Search

Your search keyword '"S. Fleur W. Meddens"' showing total 14 results
Start Over Author "S. Fleur W. Meddens"
14 results on '"S. Fleur W. Meddens"'

1. Overcoming attenuation bias in regressions using polygenic indices

Author

Hans van Kippersluis, Pietro Biroli, Rita Dias Pereira, Titus J. Galama, Stephanie von Hinke, S. Fleur W. Meddens, Dilnoza Muslimova, Eric A. W. Slob, Ronald de Vlaming, and Cornelius A. Rietveld

Subjects
Science
Abstract

Abstract Measurement error in polygenic indices (PGIs) attenuates the estimation of their effects in regression models. We analyze and compare two approaches addressing this attenuation bias: Obviously Related Instrumental Variables (ORIV) and the PGI Repository Correction (PGI-RC). Through simulations, we show that the PGI-RC performs slightly better than ORIV, unless the prediction sample is very small (N

Published
2023
Full Text
View/download PDF

2. Multivariate GWAS of psychiatric disorders and their cardinal symptoms reveal two dimensions of cross-cutting genetic liabilities

Author

Travis T. Mallard, Richard Karlsson Linnér, Andrew D. Grotzinger, Sandra Sanchez-Roige, Jakob Seidlitz, Aysu Okbay, Ronald de Vlaming, S. Fleur W. Meddens, Abraham A. Palmer, Lea K. Davis, Elliot M. Tucker-Drob, Kenneth S. Kendler, Matthew C. Keller, Philipp D. Koellinger, and K. Paige Harden

Subjects
psychiatric genetics, psychiatric disorders, transdiagnostic, genome-wide association study, genetic correlation, pleiotropy, Genetics, QH426-470, Internal medicine, RC31-1245
Abstract

Summary: Understanding which biological pathways are specific versus general across diagnostic categories and levels of symptom severity is critical to improving nosology and treatment of psychopathology. Here, we combine transdiagnostic and dimensional approaches to genetic discovery for the first time, conducting a novel multivariate genome-wide association study of eight psychiatric symptoms and disorders broadly related to mood disturbance and psychosis. We identify two transdiagnostic genetic liabilities that distinguish between common forms of psychopathology versus rarer forms of serious mental illness. Biological annotation revealed divergent genetic architectures that differentially implicated prenatal neurodevelopment and neuronal function and regulation. These findings inform psychiatric nosology and biological models of psychopathology, as they suggest that the severity of mood and psychotic symptoms present in serious mental illness may reflect a difference in kind rather than merely in degree.

Published
2022
Full Text
View/download PDF

3. Rank concordance of polygenic indices

Author

Dilnoza Muslimova, Rita Dias Pereira, Stephanie von Hinke, Hans van Kippersluis, Cornelius A. Rietveld, and S. Fleur W. Meddens

Subjects
Behavioral Neuroscience, Social Psychology, Experimental and Cognitive Psychology
Published
2023

4. Rank concordance of polygenic indices: Implications for personalised intervention and gene-environment interplay

Author

Dilnoza Muslimova, Rita Dias Pereira, Stephanie von Hinke, Hans van Kippersluis, Cornelius A. Rietveld, S. Fleur W. Meddens, and Applied Economics

Subjects
SDG 3 - Good Health and Well-being
Abstract

Polygenic indices (PGIs) are increasingly used to identify individuals at high risk of developing diseases and disorders and are advocated as a screening tool for personalised intervention in medicine and education. The performance of PGIs is typically assessed in terms of the amount of phenotypic variance they explain in independent prediction samples. However, the correct ranking of individuals in the PGI distribution is a more important performance metric when identifying individuals at high genetic risk. We empirically assess the rank concordance between PGIs that are created with different construction methods and discovery samples, focusing on cardiovascular disease (CVD) and educational attainment (EA). We find that the rank correlations between the constructed PGIs vary strongly (Spearman correlations between 0.17 and 0.94 for CVD, and between 0.40 and 0.85 for EA), indicating highly unstable rankings across different PGIs for the same trait. Simulations show that measurement error in PGIs is responsible for a substantial part of PGI rank discordance. Potential consequences for personalised medicine in CVD and research on gene-environment (G×E) interplay are illustrated using data from the UK Biobank.

Published
2022

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

Author

Fumiaki Imamura, George Davey Smith, Chanwook Lee, Nicholas J. Wareham, M. Arfan Ikram, George McMahon, Aysu Okbay, Frank J. A. van Rooij, Peter Bowers, Carson C. Chow, Patrick Turley, Ronald de Vlaming, Jian'an Luan, Oscar H. Franco, Trudy Voortman, Daniel J. Benjamin, André G. Uitterlinden, Casper A.P. Burik, Nita G. Forouhi, K. Paige Harden, Pauline M Emmett, Cornelius A. Rietveld, Juan R. González, Bruce H. R. Wolffenbuttel, Philipp Koellinger, Mark Alan Fontana, James J. Lee, David Cesarini, Harold Snieder, Kim Valeska Emilie Braun, Emma L Anderson, Jana V. van Vliet-Ostaptchouk, Peter J. van der Most, Richard Karlsson Linnér, Susan M. Ring, Claudia Langenberg, Tonũ Esko, Fernando Rivadeneira, Kaitlin H Wade, Jessica C. Kiefte-de Jong, Taulant Muka, Mohsen Ghanbari, S. Fleur W. Meddens, Linnér, Richard Karlsson [0000-0001-7839-2858], Okbay, Aysu [0000-0002-5170-7781], Rietveld, Cornelius A [0000-0003-4053-1861], Ghanbari, Mohsen [0000-0002-9476-7143], Imamura, Fumiaki [0000-0002-6841-8396], van der Most, Peter J [0000-0001-8450-3518], Voortman, Trudy [0000-0003-2830-6813], Wade, Kaitlin H [0000-0003-3362-6280], Braun, Kim VE [0000-0001-8738-4139], Gonzalez, Juan R [0000-0003-3267-2146], Kiefte-de Jong, Jessica C [0000-0002-8136-0918], Langenberg, Claudia [0000-0002-5017-7344], Luan, Jian'an [0000-0003-3137-6337], Ring, Susan [0000-0003-3103-9330], Rivadeneira, Fernando [0000-0001-9435-9441], Snieder, Harold [0000-0003-1949-2298], van Rooij, Frank JA [0000-0002-8600-9852], Smith, George Davey [0000-0002-1407-8314], Forouhi, Nita G [0000-0002-5041-248X], Ikram, M Arfan [0000-0003-0372-8585], Uitterlinden, Andre G [0000-0002-7276-3387], van Vliet-Ostaptchouk, Jana V [0000-0002-7943-3153], Lee, James J [0000-0001-6547-5128], Benjamin, Daniel J [0000-0002-2642-5416], Apollo - University of Cambridge Repository, Rietveld, Cornelius A. [0000-0003-4053-1861], van der Most, Peter J. [0000-0001-8450-3518], Wade, Kaitlin H. [0000-0003-3362-6280], Braun, Kim V. E. [0000-0001-8738-4139], Gonzalez, Juan R. [0000-0003-3267-2146], Kiefte-de Jong, Jessica C. [0000-0002-8136-0918], Luan, Jian’an [0000-0003-3137-6337], van Rooij, Frank J. A. [0000-0002-8600-9852], Forouhi, Nita G. [0000-0002-5041-248X], Ikram, M. Arfan [0000-0003-0372-8585], Uitterlinden, Andre G. [0000-0002-7276-3387], van Vliet-Ostaptchouk, Jana V. [0000-0002-7943-3153], Lee, James J. [0000-0001-6547-5128], Benjamin, Daniel J. [0000-0002-2642-5416], Applied Economics, Life Course Epidemiology (LCE), Lifestyle Medicine (LM), Center for Liver, Digestive and Metabolic Diseases (CLDM), Economics, and Amsterdam Neuroscience - Complex Trait Genetics

