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1. Genomic analysis of diet composition finds novel loci and associations with health and lifestyle

Author

Meddens, S.F.W. (Fleur), Vlaming, R. (Ronald) de, Bowers, P. (Peter), Burik, C.A.P. (Casper A. P.), Linnér, R.K. (Richard Karlsson), Lee, C. (Chanwook), Okbay, A. (Aysu), Turley, P. (Patrick), Rietveld, C.A. (Cornelius A.), Fontana, M.A. (Mark Alan), Ghanbari, M. (Mohsen), Imamura, F. (Fumiaki), McMahon, G. (George), Most, P.J. (Peter) van der, Voortman, R.G. (Trudy), Wade, K.H. (Kaitlin H.), Anderson, E.L. (Emma L.), Braun, K.V.E. (Kim), Emmett, P.M. (Pauline M.), Esko, T. (Tõnu), Gonzalez, J.R. (Juan), Kiefte-de Jong, J.C. (Jessica), Langenberg, C. (Claudia), Luan, J. (Jian’an), Muka, T. (Taulant), Ring, S.M. (Susan), Rivadeneira, F. (Fernando), Snieder, H. (Harold), Rooij, F.J.A. (Frank) van, Wolffenbuttel, B.H.R. (Bruce), Smith, G.D. (George Davey), Franco, O.H. (Oscar H.), Forouhi, N.G. (Nita), Ikram, M.A. (Arfan), Uitterlinden, A.G. (André), van Vliet-Ostaptchouk, J.V. (Jana V.), Wareham, N.J. (Nick), Cesarini, D. (David), Harden, K.P. (K. Paige), Lee, J.J. (James J.), Benjamin, D.J. (Daniel J.), Chow, C.C. (Carson C.), Koellinger, P.D. (Philipp D.), Meddens, S.F.W. (Fleur), Vlaming, R. (Ronald) de, Bowers, P. (Peter), Burik, C.A.P. (Casper A. P.), Linnér, R.K. (Richard Karlsson), Lee, C. (Chanwook), Okbay, A. (Aysu), Turley, P. (Patrick), Rietveld, C.A. (Cornelius A.), Fontana, M.A. (Mark Alan), Ghanbari, M. (Mohsen), Imamura, F. (Fumiaki), McMahon, G. (George), Most, P.J. (Peter) van der, Voortman, R.G. (Trudy), Wade, K.H. (Kaitlin H.), Anderson, E.L. (Emma L.), Braun, K.V.E. (Kim), Emmett, P.M. (Pauline M.), Esko, T. (Tõnu), Gonzalez, J.R. (Juan), Kiefte-de Jong, J.C. (Jessica), Langenberg, C. (Claudia), Luan, J. (Jian’an), Muka, T. (Taulant), Ring, S.M. (Susan), Rivadeneira, F. (Fernando), Snieder, H. (Harold), Rooij, F.J.A. (Frank) van, Wolffenbuttel, B.H.R. (Bruce), Smith, G.D. (George Davey), Franco, O.H. (Oscar H.), Forouhi, N.G. (Nita), Ikram, M.A. (Arfan), Uitterlinden, A.G. (André), van Vliet-Ostaptchouk, J.V. (Jana V.), Wareham, N.J. (Nick), Cesarini, D. (David), Harden, K.P. (K. Paige), Lee, J.J. (James J.), Benjamin, D.J. (Daniel J.), Chow, C.C. (Carson C.), and Koellinger, P.D. (Philipp D.)

Abstract

We conducted genome-wide association studies (GWAS) of relative intake from the macronutrients fat, protein, carbohydrates, and sugar in over 235,000 individuals of European ancestries. We identified 21 unique, approximately independent lead SNPs. Fourteen lead SNPs are uniquely associated with one macronutrient at genome-wide significance (P < 5 × 10−8), while five of the 21 lead SNPs reach suggestive significance (P < 1 × 10−5) for at least one other macronutrient. While the phenotypes are genetically correlated, each phenotype carries a partially unique genetic architecture. Relative protein intake exhibits the strongest relationships with poor health, including positive genetic associations with obesity, type 2 diabetes, and heart disease (rg ≈ 0.15–0.5). In contrast, relative carbohydrate and sugar intake have negative genetic correlations with waist circumference, waist-hip ratio, and neighborhood deprivation (|rg| ≈ 0.1–0.3) and positive genetic correlations with physical activity (rg ≈ 0.1 and 0.2). Relative fat intake has no consistent pattern of genetic correlations with poor health but has a negative genetic correlation with educational attainment (rg ≈−0.1). Although our analyses do not allow us to draw causal conclusions, we find no evidence of negative health consequences associated with relative carbohydrate, sugar, or fat intake. However, our results are consistent with the hypothesis that relative protein intake plays a role in the etiology of metabolic dysfunction.

