsson, H. (Hannele), Eklund, N. (Niina), Gandin, I. (Ilaria), Nutile, T., Jackson, A.U. (Anne), Schurmann, C. (Claudia), Smith, A.V. (Davey), Zhang, W. (Weihua), Okada, Y. (Yukinori), Stancáková, A. (Alena), Faul, J.D. (Jessica D.), Zhao, W. (Wei), Bartz, T.M. (Traci M.), Concas, M.P. (Maria Pina), Franceschini, N. (Nora), Enroth, S. (Stefan), Vitart, V. (Veronique), Trompet, S. (Stella), Guo, X. (Xiuqing), Chasman, D.I. (Daniel), O'Connel, J.R. (Jeffrey R.), Corre, T. (Tanguy), Nongmaithem, S.S. (Suraj S.), Chen, Y. (Yuning), Mangino, M. (Massimo), Ruggiero, D., Traglia, M. (Michela), Farmaki, A.-E. (Aliki-Eleni), Kacprowski, T. (Tim), Bjonnes, A. (Andrew), Spek, A. (Ashley) van der, Wu, Y. (Ying), Giri, A.K. (Anil K.), Yanek, L.R. (Lisa), Wang, L. (Lihua), Hofer, E. (Edith), Rietveld, C.A. (Niels), McLeod, O. (Olga), Cornelis, M. (Marilyn), Pattaro, C. (Cristian), Verweij, N. (Niek), Baumbach, C. (Clemens), Abdellaoui, A. (Abdel), Warren, H. (Helen), Vuckovic, D. (Dragana), Mei, H. (Hao), Bouchard, C. (Claude), Perry, J.R.B. (John), Cappellani, S. (Stefania), Mirza, S.S. (Saira), Benton, M.C. (Miles C.), Broeckel, U. (Ulrich), Medland, S.E. (Sarah), Lind, P.A. (Penelope), Malerba, G. (Giovanni), Drong, A. (Alexander), Yengo, L. (Loic), Bielak, L.F. (Lawrence F.), Zhi, D. (Degui), Most, P.J. (Peter) van der, Shriner, D. (Daniel), Mägi, R. (Reedik), Hemani, G., Karaderi, T. (Tugce), Wang, Z. (Zhaoming), Liu, T. (Tian), Demuth, I. (Ilja), Zhao, J.H. (Jing Hua), Meng, W. (Weihua), Lataniotis, L. (Lazaros), Van Der Laan, S.W. (Sander W.), Bradfield, J.P. (Jonathan), Wood, A.R. (Andrew), Bonnefond, A. (Amélie), Ahluwalia, T.S. (Tarunveer Singh), Hall, L.M. (Leanne M.), Salvi, E. (Erika), Yazar, S. (Seyhan), Carstensen, L. (Lisbeth), Haan, H.G. (Hugoline) de, Abney, M. (Mark), Afzal, U. (Uzma), Allison, M.A. (Matthew), Amin, N. (Najaf), Asselbergs, F.W. (Folkert W.), Bakker, S.J.L. (Stephan), Barr, R.G. (Graham), Baumeister, S.E. (Sebastian), Benjamin, D.J. (Daniel J.), Bergmann, S. (Sven), Boerwinkle, E.A. (Eric), Bottinger, E.P. (Erwin P.), Campbell, A. (Archie), Chakravarti, A. (Aravinda), Chan, Y. (Yingleong), Chanock, S.J. (Stephen), Chen, C. (Constance), Chen, Y.-D.I. (Y.-D. Ida), Collins, F.S. (Francis), Connell, J. (John), Correa, A. (Adolfo), Cupples, L.A. (Adrienne), Davies, G. (Gail), Dörr, M. (Marcus), Ehret, G.B. (Georg), Ellis, S.B. (Stephen B.), Feenstra, B. (Bjarke), Feitosa, M.F. (Mary Furlan), Ford, I., Fox, C.S. (Caroline), Frayling, T.M. (Timothy), Friedrich, N. (Nele), Geller, F. (Frank), Scotland, G. (Generation), Gillham-Nasenya, I. (Irina), Gottesman, R.F. (Rebecca), Graff, M.J. (Maud J.L.), Grodstein, F. (Francine), Gu, C. (Charles), Haley, C. (Chris), Hammond, C.J. (Christopher), Harris, S.E. (Sarah), Harris, T.B. (Tamara), Hastie, N. (Nick), Heard-Costa, N.L. (Nancy), Heikkilä, K. (Kauko), Hocking, L.J. (Lynne), Homuth, G. (Georg), Hottenga, J.J. (Jouke Jan), Huang, J. (Jian), Huffman, J.E. (Jennifer), Hysi, P.G. (Pirro), Ikram, M.A. (Arfan), Ingelsson, E. (Erik), Joensuu, A. (Anni), Johansson, A. (Åsa), Jousilahti, P. (Pekka), Jukema, J.W. (Jan Wouter), Kähönen, M. (Mika), Kamatani, Y. (Yoichiro), Kanoni, S. (Stavroula), Kerr, S.M. (Shona), Khan, N.M. (Nazir M.), Koellinger, Ph.D. (Philipp), Koistinen, H.A. (Heikki A.), Kooner, M.K. (Manraj K.), Kubo, M. (Michiaki), Kuusisto, J. (Johanna), Lahti, J. (Jari), Launer, L.J. (Lenore), Lea, R.A. (Rodney A.), Lehne, B. (Benjamin), Lehtimäki, T. (Terho), Liewald, D.C.M. (David), Lind, L. (Lars), Loh, M. (Marie), Lokki, M.L., London, S.J. (Stephanie J.), Loomis, S.J. (Stephanie J.), Loukola, A. (Anu), Lu, Y. (Yingchang), Lumley, T. (Thomas), Lundqvist, A. (Annamari), Männistö, S. (Satu), Marques-Vidal, P. (Pedro), Masciullo, C. (Corrado), Matchan, A. (Angela), Mathias, J. (Jasmine), Matsuda, K. (Koichi), Meigs, J.B. (James), Meisinger, C. (Christa), Meitinger, T. (Thomas), Menni, C. (Cristina), Mentch, F.D. (Frank), Mihailov, E. (Evelin), Milani, L. (Lili), Montasser, M.E. (May E.), Montgomery, G.W. (Grant), Morrison, A.C. (Alanna), Myers, R.H. (Richard), Nadukuru, R. (Rajiv), Navarro, P. (Pau), Nalis, M. (Mari), Nieminen, M.S. (Markku S.), Nolte, I.M. (Ilja M.), O'Connor, G.T. (George), Ogunniyi, A. (Adesola), Padmanabhan, S. (Sandosh), Palmas, W. (Walter), Pankow, J.S. (James), Patarcic, I. (Inga), Pavani, F. (Francesca), Peyser, P.A. (Patricia A.), Pietilainen, K.H. (Kirsi Hannele), Poulter, N.R. (Neil), Prokopenko, I. (Inga), Ralhan, S. (Sarju), Redmond, P. (Paul), Rich, S.S. (Stephen S.), Rissanen, H. (Harri), Robino, A. (Antonietta), Rose, L.M. (Lynda M.), Rose, R.J. (Richard J.), Sala, C. (Cinzia), Salako, B. (Babatunde), Salomaa, V. (Veikko), Sarin, A.-P., Saxena, R. (Richa), Schmidt, R. (Reinhold), Scott, L.J. (Laura), Scott, W.R. (William R.), Sennblad, B. (Bengt), Seshadri, S. (Sudha), Sever, P. (Peter), Shrestha, S. (Smeeta), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Soranzo, N. (Nicole), Sotoodehnia, N. (Nona), Southam, L. (Lorraine), Stanton, A. (Alice), Stathopoulou, M.G. (Maria G), Strauch, K. (Konstantin), Strawbridge, R.J. (Rona), Suderman, M.J. (Matthew J.), Tandon, N. (Nikhil), Tang, S.-T. (Sian-Tsun), Taylor, K.D. (Kent D.), Tayo, B. (Bamidele), Töglhofer, A.M. (Anna Maria), Tomaszewski, M. (Maciej), Tsernikova, N. (Natalia), Tuomilehto, J. (Jaakko), Uitterlinden, A.G. (André), Vaidya, D. (Dhananjay), Hylckama Vlieg, A. (Astrid) van, Setten, J. (Jessica) van, Vasankari, T. (Tuula), Vedantam, S. (Sailaja), Vlachopoulou, E. (Efthymia), Vozzi, D. (Diego), Vuoksimaa, E. (Eero), Waldenberger, M. (Melanie), Ware, E.B. (Erin B.), Wentworth-Shields, W. (William), Whitfield, J. (John), Wild, S. (Sarah), Willemsen, G.A.H.M. (Gonneke), Yajnik, C.S. (Chittaranjan S.), Yao, J. (Jie), Zaza, G. (Gianluigi), Zhu, X. (Xiaofeng), Salem, R.M. (Rany), Melbye, M. (Mads), Bisgaard, H. (Hans), Samani, N.J. (Nilesh), Cusi, D. (Daniele), Mackey, D.A. (David A.), Cooper, R.S. (Richard S.), Froguel, P. (Philippe), Pasterkamp, G. (Gerard), Grant, S.F.A. (Struan F.A.), Hakonarson, H. (Hakon), Ferrucci, L. (Luigi), Scott, R.A. (Robert), Morris, A.D. (Andrew), Palmer, C.N.A. (Colin), Dedoussis, G.V. (George V.), Deloukas, P. (Panagiotis), Bertram, L. (Lars), Lindenberger, U. (Ulman), Berndt, S.I. (Sonja), Lindgren, C.M. (Cecilia), Timpson, N.J. (Nicholas), Tönjes, A. (Anke), Munroe, P. (Patricia), Sørensen, T.I.A. (Thorkild I.A.), Rotimi, C. (Charles), Arnett, D.K. (Donna), Oldehinkel, A.J. (Albertine), Kardia, S.L.R. (Sharon), Balkau, B. (Beverley), Gambaro, G. (Giovanni), Morris, A.P. (Andrew), Eriksson, J.G. (Johan G.), Wright, M.J. (Margaret), Martin, N.G. (Nicholas), Hunt, S.C. (Steven), Starr, J.M. (John), Deary, I.J. (Ian), Griffiths, L.R. (Lyn R.), Tiemeier, H.W. (Henning), Pirastu, N. (Nicola), Kaprio, J. (Jaakko), Wareham, N.J. (Nick), Perusse, L. (Louis), Wilson, J.G. (James), Girotto, S., Caulfield, M. (Mark), Raitakari, O.T. (Olli T.), Boomsma, D.I. (Dorret), Gieger, C. (Christian), van der Harst, P., Hicks, A.A. (Andrew), Kraft, P. (Peter), Sinisalo, J. (Juha), Knekt, P., Johannesson, M. (Magnus), Magnusson, P.K.E. (Patrik K. E.), Hamsten, A. (Anders), Borecki, I.B. (Ingrid), Vartiainen, E. (Erkki), Becker, D.M. (Diane), Bharadwaj, D. (Dwaipayan), Mohlke, K.L. (Karen), Boehnke, M. (Michael), Duijn, C.M. (Cornelia) van, Sanghera, D.K. (Dharambir), Teumer, A. (Alexander), Zeggini, E. (Eleftheria), Metspalu, A. (Andres), Gasparini, P. (Paolo), Ulivi, S. (Shelia), Ober, C. (Carole), Toniolo, D. (Daniela), Rudan, I. (Igor), Porteous, D.J. (David J.), Ciullo, M., Spector, T.D. (Timothy), Hayward, C. (Caroline), Dupuis, J. (Josée), Loos, R.J.F. (Ruth), Wright, A. (Alan), Chandak, G.R. (Giriraj), Vollenweider, P. (Peter), Shuldiner, A.R. (Alan), Ridker, P.M. (Paul), Rotter, J.I. (Jerome I.), Sattar, N. (Naveed), Gyllensten, U. (Ulf), North, K.E. (Kari), Pirastu, M. (Mario), Psaty, B.M. (Bruce), Weir, D.R. (David), Laakso, M. (Markku), Gudnason, V. (Vilmundur), Takahashi, A. (Atsushi), Chambers, J.C. (John C.), Kooner, J.S. (Jaspal S.), Strachan, D.P. (David P.), Campbell, H. (Harry), Hirschhorn, J.N. (Joel N.), Perola, M. (Markus), Polasek, O. (Ozren), and Wilson, J.F. (James)
Abstract: Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10-300, 2.1 × 10-6, 2.5 × 10-10 and 1.8 × 10-10, respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been p
Published: 2015
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9. Replicability and Robustness of Genome-Wide-Association Studies for Behavioral Traits