Subjects
0301 basic medicine, BETA-KLOTHO, PROTEIN-INTAKE, LD SCORE REGRESSION, Diseases, Genome-wide association study, Type 2 diabetes, METABOLIC-ACTIVITY, OBESITY RISK, Cardiovascular, Medical and Health Sciences, CHAIN AMINO-ACIDS, Body Mass Index, 631/208, 0302 clinical medicine, 2.1 Biological and endogenous factors, WIDE ASSOCIATION, SOCIOECONOMIC-STATUS, 030212 general & internal medicine, Aetiology, Psychiatry, 2. Zero hunger, Genetics, 692/699, Diabetes, article, Genomics, Biological Sciences, SDG 11 - Sustainable Cities and Communities, 3. Good health, Psychiatry and Mental health, SDG 1 - No Poverty, Type 2, WEIGHT-LOSS, Single-nucleotide polymorphism, Biology, 23andMe Research Team, Genetic correlation, 03 medical and health sciences, Cellular and Molecular Neuroscience, Lifelines Cohort Study, Behavioral and Social Science, Diabetes Mellitus, medicine, Humans, Obesity, Molecular Biology, Life Style, Metabolic and endocrine, Nutrition, Genetic association, EPIC- InterAct Consortium, Prevention, Human Genome, Psychology and Cognitive Sciences, medicine.disease, Genetic architecture, Diet, BODY-MASS INDEX, 030104 developmental biology, Diabetes Mellitus, Type 2, Body mass index, Genome-Wide Association Study
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. This research was carried out under the auspices of the Social Science Genetic Association Consortium (SSGAC, https://www.thessgac.org/). The research has also been conducted using the UK Biobank Resource under Application Number 11425. The study was supported by funding from the Ragnar Söderberg Foundation (E9/11 and E42/15), the Swedish Research Council (421-2013-1061), The Jan Wallander and Tom Hedelius Foundation, an ERC Consolidator Grant to Philipp Koellinger (647648 EdGe), the Pershing Square Fund of the Foundations of Human Behavior, The Open Philanthropy Project (2016-152872, 010623-00001), and the NIA/NIH through grants P01-AG005842, P01-AG005842-20S2, P30-AG012810, and T32-AG000186-23 to NBER, and R01-AG042568-02 and R56-AG042568-04 to the University of Southern California. CCC was supported by the Intramural Research Program of the NIH/NIDDK and thanks Kevin Hall for informative discussions. PME was funded by Nestlé Nutrition. We thank the DietGen and CHARGE consortia for sharing diet-composition GWAS summary statistics, and we thank 23andMe, Inc., for sharing physical activity GWAS summary statistics. A full list of acknowledgements is provided in Supplementary Information 13.

Published
2020

6. Dynamic Complementarity in Skill Production: Evidence From Genetic Endowments and Birth Order

Author

Hans van Kippersluis, S. Fleur W. Meddens, Cornelius A. Rietveld, Stephanie von Hinke, and Dilnoza Muslimova

Subjects
Birth order, Firstborn, Complementarity (molecular biology), education, Instrumental variable, Economics, Econometrics, Endogeneity, Human capital, Educational attainment, Nature versus nurture
Abstract

The birth order literature emphasizes the role of parental investments in explaining why firstborns have higher human capital outcomes than their laterborn siblings. We use birth order as a proxy for investments and interact it with genetic endowments. Exploiting only within-family variation in both ensures they are exogenous as well as orthogonal to each other. As such, our setting is informative about the existence of dynamic complementarity in skill production. Our empirical analysis exploits data from 15,019 full siblings in the UK Biobank. We adopt a family-fixed effects strategy combined with instrumental variables to deal with endogeneity issues arising from omitted variables and measurement error. We find that birth order and genetic endowments interact: those with above-average genetic endowments benefit disproportionally more from being firstborn compared to those with below-average genetic endowments. This finding is a clean example of how genetic endowments ('nature’) and the environment ('nurture’) interact in producing educational attainment. Moreover, our results are consistent with the existence of dynamic complementarity in skill formation: additional parental investments associated with being firstborn are more ‘effective’ for those siblings who randomly inherited higher genetic endowments for educational attainment.

Published
2020

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

Author

Tõnu Esko, Bruce H. R. Wolffenbuttel, Jana V. van Vliet-Ostaptchouk, Peter J. van der Most, Richard Karlsson Linnér, Juan R. González, Emma L Anderson, Harold Snieder, Josje D. Schoufour, Taulant Muka, Chanwook Lee, Philipp Koellinger, Daniel J. Benjamin, K. Paige Harden, George Davey Smith, George McMahon, Kim Valeska Emilie Braun, Kaitlin H Wade, Nita G. Forouhi, James J. Lee, André G. Uitterlinden, Fumiaki Imamuri, Nicholas J. Wareham, Oscar H. Franco, Trudy Voortman, Peter Bowers, Cornelius A. Rietveld, Frank J. A. van Rooij, David Cesarini, Susan M. Ring, Ronald de Vlaming, Jian'an Luan, Aysu Okbay, Jessica C. Kiefte-de Jong, Claudia Langenberg, Mark Alan Fontana, Patrick Turley, Fernando Rivadeneira, M. Arfan Ikram, Mohsen Ghanbari, Pauline M Emmett, S. Fleur W. Meddens, Casper A.P. Burik, and Carson C. Chow

Subjects
2. Zero hunger, Genetics, 0303 health sciences, Waist, Heart disease, 1. No poverty, 030209 endocrinology & metabolism, Single-nucleotide polymorphism, Genome-wide association study, Type 2 diabetes, Biology, medicine.disease, Obesity, Genetic architecture, 03 medical and health sciences, 0302 clinical medicine, medicine, Sugar, 030304 developmental biology
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 (rg ≈ 0.15 – 0.5). Relative carbohydrate and sugar intake have negative genetic correlations with waist circumference, waist-hip ratio, and neighborhood poverty (|rg| ≈ 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
2018

8. Genome-wide association analyses of risk tolerance and risky behaviors in over 1 million individuals identify hundreds of loci and shared genetic influences1

Author

Edward Kong, Pascal Timshel, Danielle Posthuma, Tõnu Esko, Maël Lebreton, Kathleen Mullan Harris, Philipp Koellinger, Murray B. Stein, Abraham A. Palmer, Urs Fischbacher, Robert J. Ursano, Erdogan Taskesen, Peter Eibich, Paul R. H. J. Timmers, Anke R. Hammerschlag, Ann H. Caplin, Jian Yang, Sandra Sanchez-Roige, Peter K. Joshi, Matthias Sutter, Pierre Fontanillas, Chia-Yen Chen, Albert Hofman, Patrick Turley, David A. Hinds, Futao Zhang, David Cesarini, Christina M. Lill, Laura Buzdugan, Ville Karhunen, Abdel Abdellaoui, S. Fleur W. Meddens, Henning Tiemeier, Christian L. Zund, Gert G. Wagner, Richard Karlsson Linnér, Lars Bertram, David W. Clark, Roy Thurik, André G. Uitterlinden, Maciej Trzaskowski, Mohammad Arfan Ikram, David Laibson, Cornelius A. Rietveld, Arcadi Navarro, Ernst Fehr, Yang Wu, Matthew B. McQueen, Ronald C. Kessler, Magnus Johannesson, Patrick J. F. Groenen, Gregor Hasler, James F. Wilson, Daniel Schunk, Stephen P. Tino, Pietro Biroli, Mark Alan Fontana, Juan R. González, Meena Kumari, Gerardus A. Meddens, Jonathan P. Beauchamp, Michelle N. Meyer, Jason D. Boardman, James J. Lee, Carlos Morcillo-Suarez, Aaron Kleinman, Minna Männikkö, Andrew Conlin, Adam Auton, Tune H. Pers, Michel G. Nivard, Ronald de Vlaming, Jon White, Robert Karlsson, Daniel J. Benjamin, Maarten Kooyman, Jacob Gratten, Aysu Okbay, Remy Z. Levin, Melissa C. Smart, Harriet de Wit, Conor C. Dolan, Frank J. A. van Rooij, Patrik K. E. Magnusson, Sonia Jain, Rauli Svento, Klaus M. Schmidt, Dorret I. Boomsma, Gerard Muntané, James MacKillop, Robbee Wedow, and Yanchun Bao