Published
2020
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2. Genomic analysis of diet composition finds novel loci and associations with health and lifestyle

Author

Meddens, S.F.W. (Fleur), De Vlaming, R, Bowers, P., Burik, C.A.P., Linner, R.K., Lee, C. (Charles), Okbay, A. (Aysu), Turley, P, Rietveld, C.A. (Niels), Fontana, M.A., Benjamin, D.J. (Daniel J.), Chow, C.C., Koellinger, Ph.D. (Philipp), Meddens, S.F.W. (Fleur), De Vlaming, R, Bowers, P., Burik, C.A.P., Linner, R.K., Lee, C. (Charles), Okbay, A. (Aysu), Turley, P, Rietveld, C.A. (Niels), Fontana, M.A., Benjamin, D.J. (Daniel J.), Chow, C.C., and Koellinger, Ph.D. (Philipp)

Abstract

We conducted genome-wide association study (GWAS) meta-analyses of relative caloric intake from fat, protein, carbohydrates and sugar in over 235,000 individuals. We identified 21 approximately independent lead SNPs. Relative protein intake exhibits the strongest relationships with poor health, including positive genetic associations with obesity, type 2 diabetes, and heart disease ( ≈ 0.15 − 0.5). Relative carbohydrate and sugar intake have negative genetic correlations with waist circumference, waist-hip ratio, and neighborhood poverty (|| ≈ 0.1 − 0.3). Overall, our results show that the relative intake of each macronutrient has a distinct genetic architecture and pattern of genetic correlations suggestive of health implications beyond caloric content.

Published
2019

3. 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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4. 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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5. Genetic variation associated with differential educational attainment in adults has anticipated associations with school performance in children

Author

Ward, M.E. (Mary), Mcmahon, G. (George), St Pourcain, B. (Beate), Evans, D.M. (David), Rietveld, C.A. (Niels), Benjamin, D.J. (Daniel J.), Koellinger, Ph.D. (Philipp), Cesarini, D. (David), Smith, G.D. (George Davey), Timpson, N.J. (Nicholas), Ward, M.E. (Mary), Mcmahon, G. (George), St Pourcain, B. (Beate), Evans, D.M. (David), Rietveld, C.A. (Niels), Benjamin, D.J. (Daniel J.), Koellinger, Ph.D. (Philipp), Cesarini, D. (David), Smith, G.D. (George Davey), and Timpson, N.J. (Nicholas)

Abstract

Genome-wide association study results have yielded evidence for the association of common genetic variants with crude measures of completed educational attainment in adults. Whilst informative, these results do not inform as to the mechanism of these effects or their presence at earlier ages and where educational performance is more routinely and more precisely assessed. Single nucleotide polymorphisms exhibiting genome-wide significant associations with adult educational attainment were combined to derive an unweighted allele score in 5,979 and 6,145 young participants from the Avon Longitudinal Study of Parents and Children with key stage 3 national curriculum test results (SATS results) available at age 13 to 14 years in English and mathematics respectively. Standardised (z-scored) results for English and mathematics showed an expected relationship with sex, with girls exhibiting an advantage over boys in English (0.433 SD (95%CI 0.395, 0.470), p<10-10) with more similar results (though in the opposite direction) in mathematics (0.042 SD (95%CI 0.004, 0.080), p = 0.030). Each additional adult educational attainment increasing allele was associated with 0.041 SD (95%CI 0.020, 0.063), p = 1.79×10-04 and 0.028 SD (95%CI 0.007, 0.050), p = 0.01 increases in standardised SATS score for English and mathematics respectively. Educational attainment is a complex multifactorial behavioural trait which has not had heritable contributions to it fully characterised. We were able to apply the results from a large study of adult educational attainment to a study of child exam performance marking events in the process of learning rather than realised adult end product. Our results support evidence for common, small genetic contributions to educational attainment, but also emphasise the likely lifecourse nature of this genetic effect. Results here also, by an alternative route, suggest that existing methods for child examination are able to recognise early life variation likely t

Published
2014
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6. 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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7. 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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8. 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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9. 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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10. 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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