Author: Rietveld, C.A. (Niels), Conley, D. (Dalton), Eriksson, N. (Nicholas), Esko, T. (Tõnu), Medland, S.E. (Sarah), Vinkhuyzen, A.A.E. (Anna A.), Yang, J. (Joanna), Boardman, J.D. (Jason D.), Chabris, C.F. (Christopher F.), Dawes, C.T. (Christopher T.), Domingue, B.W. (Benjamin W.), Hinds, D.A. (David A.), Johannesson, M. (Magnus), Kiefer, A.K. (Amy K.), Laibson, D. (David), Magnusson, P.K. (Patrik), Mountain, J.L. (Joanna L.), Oskarsson, S. (Sven), Rostapshova, O. (Olga), Teumer, A. (Alexander), Tung, J.Y. (Joyce Y.), Visscher, P.M. (Peter), Benjamin, D.J. (Daniel J.), Cesarini, D. (David), Koellinger, Ph.D. (Philipp), Rietveld, C.A. (Niels), Conley, D. (Dalton), Eriksson, N. (Nicholas), Esko, T. (Tõnu), Medland, S.E. (Sarah), Vinkhuyzen, A.A.E. (Anna A.), Yang, J. (Joanna), Boardman, J.D. (Jason D.), Chabris, C.F. (Christopher F.), Dawes, C.T. (Christopher T.), Domingue, B.W. (Benjamin W.), Hinds, D.A. (David A.), Johannesson, M. (Magnus), Kiefer, A.K. (Amy K.), Laibson, D. (David), Magnusson, P.K. (Patrik), Mountain, J.L. (Joanna L.), Oskarsson, S. (Sven), Rostapshova, O. (Olga), Teumer, A. (Alexander), Tung, J.Y. (Joyce Y.), Visscher, P.M. (Peter), Benjamin, D.J. (Daniel J.), Cesarini, D. (David), and Koellinger, Ph.D. (Philipp)
Abstract: A recent genome-wide-association study of educational attainment identified three single-nucleotide polymorphisms (SNPs) whose associations, despite their small effect sizes (each R2 ≈ 0.02%), reached genome-wide significance (p < 5 × 10−8) in a large discovery sample and were replicated in an independent sample (p <.05). The study also reported associations between educational attainment and indices of SNPs called “polygenic scores.” In three studies, we evaluated the robustness of these findings. Study 1 showed that the associations with all three SNPs were replicated in another large (N = 34,428) independent sample. We also found that the scores remained predictive (R2 ≈ 2%) in regressions with stringent controls for stratification (Study 2) and in new within-family analyses (Study 3). Our results show that large and therefore well-powered genome-wide-association studies can identify replicable genetic associations with behavioral traits. The small effect sizes of individual SNPs are likely to be a major contributing factor explaining the striking contrast between our results and the disappointing replication record of most candidate-gene studies.
Published: 2014
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10. Common genetic variants associated with cognitive performance identified using the proxy-phenotype method