Subjects
Genetics, 0303 health sciences, Gabaergic neurotransmission, Single-nucleotide polymorphism, Genome-wide association study, Biology, Phenotype, 03 medical and health sciences, 0302 clinical medicine, SNP, Gene, 030217 neurology & neurosurgery, 030304 developmental biology, Genetic association
Abstract

Humans vary substantially in their willingness to take risks. In a combined sample of over one million individuals, we conducted genome-wide association studies (GWAS) of general risk tolerance, adventurousness, and risky behaviors in the driving, drinking, smoking, and sexual domains. We identified 611 approximately independent genetic loci associated with at least one of our phenotypes, including 124 with general risk tolerance. We report evidence of substantial shared genetic influences across general risk tolerance and risky behaviors: 72 of the 124 general risk tolerance loci contain a lead SNP for at least one of our other GWAS, and general risk tolerance is moderately to strongly genetically correlated (to 0.50) with a range of risky behaviors. Bioinformatics analyses imply that genes near general-risk-tolerance-associated SNPs are highly expressed in brain tissues and point to a role for glutamatergic and GABAergic neurotransmission. We find no evidence of enrichment for genes previously hypothesized to relate to risk tolerance.

Published
2018
Full Text
View/download PDF

9. Corrigendum: Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses

Author

Aysu, Okbay, Bart M L, Baselmans, Jan-Emmanuel De, Neve, Patrick, Turley, Michel G, Nivard, Mark Alan, Fontana, S Fleur W, Meddens, Richard Karlsson, Linnér, Cornelius A, Rietveld, Jaime, Derringer, Jacob, Gratten, James J, Lee, Jimmy Z, Liu, Ronald, de Vlaming, Tarunveer S, Ahluwalia, Jadwiga, Buchwald, Alana, Cavadino, Alexis C, Frazier-Wood, Nicholas A, Furlotte, Victoria, Garfield, Marie Henrike, Geisel, Juan R, Gonzalez, Saskia, Haitjema, Robert, Karlsson, Sander W, van der Laan, Karl-Heinz, Ladwig, Jari, Lahti, Sven J, van der Lee, Penelope A, Lind, Tian, Liu, Lindsay, Matteson, Evelin, Mihailov, Michael B, Miller, Camelia C, Minica, Ilja M, Nolte, Dennis, Mook-Kanamori, Peter J, van der Most, Christopher, Oldmeadow, Yong, Qian, Olli, Raitakari, Rajesh, Rawal, Anu, Realo, Rico, Rueedi, Börge, Schmidt, Albert V, Smith, Evie, Stergiakouli, Toshiko, Tanaka, Kent, Taylor, Gudmar, Thorleifsson, Juho, Wedenoja, Juergen, Wellmann, Harm-Jan, Westra, Sara M, Willems, Wei, Zhao, Najaf, Amin, Andrew, Bakshi, Sven, Bergmann, Gyda, Bjornsdottir, Patricia A, Boyle, Samantha, Cherney, Simon R, Cox, Gail, Davies, Oliver S P, Davis, Jun, Ding, Nese, Direk, Peter, Eibich, Rebecca T, Emeny, Ghazaleh, Fatemifar, Jessica D, Faul, Luigi, Ferrucci, Andreas J, Forstner, Christian, Gieger, Richa, Gupta, Tamara B, Harris, Juliette M, Harris, Elizabeth G, Holliday, Jouke-Jan, Hottenga, Philip L De, Jager, Marika A, Kaakinen, Eero, Kajantie, Ville, Karhunen, Ivana, Kolcic, Meena, Kumari, Lenore J, Launer, Lude, Franke, Ruifang, Li-Gao, David C, Liewald, Marisa, Koini, Anu, Loukola, Pedro, Marques-Vidal, Grant W, Montgomery, Miriam A, Mosing, Lavinia, Paternoster, Alison, Pattie, Katja E, Petrovic, Laura, Pulkki-Råback, Lydia, Quaye, Katri, Räikkönen, Igor, Rudan, Rodney J, Scott, Jennifer A, Smith, Angelina R, Sutin, Maciej, Trzaskowski, Anna E, Vinkhuyzen, Lei, Yu, Delilah, Zabaneh, John R, Attia, David A, Bennett, Klaus, Berger, Lars, Bertram, Dorret I, Boomsma, Harold, Snieder, Shun-Chiao, Chang, Francesco, Cucca, Ian J, Deary, Cornelia M, van Duijn, Johan G, Eriksson, Ute, Bültmann, Eco J C, de Geus, Patrick J F, Groenen, Vilmundur, Gudnason, Torben, Hansen, Catharine A, Hartman, Claire M A, Haworth, Caroline, Hayward, Andrew C, Heath, David A, Hinds, Elina, Hyppönen, William G, Iacono, Marjo-Riitta, Järvelin, Karl-Heinz, Jöckel, Jaakko, Kaprio, Sharon L R, Kardia, Liisa, Keltikangas-Järvinen, Peter, Kraft, Laura D, Kubzansky, Terho, Lehtimäki, Patrik K E, Magnusson, Nicholas G, Martin, Matt, McGue, Andres, Metspalu, Melinda, Mills, Renée, de Mutsert, Albertine J, Oldehinkel, Gerard, Pasterkamp, Nancy L, Pedersen, Robert, Plomin, Ozren, Polasek, Christine, Power, Stephen S, Rich, Frits R, Rosendaal, Hester M, den Ruijter, David, Schlessinger, Helena, Schmidt, Rauli, Svento, Reinhold, Schmidt, Behrooz Z, Alizadeh, Thorkild I A, Sørensen, Tim D, Spector, John M, Starr, Kari, Stefansson, Andrew, Steptoe, Antonio, Terracciano, Unnur, Thorsteinsdottir, A Roy, Thurik, Nicholas J, Timpson, Henning, Tiemeier, André G, Uitterlinden, Peter, Vollenweider, Gert G, Wagner, David R, Weir, Jian, Yang, Dalton C, Conley, George Davey, Smith, Albert, Hofman, Magnus, Johannesson, David I, Laibson, Sarah E, Medland, Michelle N, Meyer, Joseph K, Pickrell, Tõnu, Esko, Robert F, Krueger, Jonathan P, Beauchamp, Philipp D, Koellinger, Daniel J, Benjamin, Meike, Bartels, and David, Cesarini

Subjects
Journal Article, Medizin, Genetics, Article
Abstract

We conducted genome-wide association studies of three phenotypes: subjective well-being (N = 298,420), depressive symptoms (N = 161,460), and neuroticism (N = 170,910). We identified three variants associated with subjective well-being, two with depressive symptoms, and eleven with neuroticism, including two inversion polymorphisms. The two depressive symptoms loci replicate in an independent depression sample. Joint analyses that exploit the high genetic correlations between the phenotypes (|ρ̂| ≈ 0.8) strengthen the overall credibility of the findings, and allow us to identify additional variants. Across our phenotypes, loci regulating expression in central nervous system and adrenal/pancreas tissues are strongly enriched for association.