Author: Rietveld, C.A. (Niels), Esko, T. (Tõnu), Davies, G. (Gail), Pers, T.H. (Tune), Turley, P. (Patrick), Benyamin, B. (Beben), Chabris, C.F. (Christopher F.), Emilsson, V. (Valur), Johnson, A.D. (Andrew), Lee, J.J. (James J.), Leeuw, C. (Christiaan) de, Marioni, R.E. (Riccardo), Medland, S.E. (Sarah), Miller, M. (Mike), Rostapshova, O. (Olga), Lee, S.J. (Sven) van der, Vinkhuyzen, A.A.E. (Anna A.), Amin, N. (Najaf), Conley, D. (Dalton), Derringer, J., Duijn, C.M. (Cornelia) van, Fehrmann, R.S.N. (Rudolf), Franke, L. (Lude), Glaeser, E.L. (Edward L.), Hansell, N.K. (Narelle), Hayward, C. (Caroline), Iacono, W.G. (William), Ibrahim-Verbaas, C.A. (Carla), Jaddoe, V.W.V. (Vincent), Karjalainen, J. (Juha), Laibson, D. (David), Lichtenstein, P. (Paul), Liewald, D.C.M. (David), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), McGue, M. (Matt), Mcmahon, G. (George), Pedersen, N.L. (Nancy), Pinker, S. (Steven), Porteous, D.J. (David J.), Posthuma, D. (Danielle), Rivadeneira Ramirez, F. (Fernando), Smithk, B.H. (Blair H.), Starr, J.M. (John), Tiemeier, H.W. (Henning), Timpsonm, N.J. (Nicholas J.), Trzaskowskin, M. (Maciej), Uitterlinden, A.G. (André), Verhulst, F.C. (Frank), Ward, M.E. (Mary), Wright, M.J. (Margaret), Smith, A.V. (Davey), Deary, I.J. (Ian), Johannesson, M. (Magnus), Plomin, R. (Robert), Visscher, P.M. (Peter), Benjamin, D.J. (Daniel J.), Cesarini, D. (David), Koellinger, Ph.D. (Philipp), Rietveld, C.A. (Niels), Esko, T. (Tõnu), Davies, G. (Gail), Pers, T.H. (Tune), Turley, P. (Patrick), Benyamin, B. (Beben), Chabris, C.F. (Christopher F.), Emilsson, V. (Valur), Johnson, A.D. (Andrew), Lee, J.J. (James J.), Leeuw, C. (Christiaan) de, Marioni, R.E. (Riccardo), Medland, S.E. (Sarah), Miller, M. (Mike), Rostapshova, O. (Olga), Lee, S.J. (Sven) van der, Vinkhuyzen, A.A.E. (Anna A.), Amin, N. (Najaf), Conley, D. (Dalton), Derringer, J., Duijn, C.M. (Cornelia) van, Fehrmann, R.S.N. (Rudolf), Franke, L. (Lude), Glaeser, E.L. (Edward L.), Hansell, N.K. (Narelle), Hayward, C. (Caroline), Iacono, W.G. (William), Ibrahim-Verbaas, C.A. (Carla), Jaddoe, V.W.V. (Vincent), Karjalainen, J. (Juha), Laibson, D. (David), Lichtenstein, P. (Paul), Liewald, D.C.M. (David), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), McGue, M. (Matt), Mcmahon, G. (George), Pedersen, N.L. (Nancy), Pinker, S. (Steven), Porteous, D.J. (David J.), Posthuma, D. (Danielle), Rivadeneira Ramirez, F. (Fernando), Smithk, B.H. (Blair H.), Starr, J.M. (John), Tiemeier, H.W. (Henning), Timpsonm, N.J. (Nicholas J.), Trzaskowskin, M. (Maciej), Uitterlinden, A.G. (André), Verhulst, F.C. (Frank), Ward, M.E. (Mary), Wright, M.J. (Margaret), Smith, A.V. (Davey), Deary, I.J. (Ian), Johannesson, M. (Magnus), Plomin, R. (Robert), Visscher, P.M. (Peter), Benjamin, D.J. (Daniel J.), Cesarini, D. (David), and Koellinger, Ph.D. (Philipp)
Abstract: We identify common genetic variants associated with cognitive performance using a two-stage approach, which we call the proxyphenotype method. First, we conduct a genome-wide association study of educational attainment in a large sample (n = 106,736), which produces a set of 69 education-associated SNPs. Second, using independent samples (n = 24,189), we measure the association of these education-associated SNPs with cognitive performance. Three SNPs (rs1487441, rs7923609, and rs2721173) are significantly associated with cognitive performance after correction for multiple hypothesis testing. In an independent sample of older Americans (n = 8,652), we also show that a polygenic score derived from the education-associated SNPs is associated with memory and absence of dementia. Convergent evidence from a set of bioinformatics analyses implicates four specific genes (KNCMA1, NRXN1, POU2F3, and SCRT). All of these genes are associated with a particular neurotransmitter pathway involved in synaptic plasticity, the main cellular mechanism for learning and memory.
Published: 2014
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11. GWAS of 126,559 individuals identifies genetic variants associated with educational attainment

Author: Rietveld, C.A. (Niels), Medland, S.E. (Sarah), Derringer, J., Yang, J. (Joanna), Esko, T. (Tõnu), Martin, N.W. (Nicolas), Westra, H.J. (Harm-Jan), Shakhbazov, K. (Konstantin), Abdellaoui, A. (Abdel), Agrawal, A. (Arpana), Albrecht, E. (Eva), Alizadeh, B.Z. (Behrooz), Amin, N. (Najaf), Barnard, J. (John), Baumeister, S.E. (Sebastian), Benke, P.J. (Paul), Bielak, L.F. (Lawrence F.), Boatman, J.A. (Jeffrey), Boyle, P.A. (Patricia), Davies, G. (Gail), Leeuw, C. (Christiaan) de, Eklund, N. (Niina), Evans, D.S. (Daniel), Ferhmann, R. (Rudolf), Fischer, K. (Krista), Gieger, C. (Christian), Gjessing, H.K. (Håkon), Hägg, S. (Sara), Harris, J.R. (Jennifer), Hayward, C. (Caroline), Holzapfel, C. (Christina), Ibrahim-Verbaas, C.A. (Carla), Ingelsson, E. (Erik), Jacobsson, B. (Bo), Joshi, P.K. (Peter), Juqessur, A. (Astanand), Kaakinen, M. (Marika), Kanoni, S. (Stavroula), Karjalainen, J. (Juha), Kolcic, I. (Ivana), Kristiansson, K. (Kati), Kutalik, Z. (Zoltán), Lahti, J. (Jari), Lee, S.H. (Sang Hong), Lin, P. (Peng), Lind, P.A. (Penelope), Liu, Y. (YongMei), Lohman, K. (Kurt), Loitfelder, M. (Marisa), Mcmahon, G. (George), Marques-Vidal, P. (Pedro), Meirelles, O., Milani, L. (Lili), Myhre, R. (Ronny), Nuotio, M.-L. (Marja-Liisa), Oldmeadow, C. (Christopher), Petrovic, K. (Katja), Peyrot, W.J. (Wouter ), Polasek, O. (Ozren), Quaye, L. (Lydia), Reinmaa, E. (Eva), Rice, J.P. (John), Rizzi, T.S. (Thais), Schmidt, H. (Helena), Schmidt, R. (Reinhold), Smith, A.V. (Davey), Smith, J.A. (Jennifer A), Tanaka, T. (Toshiko), Terracciano, A., Loos, M.J.H.M. (Matthijs) van der, Vitart, V. (Veronique), Völzke, H. (Henry), Wellmann, J. (Jürgen), Yu, L. (Lei), Zhao, W. (Wei), Allik, J., Attia, J. (John), Bandinelli, S. (Stefania), Bastardot, F. (Francois), Beauchamp, J.P. (Jonathan), Bennett, D.A. (David), Berger, K. (Klaus), Bierut, L.J. (Laura), Boomsma, D.I. (Dorret), Bültmann, U. (Ute), Campbell, H. (Harry), Chabris, C.F. (Christopher F.), Cherkas, L. (Lynn), Chung, M.K. (Mina), Cucca, F. (Francesco), Andrade, M. (Mariza) de, Jager, P.L. (Philip) de, Neve, J.E. (Jan-Emmanuel) de, Deary, I.J. (Ian), Dedoussis, G.V. (George), Deloukas, P. (Panagiotis), Dimitriou, M. (Maria), Eiríksdóttir, G. (Guoný), Elderson, M.F. (Martin), Eriksson, J.G. (Johan), Evans, D.M. (David), Faul, J.D. (Jessica), Ferrucci, L. (Luigi), Garcia, M. (Melissa), Grönberg, H. (Henrik), Guonason, V. (Vilmundur), Hall, P. (Per), Harris, J.M. (Juliette), Harris, T.B. (Tamara), Hastie, N. (Nick), Heath, A.C. (Andrew), Hernandez, D.G. (Dena), Hoffmann, W. (Wolfgang), Holle, R. (Rolf), Holliday, E.G. (Elizabeth), Hottenga, J.J. (Jouke Jan), Iacono, W.G. (William), Illig, T. (Thomas), Jarvelin, M.-R. (Marjo-Riitta), Kähönen, M. (Mika), Kaprio, J. (Jaakko), Kirkpatrick, R.M. (Robert), Kowgier, M. (Matthew), Latvala, A. (Antti), Launer, L.J. (Lenore), Lawlor, D.A. (Debbie), Lehtimäki, T. (Terho), Li, J. (Jingmei), Lichtenstein, P. (Paul), Lichtner, P. (Peter), Liewald, D.C.M. (David), Madden, P.A. (Pamela), Magnusson, P.K. (Patrik), Mäkinen, T. (Tuukka), Masala, G. (Giovanna), McGue, M. (Matt), Metspalu, A. (Andres), Mielck, A. (Andreas), Miller, M. (Michael), Montgomery, G.W. (Grant), Mukherjee, S. (Sutapa), Nyholt, D.R. (Dale), Oostra, B.A. (Ben), Palmer, C. (Cameron), Palotie, A. (Aarno), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Peyser, P.A. (Patricia A.), Preisig, M. (Martin), Räikkönen, K. (Katri), Raitakari, O. (Olli), Realo, A. (Anu), Ring, S.M. (Susan), Ripatti, S. (Samuli), Rivadeneira Ramirez, F. (Fernando), Rudan, I. (Igor), Rustichini, A. (Aldo), Salomaa, V. (Veikko), Sarin, A.-P., Schlessinger, D., Scott, R.J. (Rodney), Snieder, H. (Harold), St Pourcain, B. (Beate), Starr, J.M. (John), Sul, J.H. (Jae Hoon), Surakka, I. (Ida), Svento, R. (Rauli), Teumer, A. (Alexander), Tiemeier, H.W. (Henning), Rooij, F.J.A. (Frank) van, Wagoner, D.R. (David) van, Vartiainen, E. (Erkki), Viikari, J. (Jorma), Vollenweider, P. (Peter), Vonk, J.M. (Judith), Waeber, G. (Gérard), Weir, D.R. (David), Wichmann, H.E. (Heinz Erich), Widen, E. (Elisabeth), Willemsen, G.A.H.M. (Gonneke), Wilson, J.F. (James), Wright, A.F. (Alan), Conley, D. (Dalton), Davey-Smith, G. (George), Franke, L. (Lude), Groenen, P.J.F. (Patrick), Hofman, A. (Albert), Johannesson, M. (Magnus), Kardia, S.L.R. (Sharon), Krueger, R.F., Laibson, D. (David), Martin, N.G. (Nicholas), Meyer, M.N. (Michelle), Posthuma, D. (Danielle), Thurik, A.R. (Roy), Timpson, N.J. (Nicholas), Uitterlinden, A.G. (André), Duijn, C.M. (Cornelia) van, Visscher, P.M. (Peter), Benjamin, D.J. (Daniel