Published
2016

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

Author

K. Petrovic, Massimo Mangino, Daniele Cusi, Ozren Polasek, Rodney J. Scott, Yong Qian, Aysu Okbay, Jari Lahti, Bjarni Gunnarsson, George McMahon, Elizabeth G. Holliday, Thomas Meitinger, Frank J. A. van Rooij, Mika Kähönen, Martin Kroh, Ian J. Deary, Neil Pendleton, Pamela A. F. Madden, David J. Porteous, Lambertus A. Kiemeney, Sven Oskarsson, Edith Hofer, Robert F. Krueger, Olga Rostapshova, Georg Homuth, Paolo Gasparini, Aldo Rustichini, Sarah E. Medland, Christian Gieger, Veronique Vitart, Nicholas J. Timpson, George Dedoussis, Joseph K. Pickrell, Christopher Oldmeadow, Aldi T. Kraja, Johan G. Eriksson, Lydia Quaye, William G. Iacono, Danielle Posthuma, George Davey Smith, Karl-Oskar Lindgren, David C. Liewald, Pim van der Harst, Börge Schmidt, Christine Power, Francesco P. Cappuccio, Francesco Cucca, Simona Vaccargiu, Joyce Y. Tung, Aarno Palotie, Natalia Pervjakova, Jonas Bacelis, Jouke-Jan Hottenga, Helena Schmidt, Kari Stefansson, Tamara B. Harris, Momoko Horikoshi, Lude Franke, Wolfgang Hoffmann, Ingrid B. Borecki, William E R Ollier, Johannes Waage, Andreas J. Forstner, Caroline Hayward, Penelope A. Lind, Patricia A. Boyle, Kadri Kaasik, Jian Yang, Gerardus A. Meddens, Antti Latvala, John Attia, Pascal Timshel, Vilmundur Gudnason, Maël Lebreton, Valur Emilsson, James F. Wilson, Jonathan Marten, Ute Bültmann, Erika Salvi, Olli T. Raitakari, Peter M. Visscher, Niek Verweij, Elisabeth Steinhagen-Thiessen, Cristina Venturini, Lili Milani, Tessel E. Galesloot, Kevin Thom, Klaus Berger, Paul Lichtenstein, Tian Liu, Philipp Koellinger, Riccardo E. Marioni, Marjo-Riitta Järvelin, Clemens Baumbach, Unnur Thorsteinsdottir, Magnus Johannesson, Susan M. Ring, David A. Bennett, Anu Loukola, Hans-Jörgen Grabe, Jan A. Staessen, Igor Rudan, Ginevra Biino, Nicholas G. Martin, Jingyun Yang, Anna A. E. Vinkhuyzen, Katri Räikkönen, Zhihong Zhu, Gudmar Thorleifsson, Mary F. Feitosa, Ivana Kolcic, Alexander Teumer, Jaakko Kaprio, David Schlessinger, Katharina E. Schraut, Konstantin Strauch, Ilja Demuth, Albert V. Smith, Juergen Wellmann, Jennifer E. Huffman, Panos Deloukas, Mario Pirastu, Reedik Mägi, Maria Pina Concas, Jaime Derringer, Patrick J. F. Groenen, Henry Völzke, Wei Zhao, Abdel Abdellaoui, Andres Metspalu, Nicholas A. Furlotte, Christopher P. Nelson, Barbara Franke, Steven F. Lehrer, Patrick Turley, Tõnu Esko, Jun Ding, Pedro Marques-Vidal, S. Fleur W. Meddens, Zoltán Kutalik, Gonneke Willemsen, Andrew C. Heath, Michelle N. Meyer, James J. Lee, Roy Thurik, Antonietta Robino, Henning Tiemeier, Grant W. Montgomery, C. deLeeuw, Astanand Jugessur, Antti-Pekka Sarin, Veikko Salomaa, Dalton Conley, Tim D. Spector, Sebastian E. Baumeister, Gyda Bjornsdottir, Lavinia Paternoster, Tune H. Pers, Jacob Gratten, Martin D. Tobin, Daniel J. Benjamin, Douglas F. Levinson, Stavroula Kanoni, Elina Hyppönen, David R. Weir, Peter J. van der Most, Terho Lehtimäki, David A. Hinds, Pablo V. Gejman, Uwe Völker, Cornelia M. van Duijn, Karl-Heinz Jöckel, Bjarni V. Halldorsson, Markus Perola, Nicola Pirastu, Klaus Bønnelykke, Robert Karlsson, David Cesarini, Michael A. Province, Jianxin Shi, Najaf Amin, Dale R. Nyholt, Lenore J. Launer, Nilesh J. Samani, Sven J. van der Lee, Dorret I. Boomsma, Harry Campbell, Peter Vollenweider, Liisa Keltigangas-Jarvinen, David Laibson, Ronald de Vlaming, Lynne J. Hocking, Christopher F. Chabris, Blair H. Smith, Gail Davies, Niina Eklund, Ioanna P. Kalafati, Bo Jacobsson, Sheila Ulivi, Alan F. Wright, Sarah E. Harris, Mark Alan Fontana, Diego Vozzi, Tomi Mäki-Opas, Albert Hofman, Hans Bisgaard, Andrew Bakshi, Marika Kaakinen, Johannes H. Brandsma, Christa Meisinger, Ilaria Gandin, Tarunveer S. Ahluwalia, Jennifer A. Smith, Beate St Pourcain, Rico Rueedi, Lewin Eisele, Michael B. Miller, Brenda W.J.H. Penninx, Alan R. Sanders, Thorkild I. A. Sørensen, André G. Uitterlinden, Cornelius A. Rietveld, Peter Lichtner, Dragana Vuckovic, Giorgia Girotto, Behrooz Z. Alizadeh, Reinhold Schmidt, Raymond A. Poot, Judith M. Vonk, Antony Payton, Wouter J. Peyrot, Augustine Kong, Y. Milaneschi, Jessica D. Faul, Patrik K. E. Magnusson, Antonio Terracciano, David M. Evans, Sharon L.R. Kardia, Peter K. Joshi, Michael A. Horan, Matt McGue, Richa Gupta, Jonathan P. Beauchamp, Peter Eibich, Erin B. Ware, Lars Bertram, Philip L. De Jager, Nancy L. Pedersen, Ronny Myhre, Guo-Bo Chen, Harm-Jan Westra, Jan-Emmanuel De Neve, Evelin Mihailov, Leanne M. Hall, Seppo Koskinen, Rush University Medical Center [Chicago], Department of Epidemiology [Rotterdam], Erasmus University Medical Center [Rotterdam] (Erasmus MC), Helmholtz-Zentrum München (HZM), University of Queensland [Brisbane], Erasmus University Rotterdam, Universidad de Navarra [Pamplona] (UNAV), National Institute for Health and Welfare [Helsinki], Institute for Molecular Medicine Finland [Helsinki] (FIMM), Helsinki Institute of Life Science (HiLIFE), Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Consiglio Nazionale delle Ricerche (CNR), Montpellier Research in Management (MRM), Université Paul-Valéry - Montpellier 3 (UPVM)-Université de Perpignan Via Domitia (UPVD)-Groupe Sup de Co Montpellier (GSCM) - Montpellier Business School-Université de Montpellier (UM), University of Bristol [Bristol], Queensland Institute of Medical Research, Massachusetts General Hospital [Boston], Medical University Graz, Institut des Sciences Moléculaires (ISM), Université Montesquieu - Bordeaux 4-Université Sciences et Technologies - Bordeaux 1-École Nationale Supérieure de Chimie et de Physique de Bordeaux (ENSCPB)-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS), King‘s College London, Tampere University Hospital, University of Turku, AP-HP Hôpital universitaire Robert-Debré [Paris], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), University of Edinburgh, Charité - UniversitätsMedizin = Charité - University Hospital [Berlin], Imperial College London, Reykjavík University, Donders Institute for Brain, Cognition and Behaviour, Radboud university [Nijmegen], Karolinska Institutet [Stockholm], Department of Health Sciences [Leicester], University of Leicester, Broad Institute of MIT and Harvard (BROAD INSTITUTE), Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston], Department of Medical Epidemiology and Biostatistics (MEB), Dpt of Pharmacology and Personalised Medicine [Maastricht], Maastricht University [Maastricht], Florida State University [Tallahassee] (FSU), IT University of Copenhagen, University of Helsinki-University of Helsinki, Université Montpellier 1 (UM1)-Groupe Sup de Co Montpellier (GSCM) - Montpellier Business School-Université Paul-Valéry - Montpellier 3 (UPVM)-Université de Montpellier (UM)-Université Montpellier 2 - Sciences et Techniques (UM2)-Université de Perpignan Via Domitia (UPVD), Centre National de la Recherche Scientifique (CNRS)-École Nationale Supérieure de Chimie et de Physique de Bordeaux (ENSCPB)-Université Sciences et Technologies - Bordeaux 1-Université Montesquieu - Bordeaux 4-Institut de Chimie du CNRS (INC), Faculteit Economie en Bedrijfskunde, Microeconomics (ASE, FEB), LifeLines Cohort Study, Alizadeh, BZ., de Boer, RA., Boezen, HM., Bruinenberg, M., Franke, L., van der Harst, P., Hillege, HL., van der Klauw, MM., Navis, G., Ormel, J., Postma, DS., Rosmalen, JG., Slaets, JP., Snieder, H., Stolk, RP., Wolffenbuttel, BH., Wijmenga, C., Applied Economics, Cell biology, Epidemiology, Erasmus MC other, Econometrics, Child and Adolescent Psychiatry / Psychology, Psychiatry, Internal Medicine, EMGO+ - Mental Health, Complex Trait Genetics, Biological Psychology, Functional Genomics, Economics, Amsterdam Neuroscience - Complex Trait Genetics, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Public Health Research (PHR), Cardiovascular Centre (CVC), Life Course Epidemiology (LCE), Stem Cell Aging Leukemia and Lymphoma (SALL), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Okbay, Aysu, Beauchamp, Jonathan P., Fontana, Mark Alan, Lee, James J., Pers, Tune H., Rietveld, Cornelius A., Turley, Patrick, Chen, Guo Bo, Emilsson, Valur, Meddens, S. Fleur W., Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, De Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jona, Baumbach, Clemen, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, MARIA PINA, Derringer, Jaime, Furlotte, Nicholas A., Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Kong, Augustine, Lahti, Jari, Van Der Lee, Sven J., Deleeuw, Christiaan, Lind, Penelope A., Lindgren, Karl Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Van Der Most, Peter J., Oldmeadow, Christopher, Payton, Antony, Pervjakova, Natalia, Peyrot, Wouter J., Qian, Yong, Raitakari, Olli, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., St Pourcain, Beate, Teumer, Alexander, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Westra, Harm Jan, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klau, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan Emmanuel, Deloukas, Pano, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Holliday, Elizabeth G., Heath, Andrew C., Hocking, Lynne J., Homuth, Georg, Horan, Michael A., Hottenga, Jouke Jan, De Jager, Philip L., Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika A., Kähönen, Mika, Kanoni, Stavroula, Keltigangas Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Kutalik, Zoltan, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki Opas, Tomi, Marioni, Riccardo E., Marques Vidal, Pedro, Meddens, Gerardus A., Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, Milaneschi, Yusplitri, Milani, Lili, Montgomery, Grant W., Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Porteous, David J., Raïkkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, Van Rooij, Frank J. A., Venturini, Cristina, Vinkhuyzen, Anna A. E., Völker, Uwe, Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johanne, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klau, Bertram, Lar, Bisgaard, Han, Boomsma, Dorret I., Borecki, Ingrid B., Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Van Duijn, Cornelia M., Eriksson, Johan G., Franke, Barbara, Franke, Lude, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Van Der Harst, Pim, Hayward, Caroline, Hinds, David A., Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo Riitta, Jöckel, Karl Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehtimäki, Terho, Lehrer, Steven F., Magnusson, Patrik K. E., Martin, Nicholas G., Mcgue, Matt, Metspalu, Andre, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Marku, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, Sørensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Tung, Joyce Y., Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Davey Smith, George, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Yang, Jian, Johannesson, Magnu, Visscher, Peter M., Esko, Toñu, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., EMGO - Mental health, IOO, Human genetics, Beauchamp, Jonathan P, Lee, James JJ, Hypponen, Elina, and Benjamin, Daniel J