J.), Cesarini, D. (David), Koellinger, Ph.D. (Philipp), Rietveld, C.A. (Niels), Medland, S.E. (Sarah), Derringer, J., Yang, J. (Joanna), Esko, T. (Tõnu), Martin, N.W. (Nicolas), Westra, H.J. (Harm-Jan), Shakhbazov, K. (Konstantin), Abdellaoui, A. (Abdel), Agrawal, A. (Arpana), Albrecht, E. (Eva), Alizadeh, B.Z. (Behrooz), Amin, N. (Najaf), Barnard, J. (John), Baumeister, S.E. (Sebastian), Benke, P.J. (Paul), Bielak, L.F. (Lawrence F.), Boatman, J.A. (Jeffrey), Boyle, P.A. (Patricia), Davies, G. (Gail), Leeuw, C. (Christiaan) de, Eklund, N. (Niina), Evans, D.S. (Daniel), Ferhmann, R. (Rudolf), Fischer, K. (Krista), Gieger, C. (Christian), Gjessing, H.K. (Håkon), Hägg, S. (Sara), Harris, J.R. (Jennifer), Hayward, C. (Caroline), Holzapfel, C. (Christina), Ibrahim-Verbaas, C.A. (Carla), Ingelsson, E. (Erik), Jacobsson, B. (Bo), Joshi, P.K. (Peter), Juqessur, A. (Astanand), Kaakinen, M. (Marika), Kanoni, S. (Stavroula), Karjalainen, J. (Juha), Kolcic, I. (Ivana), Kristiansson, K. (Kati), Kutalik, Z. (Zoltán), Lahti, J. (Jari), Lee, S.H. (Sang Hong), Lin, P. (Peng), Lind, P.A. (Penelope), Liu, Y. (YongMei), Lohman, K. (Kurt), Loitfelder, M. (Marisa), Mcmahon, G. (George), Marques-Vidal, P. (Pedro), Meirelles, O., Milani, L. (Lili), Myhre, R. (Ronny), Nuotio, M.-L. (Marja-Liisa), Oldmeadow, C. (Christopher), Petrovic, K. (Katja), Peyrot, W.J. (Wouter ), Polasek, O. (Ozren), Quaye, L. (Lydia), Reinmaa, E. (Eva), Rice, J.P. (John), Rizzi, T.S. (Thais), Schmidt, H. (Helena), Schmidt, R. (Reinhold), Smith, A.V. (Davey), Smith, J.A. (Jennifer A), Tanaka, T. (Toshiko), Terracciano, A., Loos, M.J.H.M. (Matthijs) van der, Vitart, V. (Veronique), Völzke, H. (Henry), Wellmann, J. (Jürgen), Yu, L. (Lei), Zhao, W. (Wei), Allik, J., Attia, J. (John), Bandinelli, S. (Stefania), Bastardot, F. (Francois), Beauchamp, J.P. (Jonathan), Bennett, D.A. (David), Berger, K. (Klaus), Bierut, L.J. (Laura), Boomsma, D.I. (Dorret), Bültmann, U. (Ute), Campbell, H. (Harry), Chabris, C.F. (Christopher F.), Cherkas, L. (Lynn), Chung, M.K. (Mina), Cucca, F. (Francesco), Andrade, M. (Mariza) de, Jager, P.L. (Philip) de, Neve, J.E. (Jan-Emmanuel) de, Deary, I.J. (Ian), Dedoussis, G.V. (George), Deloukas, P. (Panagiotis), Dimitriou, M. (Maria), Eiríksdóttir, G. (Guoný), Elderson, M.F. (Martin), Eriksson, J.G. (Johan), Evans, D.M. (David), Faul, J.D. (Jessica), Ferrucci, L. (Luigi), Garcia, M. (Melissa), Grönberg, H. (Henrik), Guonason, V. (Vilmundur), Hall, P. (Per), Harris, J.M. (Juliette), Harris, T.B. (Tamara), Hastie, N. (Nick), Heath, A.C. (Andrew), Hernandez, D.G. (Dena), Hoffmann, W. (Wolfgang), Holle, R. (Rolf), Holliday, E.G. (Elizabeth), Hottenga, J.J. (Jouke Jan), Iacono, W.G. (William), Illig, T. (Thomas), Jarvelin, M.-R. (Marjo-Riitta), Kähönen, M. (Mika), Kaprio, J. (Jaakko), Kirkpatrick, R.M. (Robert), Kowgier, M. (Matthew), Latvala, A. (Antti), Launer, L.J. (Lenore), Lawlor, D.A. (Debbie), Lehtimäki, T. (Terho), Li, J. (Jingmei), Lichtenstein, P. (Paul), Lichtner, P. (Peter), Liewald, D.C.M. (David), Madden, P.A. (Pamela), Magnusson, P.K. (Patrik), Mäkinen, T. (Tuukka), Masala, G. (Giovanna), McGue, M. (Matt), Metspalu, A. (Andres), Mielck, A. (Andreas), Miller, M. (Michael), Montgomery, G.W. (Grant), Mukherjee, S. (Sutapa), Nyholt, D.R. (Dale), Oostra, B.A. (Ben), Palmer, C. (Cameron), Palotie, A. (Aarno), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Peyser, P.A. (Patricia A.), Preisig, M. (Martin), Räikkönen, K. (Katri), Raitakari, O. (Olli), Realo, A. (Anu), Ring, S.M. (Susan), Ripatti, S. (Samuli), Rivadeneira Ramirez, F. (Fernando), Rudan, I. (Igor), Rustichini, A. (Aldo), Salomaa, V. (Veikko), Sarin, A.-P., Schlessinger, D., Scott, R.J. (Rodney), Snieder, H. (Harold), St Pourcain, B. (Beate), Starr, J.M. (John), Sul, J.H. (Jae Hoon), Surakka, I. (Ida), Svento, R. (Rauli), Teumer, A. (Alexander), Tiemeier, H.W. (Henning), Rooij, F.J.A. (Frank) van, Wagoner, D.R. (David) van, Vartiainen, E. (Erkki), Viikari, J. (Jorma), Vollenweider, P. (Peter), Vonk, J.M. (Judith), Waeber, G. (Gérard), Weir, D.R. (David), Wichmann, H.E. (Heinz Erich), Widen, E. (Elisabeth), Willemsen, G.A.H.M. (Gonneke), Wilson, J.F. (James), Wright, A.F. (Alan), Conley, D. (Dalton), Davey-Smith, G. (George), Franke, L. (Lude), Groenen, P.J.F. (Patrick), Hofman, A. (Albert), Johannesson, M. (Magnus), Kardia, S.L.R. (Sharon), Krueger, R.F., Laibson, D. (David), Martin, N.G. (Nicholas), Meyer, M.N. (Michelle), Posthuma, D. (Danielle), Thurik, A.R. (Roy), Timpson, N.J. (Nicholas), Uitterlinden, A.G. (André), Duijn, C.M. (Cornelia) van, Visscher, P.M. (Peter), Benjamin, D.J. (Daniel J.), Cesarini, D. (David), and Koellinger, Ph.D. (Philipp)
Published: 2013
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12. Molecular genetics and subjective well-being

Author: Rietveld, C.A. (Niels), Cesarini, D. (David), Benjamin, D.J. (Daniel J.), Koellinger, Ph.D. (Philipp), Neve, J.E. (Jan-Emmanuel) de, Tiemeier, H.W. (Henning), Johannesson, M. (Magnus), Magnusson, P.K. (Patrik), Pedersen, N.L. (Nancy), Krueger, R.F., Bartels, M. (Meike), Rietveld, C.A. (Niels), Cesarini, D. (David), Benjamin, D.J. (Daniel J.), Koellinger, Ph.D. (Philipp), Neve, J.E. (Jan-Emmanuel) de, Tiemeier, H.W. (Henning), Johannesson, M. (Magnus), Magnusson, P.K. (Patrik), Pedersen, N.L. (Nancy), Krueger, R.F., and Bartels, M. (Meike)
Abstract: Subjective well-being (SWB) is a major topic of research across the social sciences. Twin and family studies have found that genetic factors may account for as much as 30-40% of the variance in SWB. Here, we study genetic contributions to SWB in a pooled sample of ≈11,500 unrelated, comprehensively-genotyped Swedish and Dutch individuals. We apply a recently developed method to estimate "common narrow heritability": the fraction of variance in SWB that can be explained by the cumulative additive effects of genetic polymorphisms that are common in the population. Our estimates are 5-10% for single-question survey measures of SWB, and 12-18% after correction for measurement error in the SWB measures. Our results suggest guarded optimism about the prospects of using genetic data in SWB research because, although the common narrow heritability is not large, the polymorphisms that contribute to it could feasibly be discovered with a sufficiently large sample of individuals.
Published: 2013
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13. The genetic architecture of economic and political preferences