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), Candidate gene, Bipolar Disorder, Medizin, Genome-wide association study, Genome-wide association studies, 0302 clinical medicine, Cognition, Alzheimer Disease, Brain, Computational Biology, Fetus, Gene Expression Regulation, Gene-Environment Interaction, Great Britain, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, Educational Status, Genome-Wide Association Study, Medicine (all), Multidisciplinary, Fetu, tau, Gene–environment interaction, Soziales und Gesundheit, Genetics, [QFIN]Quantitative Finance [q-fin], HERITABILITY, General Commentary, Alzheimer's disease, Biobank, Phenotype, Multidisciplinary Sciences, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], educational attainment, Behavioural genetics, Science & Technology - Other Topics, Bildungsniveau, TRAITS, Human, General Science & Technology, Kultursektor, SNP, ta3111, Polymorphism, Single Nucleotide, Learning and memory, Alzheimer Disease/genetics, Bipolar Disorder/genetics, Brain/metabolism, Fetus/metabolism, Gene Expression Regulation/genetics, Polymorphism, Single Nucleotide/genetics, Schizophrenia/genetics, 03 medical and health sciences, ACHIEVEMENT, MD Multidisciplinary, Non-Profit-Sektor, QH426, Science & Technology, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], tauopathies, Data Science, gene, education, school, Heritability, Educational Statu, Educational attainment, United Kingdom, 030104 developmental biology, IQ, Genetische Forschung, Psychiatric disorders, Bildung, 030217 neurology & neurosurgery, LifeLines Cohort Study, Neuroscience
Abstract

Contains fulltext : 167137.pdf (Publisher’s version ) (Closed access) 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
Full Text
View/download PDF

11. Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses

Author

Sharon L.R. Kardia, Melinda Mills, Ian J. Deary, Sven Bergmann, Magnus Johannesson, Igor Rudan, Nicholas J. Timpson, Richa Gupta, Hester M. den Ruijter, Rico Rueedi, Lars Bertram, Juliette Harris, Jennifer A. Smith, Eero Kajantie, Jian Yang, David C. Liewald, Ronald de Vlaming, Anu Realo, Jessica D. Faul, Patrik K. E. Magnusson, Jadwiga Buchwald, Philip L. De Jager, Rajesh Rawal, Marisa Koini, K. Petrovic, Unnur Thorsteinsdottir, Pedro Marques-Vidal, Roy Thurik, Evie Stergiakouli, Ivana Kolcic, William G. Iacono, Laura D. Kubzansky, Jaakko Kaprio, Behrooz Z. Alizadeh, Samantha Cherney, Reinhold Schmidt, Vilmundur Gudnason, Nicholas A. Furlotte, Nicholas G. Martin, Delilah Zabaneh, Rebecca T. Emeny, Eco J. C. de Geus, Klaus Berger, Lude Franke, Sven J. van der Lee, S. Fleur W. Meddens, Bart M. L. Baselmans, Dalton Conley, Jouke-Jan Hottenga, David A. Bennett, Saskia Haitjema, Jun Ding, Elina Hyppönen, Kari Stefansson, Henning Tiemeier, Grant W. Montgomery, Michelle N. Meyer, James J. Lee, Aysu Okbay, Lei Yu, Gyda Bjornsdottir, Marie Henrike Geisel, Albertine J. Oldehinkel, Liisa Keltikangas-Järvinen, George Davey Smith, Harold Snieder, Juho Wedenoja, Frits R. Rosendaal, Michel G. Nivard, Simon R. Cox, Christine Power, Dorret I. Boomsma, Börge Schmidt, David A. Hinds, Philipp Koellinger, Harm-Jan Westra, Terho Lehtimäki, Alison Pattie, Jan-Emmanuel De Neve, Torben Hansen, John M. Starr, Albert V. Smith, Antonio Terracciano, Juergen Wellmann, Albert Hofman, Katri Räikkönen, Patrick Turley, Andrew Steptoe, Jimmy Z. Liu, Evelin Mihailov, Jari Lahti, Marika Kaakinen, David R. Weir, Cornelia M. van Duijn, Maciej Trzaskowski, David Cesarini, Najaf Amin, Lydia Quaye, Sara M. Willems, Ghazaleh Fatemifar, Christopher Oldmeadow, Ville Karhunen, Alana Cavadino, Juan R. González, Caroline Hayward, Penelope A. Lind, Tamara B. Harris, Jaime Derringer, Camelia C. Minică, Jacob Gratten, Patrick J. F. Groenen, Ozren Polasek, Anu Loukola, Peter Vollenweider, Christian Gieger, Rodney J. Scott, Lindsay K. Matteson, Meike Bartels, Andrew Bakshi, David Laibson, Andrew C. Heath, Daniel J. Benjamin, Stephen S. Rich, Claire M. A. Haworth, C.A. Hartman, Angelina R. Sutin, Tian Liu, Johan G. Eriksson, Robert Plomin, Francesco Cucca, John Attia, Tarunveer S. Ahluwalia, Andreas J. Forstner, Gudmar Thorleifsson, Rauli Svento, Ute Bültmann, Olli T. Raitakari, Karl-Heinz Jöckel, Mark Alan Fontana, Oliver S. P. Davis, Yong Qian, Anna A. E. Vinkhuyzen, Wei Zhao, Elizabeth G. Holliday, Andres Metspalu, Alexis C. Frazier-Wood, Meena Kumari, Nese Direk, Miriam A. Mosing, Ilja M. Nolte, Sander W. van der Laan, Matt McGue, Tim D. Spector, Marjo-Riitta Järvelin, Peter Eibich, Nancy L. Pedersen, David Schlessinger, Toshiko Tanaka, Dennis O. Mook-Kanamori, Luigi Ferrucci, Gerard Pasterkamp, Jonathan P. Beauchamp, Robert Karlsson, Lenore J. Launer, Helena Schmidt, Renée de Mutsert, Gert G. Wagner, Peter Kraft, Joseph K. Pickrell, Thorkild I. A. Sørensen, André G. Uitterlinden, Patricia A. Boyle, Cornelius A. Rietveld, Robert F. Krueger, Karl-Heinz Ladwig, Michael B. Miller, Sarah E. Medland, Tõnu Esko, Kent D. Taylor, Lavinia Paternoster, Peter J. van der Most, Richard Karlsson Linnér, Laura Pulkki-Råback, Gail Davies, Victoria Garfield, Shun-Chiao Chang, Ruifang Li-Gao, Applied Economics, Pathology, Epidemiology, Public Health, Child and Adolescent Psychiatry / Psychology, Psychiatry, Internal Medicine, Ophthalmology, Social Science Genetic Association Consortium (SSGAC), CHARGE Consortium, Okbay, Aysu, Baselmans, Bart ML, De Neve, Jan-Emmanuel, Turley, Patrick, Hyppönen, Elina, Cesarini, David, EMGO+ - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Complex Trait Genetics, Biological Psychology, Functional Genomics, Economics, Amsterdam Neuroscience - Complex Trait Genetics, Queensland Institute of Medical Research, Massachusetts General Hospital [Boston], University of Queensland [Brisbane], Center for Research in Environmental Epidemiology (CREAL), Universitat Pompeu Fabra [Barcelona] (UPF)-Catalunya ministerio de salud, Universitat Pompeu Fabra [Barcelona] (UPF), CIBER de Epidemiología y Salud Pública (CIBERESP), Institut des Sciences Moléculaires (ISM), Centre National de la Recherche Scientifique (CNRS)-École Nationale Supérieure de Chimie et de Physique de Bordeaux (ENSCPB)-Université Sciences et Technologies - Bordeaux 1-Université Montesquieu - Bordeaux 4-Institut de Chimie du CNRS (INC), Tampere University Hospital, University of Turku, King‘s College London, University of Helsinki, AP-HP Hôpital universitaire Robert-Debré [Paris], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), Université de Lausanne (UNIL), Birmingham City University (BCU), Helmholtz-Zentrum München (HZM), Department of Epidemiology and Public Health, University College of London [London] (UCL), Donders Institute for Brain, Cognition and Behaviour, Radboud university [Nijmegen], University of Edinburgh, Florida State University [Tallahassee] (FSU), Wuhan University [China], Rush University Medical Center [Chicago], Department of Epidemiology [Rotterdam], Erasmus University Medical Center [Rotterdam] (Erasmus MC), Erasmus University Rotterdam, National Institute for Health and Welfare [Helsinki], Department of Medical Epidemiology and Biostatistics (MEB), Karolinska Institutet [Stockholm], Dpt of Pharmacology and Personalised Medicine [Maastricht], Maastricht University [Maastricht], Montpellier Research in Management (MRM), Université Montpellier 1 (UM1)-Groupe Sup de Co Montpellier (GSCM) - Montpellier Business School-Université Paul-Valéry - Montpellier 3 (UPVM)-Université de Montpellier (UM)-Université Montpellier 2 - Sciences et Techniques (UM2)-Université de Perpignan Via Domitia (UPVD), Université Montesquieu - Bordeaux 4-Université Sciences et Technologies - Bordeaux 1-École Nationale Supérieure de Chimie et de Physique de Bordeaux (ENSCPB)-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS), Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Université Paul-Valéry - Montpellier 3 (UPVM)-Université de Perpignan Via Domitia (UPVD)-Groupe Sup de Co Montpellier (GSCM) - Montpellier Business School-Université de Montpellier (UM), Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Public Health Research (PHR), Sociology/ICS, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Stem Cell Aging Leukemia and Lymphoma (SALL), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), and LifeLines Cohort Study

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), Medizin, Genome-wide association study, Disease, Genome-wide association studies, DISEASE, 0302 clinical medicine, well-being, neuroticism, Anxiety Disorders/genetics, Bayes Theorem, Depression/genetics, Genome-Wide Association Study, Humans, Phenotype, Polymorphism, Single Nucleotide, Genetics & Heredity, RISK, Genetics, PERSONALITY, [QFIN]Quantitative Finance [q-fin], Depression, HERITABILITY, COMMON VARIANTS, 11 Medical And Health Sciences, Anxiety Disorders, Neuroticism, depression, Behavioural genetics, Life Sciences & Biomedicine, Biology, personality, genetic, epidemiology, ta3111, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, RESOURCE, Journal Article, Human height, Subjective well-being, behavioural genetics, METAANALYSIS, Genetic association, HAPPINESS, Science & Technology, MAJOR DEPRESSION, 06 Biological Sciences, Heritability, 030104 developmental biology, genome-wide association studies, HUMAN HEIGHT, 030217 neurology & neurosurgery, LifeLines Cohort Study, Developmental Biology, genome-wide analysis
Abstract

Very few genetic variants have been associated with depression and neuroticism, likely because of limitations on sample size in previous studies. Subjective well-being, a phenotype that is genetically correlated with both of these traits, has not yet been studied with genome-wide data. We conducted genome-wide association studies of three phenotypes: subjective well-being (n = 298,420), depressive symptoms (n = 161,460), and neuroticism (n = 170,911). We identify 3 variants associated with subjective well-being, 2 variants associated with depressive symptoms, and 11 variants associated with neuroticism, including 2 inversion polymorphisms. The two loci associated with depressive symptoms replicate in an independent depression sample. Joint analyses that exploit the high genetic correlations between the phenotypes (vertical bar(p) over cap vertical bar approximate to 0.8) strengthen the overall credibility of the findings and allow us to identify additional variants. Across our phenotypes, loci regulating expression in central nervous system and adrenal or pancreas tissues are strongly enriched for association.