Author: Benjamin, D.J. (Daniel J.), Cesarini, D. (David), Loos, M.J.H.M. (Matthijs) van der, Dawes, C.T. (Christopher T.), Koellinger, Ph.D. (Philipp), Magnusson, P.K. (Patrik), Chabris, C.F. (Christopher F.), Conley, D. (Dalton), Laibson, D. (David), Johannesson, M. (Magnus), Visscher, P.M. (Peter), Benjamin, D.J. (Daniel J.), Cesarini, D. (David), Loos, M.J.H.M. (Matthijs) van der, Dawes, C.T. (Christopher T.), Koellinger, Ph.D. (Philipp), Magnusson, P.K. (Patrik), Chabris, C.F. (Christopher F.), Conley, D. (Dalton), Laibson, D. (David), Johannesson, M. (Magnus), and Visscher, P.M. (Peter)
Abstract: Preferences are fundamental building blocks in all models of economic and political behavior. We study a new sample of comprehensively genotyped subjects with data on economic and political preferences and educational attainment. We use dense single nucleotide polymorphism (SNP) data to estimate the proportion of variation in these traits explained by common SNPs and to conduct genome-wide association study (GWAS) and prediction analyses. The pattern of results is consistent with findings for other complex traits. First, the estimated fraction of phenotypic variation that could, in principle, be explained by dense SNP arrays is around one-half of the narrow heritability estimated using twin and family samples. The molecular-genetic-based heritability estimates, therefore, partially corroborate evidence of significant heritability from behavior genetic studies. Second, our analyses suggest that these traits have a polygenic architecture, with the heritable variation explained by many genes with small effects. Our results suggest that most published genetic association studies with economic and political traits are dramatically underpowered, which implies a high false discovery rate. These results convey a cautionary message for whether, how, and how soon molecular genetic data can contribute to, and potentially transform, research in social science. We propose some constructive responses to the inferential challenges posed by the small explanatory power of individual SNPs.
Published: 2012
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14. Molecular genetics and economics

Author: Beauchamp, J.P. (Jonathan), Cesarini, D. (David), Johannesson, M. (Magnus), Loos, M.J.H.M. (Matthijs) van der, Koellinger, Ph.D. (Philipp), Groenen, P.J.F. (Patrick), Fowler, J.H., Rosenquist, J.N., Thurik, A.R. (Roy), Christakis, N.A. (Nicholas), Beauchamp, J.P. (Jonathan), Cesarini, D. (David), Johannesson, M. (Magnus), Loos, M.J.H.M. (Matthijs) van der, Koellinger, Ph.D. (Philipp), Groenen, P.J.F. (Patrick), Fowler, J.H., Rosenquist, J.N., Thurik, A.R. (Roy), and Christakis, N.A. (Nicholas)
Published: 2011
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15. Standard gamble, time trade-off and rating scale: Experimental results on the ranking properties of QALYs

Author: Bleichrodt, H. (Han), Johannesson, M. (Magnus), Bleichrodt, H. (Han), and Johannesson, M. (Magnus)
Abstract: This paper compares the relative performance of quality adjusted life years (QALYs) based on quality weights elicited by rating scale (RS), time trade-off (TTO) and standard gamble (SG). The standard against which relative performance is assessed is individual preference elicited by direct ranking. The correlation between predicted and direct ranking is significantly higher for TTO-QALYs than for RS-QALYs and SG-QALYs. This holds both based on mean Spearman rank correlation coefficients calculated per individual and based on two social choice rules: the method of majority voting and the Borda rule. Undiscounted TTO-QALYs are more consistent with direct ranking than discounted TTO-QALYs
Published: 1997
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15 results on '"Johannesson, M. (Magnus)"'

1. Associations of autozygosity with a broad range of human phenotypes

2. Associations of autozygosity with a broad range of human phenotypes

3. Genome-wide association meta- Analysis of 78,308 individuals identifies new loci and genes influencing human intelligence

4. Meta-GWAS Accuracy and Power (MetaGAP) Calculator Shows that Hiding Heritability Is Partially Due to Imperfect Genetic Correlations across Studies

5. An epigenome-wide association study meta-analysis of educational attainment

6. Personality polygenes, positive affect, and life satisfaction

7. Genome-wide association study identifies 74 loci associated with educational attainment

8. Directional dominance on stature and cognition in diverse human populations

9. Replicability and Robustness of Genome-Wide-Association Studies for Behavioral Traits

10. Common genetic variants associated with cognitive performance identified using the proxy-phenotype method

11. GWAS of 126,559 individuals identifies genetic variants associated with educational attainment

12. Molecular genetics and subjective well-being

13. The genetic architecture of economic and political preferences

14. Molecular genetics and economics

15. Standard gamble, time trade-off and rating scale: Experimental results on the ranking properties of QALYs

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