Published
2016

12. Genome-wide analysis identifies 12 loci influencing human reproductive behavior

Author

Ozren Polasek, Bo Jacobsson, Eleonora Porcu, Vinicius Tragante, Joel Eriksson, Jie Yao, Mika Kähönen, Mark Alan Fontana, Stefania Cappellani, J. Viikari, Rick Jansen, Crysovalanto Mamasoula, Linda Broer, Tamara B. Harris, Ellen A. Nohr, Genevieve Lachance, Johan G. Eriksson, Nicholas Eriksson, Rico Rueedi, Francesco Cucca, Jaakko Kaprio, Nicholas J. Timpson, George Dedoussis, Matt McGue, Per Magnus, Klaus Berger, Olli T. Raitakari, Cornelia M. van Duijn, Brenda W.J.H. Penninx, Jing Hua Zhao, Peter Eibich, Sheila Ulivi, Hugoline G. de Haan, Ronny Myhre, Ruth McQuillan, Florian Kronenberg, Markus Perola, Klaus Bønnelykke, Robert Karlsson, Martina La Bianca, Paul Mitchell, Ian J. Deary, Melinda Mills, Teresa Nutile, Patrick J. F. Groenen, Stacey A. Missmer, Nicholas G. Martin, Panos Deloukas, Mario Pirastu, Lindsay K. Matteson, Robert Luben, Veikko Salomaa, Renée de Mutsert, Chris Power, Nir Barzilai, Annette Kifley, Hamdi Mbarek, Denis A. Evans, Erica P. Gunderson, Tim D. Spector, Anke Tönjes, Michela Traglia, Claire Monnereau, Karin Halina Greiser, Sharon L.R. Kardia, John M. Starr, Peter K. Joshi, Sandra Lai, Doris Stöckl, James J. Lee, Heather J. Cordell, Andrew Bakshi, Nicholas J. Wareham, David C. Liewald, P Koponen, Paul M. Ridker, Joyce Y. Tung, Ilaria Gandin, Kauko Heikkilä, Johannes Haerting, Gonneke Willemsen, Janet W. Rich-Edwards, Andrew C. Heath, Astanand Jugessur, John L. Hopper, Stefan Kiechl, Henry Völzke, Daniela Ruggiero, John R. B. Perry, Dan Mellström, Simon R. Cox, Yasaman Saba, Magnus Johannesson, Ginevra Biino, David Schlessinger, Kirsi Auro, Dennis O. Mook-Kanamori, Christa Meisinger, Igor Rudan, Audrey J. Gaskins, Lars Bertram, Roy Thurik, Laura M. Yerges-Armstrong, Caterina Barbieri, Katri Räikkönen, Lawrence F. Bielak, Aviv Bergman, Philipp Koellinger, Ronald de Vlaming, Tian Liu, Johannes W. A. Smit, Peter Kovacs, Vincent W. V. Jaddoe, Jennifer A. Smith, Sven Bergmann, Inga Prokopenko, Xiuqing Guo, Marina Ciullo, Krina T. Zondervan, Marcel den Hoed, Daniel J. Benjamin, Kathryn Roll, Alan F. Wright, Helena Schmidt, William G. Iacono, Jie Jin Wang, Harold Snieder, Juho Wedenoja, Tarunveer S. Ahluwalia, David R. Weir, Ken K. Ong, Daniela Toniolo, Ruifang Li-Gao, Evelin Mihailov, Edith Hofer, Leslie J. Raffel, Daniel I. Chasman, Alexander Kluttig, Bernard Keavney, Eco J. C. de Geus, Kathleen A. Ryan, Kristin L. Ayers, Lude Franke, S. Fleur W. Meddens, Alison Pattie, Jornt J. Mandemakers, Eva Albrecht, David Cesarini, Beverley Balkau, Grant W. Montgomery, Michael Stumvoll, Ahmad Vaez, Michael B. Miller, Najaf Amin, Gyda Bjornsdottir, Cecile Lecoeur, Enes Makalic, Marc Jan Bonder, Terho Lehtimäki, Albert Hofman, Loic Yengo, Lynda M. Rose, Lisette Stolk, Juergen Wellmann, Gail Davies, Eero Kajantie, Nicole Schupf, Hans Bisgaard, Unnur Thorsteinsdottir, Konstantin Strauch, Ivana Kolcic, Lili Milani, Chunyan He, Claes Ohlsson, Yongmei Liu, Gil Atzmon, Janine F. Felix, Christian Gieger, Mike A. Nalls, Riitta Luoto, Nicola Barban, Philippe Froguel, Daniel F. Schmidt, Dorret I. Boomsma, Harry Campbell, Xia Shen, Vasiliki Lagou, Danny Ben-Avraham, Veronique Vitart, Ioanna P. Kalafati, Kari Stefansson, Daria V. Zhernakova, Constance Turman, Julie E. Buring, Johannes Waage, James F. Wilson, Maria Pina Concas, Zoltán Kutalik, Peter Willeit, Jørn Olsen, Dan Rujescu, Caroline Hayward, Penelope A. Lind, George McMahon, Elizabeth G. Holliday, Ilja M. Nolte, Fahimeh Falahi, Minh Bui, Gudmar Thorleifsson, Patrick F. McArdle, Cinzia Sala, Alana Cavadino, Rossella Sorice, Wei Zhao, Andres Metspalu, Sander W. van der Laan, Stavroula Kanoni, Elina Hyppönen, Morris A. Swertz, Simona Vaccargiu, Felix C. Tropf, Michael Lucht, Susan M. Ring, Elizabeth A. Streeten, Reinhold Schmidt, Augustine Kong, Johann Willeit, Patricia A. Peyser, Jessica D. Faul, Patrik K. E. Magnusson, Tõnu Esko, Antonietta Robino, Lavinia Paternoster, Peter J. van der Most, Kumar B. Rajan, George Davey-Smith, Dragana Vuckovic, Hans J. Grabe, Jari Lahti, Giorgia Girotto, Jorge E. Chavarro, Robert F. Krueger, Hongyan Huang, Georg Homuth, Paolo Gasparini, Sarah E. Medland, Gert G. Wagner, Peter Kraft, André G. Uitterlinden, Cornelius A. Rietveld, Howard Andrews, Cecilia M. Lindgren, Peter Vollenweider, Perry, John [0000-0001-6483-3771], Zhao, Jing Hua [0000-0003-4930-3582], Luben, Robert [0000-0002-5088-6343], Ong, Kenneth [0000-0003-4689-7530], Wareham, Nicholas [0000-0003-1422-2993], Apollo - University of Cambridge Repository, BARBAN N, Rick Jansen, Ronald de Vlaming, Ahmad Vaez, Jornt J Mandemaker, Felix C Tropf, Xia Shen, James F Wilson, Daniel I Chasman, Ilja M Nolte, Vinicius Tragante, Sander W van der Laan, John R B Perry, Augustine Kong, BIOS Consortium, Tarunveer S Ahluwalia, Eva Albrecht, Laura Yerges-Armstrong, Gil Atzmon, Kirsi Auro, Kristin Ayer, Andrew Bakshi, Danny Ben-Avraham, Klaus Berger, Aviv Bergman, Lars Bertram, Lawrence F Bielak, Gyda Bjornsdottir, Marc Jan Bonder, Linda Broer, Minh Bui, Caterina Barbieri, Alana Cavadino, Jorge E Chavarro, Constance Turman, Maria Pina Conca, Heather J Cordell, Gail Davie, Peter Eibich, Nicholas Eriksson, Tõnu Esko, Joel Eriksson, Fahimeh Falahi, Janine F Felix, Mark Alan Fontana, Lude Franke, Ilaria Gandin, Audrey J Gaskin, Christian Gieger, Erica P Gunderson, Xiuqing Guo, Caroline Hayward, Chunyan He, Edith Hofer, Hongyan Huang, Peter K Joshi, Stavroula Kanoni, Robert Karlsson, Stefan Kiechl, Annette Kifley, Alexander Kluttig, Peter Kraft, Vasiliki Lagou, Cecile Lecoeur, Jari Lahti, Ruifang Li-Gao, Penelope A Lind, Tian Liu, Enes Makalic, Crysovalanto Mamasoula, Lindsay Matteson, Hamdi Mbarek, Patrick F McArdle, George McMahon, S Fleur W Medden, Evelin Mihailov, Mike Miller, Stacey A Missmer, Claire Monnereau, Peter J van der Most, Ronny Myhre, Mike A Nall, Teresa Nutile, Ioanna Panagiota Kalafati, Eleonora Porcu, Inga Prokopenko, Kumar B Rajan, Janet Rich-Edward, Cornelius A Rietveld, Antonietta Robino, Lynda M Rose, Rico Rueedi, Kathleen A Ryan, Yasaman Saba, Daniel Schmidt, Jennifer A Smith, Lisette Stolk, Elizabeth Streeten, Anke Tönje, Gudmar Thorleifsson, Sheila Ulivi, Juho Wedenoja, Juergen Wellmann, Peter Willeit, Jie Yao, Loic Yengo, Jing Hua Zhao, Wei Zhao, Daria V Zhernakova, Najaf Amin, Howard Andrew, Beverley Balkau, Nir Barzilai, Sven Bergmann, Ginevra Biino, Hans Bisgaard, Klaus Bønnelykke, Dorret I Boomsma, Julie E Buring, Harry Campbell, Stefania Cappellani, Marina Ciullo, Simon R Cox, Francesco Cucca, Daniela Toniolo, George Davey-Smith, Ian J Deary, George Dedoussi, Panos Delouka, Cornelia M van Duijn, Eco J C de Geu, Johan G Eriksson, Denis A Evan, Jessica D Faul, Cinzia Felicita Sala, Philippe Froguel, Paolo Gasparini, Giorgia Girotto, Hans-Jörgen Grabe, Karin Halina Greiser, Patrick J F Groenen, Hugoline G de Haan, Johannes Haerting, Tamara B Harri, Andrew C Heath, Kauko Heikkilä, Albert Hofman, Georg Homuth, Elizabeth G Holliday, John Hopper, Elina Hyppönen, Bo Jacobsson, Vincent W V Jaddoe, Magnus Johannesson, Astanand Jugessur, Mika Kähönen, Eero Kajantie, Sharon L R Kardia, Bernard Keavney, Ivana Kolcic, Päivikki Koponen, Peter Kovac, Florian Kronenberg, Zoltan Kutalik, Martina La Bianca, Genevieve Lachance, William G Iacono, Sandra Lai, Terho Lehtimäki, David C Liewald, LifeLines Cohort Study, Cecilia M Lindgren, Yongmei Liu, Robert Luben, Michael Lucht, Riitta Luoto, Per Magnu, Patrik K E Magnusson, Nicholas G Martin, Matt McGue, Ruth McQuillan, Sarah E Medland, Christa Meisinger, Dan Mellström, Andres Metspalu, Michela Traglia, Lili Milani, Paul Mitchell, Grant W Montgomery, Dennis Mook-Kanamori, Renée de Mutsert, Ellen A Nohr, Claes Ohlsson, Jørn Olsen, Ken K Ong, Lavinia Paternoster, Alison Pattie, Brenda W J H Penninx, Markus Perola, Patricia A Peyser, Mario Pirastu, Ozren Polasek, Chris Power, Jaakko Kaprio, Leslie J Raffel, Katri Räikkönen, Olli Raitakari, Paul M Ridker, Susan M Ring, Kathryn Roll, Igor Rudan, Daniela Ruggiero, Dan Rujescu, Veikko Salomaa, David Schlessinger, Helena Schmidt, Reinhold Schmidt, Nicole Schupf, Johannes Smit, Rossella Sorice, Tim D Spector, John M Starr, Doris Stöckl, Konstantin Strauch, Michael Stumvoll, Morris A Swertz, Unnur Thorsteinsdottir, A Roy Thurik, Nicholas J Timpson, Joyce Y Tung, André G Uitterlinden, Simona Vaccargiu, Jorma Viikari, Veronique Vitart, Henry Völzke, Peter Vollenweider, Dragana Vuckovic, Johannes Waage, Gert G Wagner, Jie Jin Wang, Nicholas J Wareham, David R Weir, Gonneke Willemsen, Johann Willeit, Alan F Wright, Krina T Zondervan, Kari Stefansson, Robert F Krueger, James J Lee, Daniel J Benjamin, David Cesarini, Philipp D Koellinger, Marcel den Hoed, Harold Snieder & Melinda C Mills, Barban, N, Jansen, R, de Vlaming, R, Vaez, A, Mandemakers, Jj, Tropf, Fc, Shen, X, Wilson, Jf, Chasman, Di, Nolte, Im, Tragante, V, van der Laan, Sw, Perry, Jr, Kong, A, Ahluwalia, T, Albrecht, E, Yerges Armstrong, L, Atzmon, G, Auro, K, Ayers, K, Bakshi, A, Ben Avraham, D, Berger, K, Bergman, A, Bertram, L, Bielak, Lf, Bjornsdottir, G, Bonder, Mj, Broer, L, Bui, M, Barbieri, CATERINA MARIA, Cavadino, A, Chavarro, Je, Turman, C, Concas, MARIA PINA, Cordell, Hj, Davies, G, Eibich, P, Eriksson, N, Esko, T, Eriksson, J, Falahi, F, Felix, Jf, Fontana, Ma, Franke, L, Gandin, Ilaria, Gaskins, Aj, Gieger, C, Gunderson, Ep, Guo, X, Hayward, C, He, C, Hofer, E, Huang, H, Joshi, Pk, Kanoni, S, Karlsson, R, Kiechl, S, Kifley, A, Kluttig, A, Kraft, P, Lagou, V, Lecoeur, C, Lahti, J, Li Gao, R, Lind, Pa, Liu, T, Makalic, E, Mamasoula, C, Matteson, L, Mbarek, H, Mcardle, Pf, Mcmahon, G, Meddens, Sf, Mihailov, E, Miller, M, Missmer, Sa, Monnereau, C, van der Most, Pj, Myhre, R, Nalls, Ma, Nutile, T, Kalafati, Ip, Porcu, E, Prokopenko, I, Rajan, Kb, Rich Edwards, J, Rietveld, Ca, Robino, Antonietta, Rose, Lm, Rueedi, R, Ryan, Ka, Saba, Y, Schmidt, D, Smith, Ja, Stolk, L, Streeten, E, Tönjes, A, Thorleifsson, G, Ulivi, Sheila, Wedenoja, J, Wellmann, J, Willeit, P, Yao, J, Yengo, L, Zhao, Jh, Zhao, W, Zhernakova, Dv, Amin, N, Andrews, H, Balkau, B, Barzilai, N, Bergmann, S, Biino, G, Bisgaard, H, Bønnelykke, K, Boomsma, Di, Buring, Je, Campbell, H, Cappellani, Stefania, Ciullo, M, Cox, Sr, Cucca, F, Toniolo, D, Davey Smith, G, Deary, Ij, Dedoussis, G, Deloukas, P, van Duijn, Cm, de Geus, Ej, Eriksson, Jg, Evans, Da, Faul, Jd, Sala, Cf, Froguel, P, Gasparini, Paolo, Girotto, Giorgia, Grabe, Hj, Greiser, Kh, Groenen, Pj, de Haan, Hg, Haerting, J, Harris, Tb, Heath, Ac, Heikkilä, K, Hofman, A, Homuth, G, Holliday, Eg, Hopper, J, Hyppönen, E, Jacobsson, B, Jaddoe, Vw, Johannesson, M, Jugessur, A, Kähönen, M, Kajantie, E, Kardia, Sl, Keavney, B, Kolcic, I, Koponen, P, Kovacs, P, Kronenberg, F, Kutalik, Z, LA BIANCA, Martina, Lachance, G, Iacono, Wg, Lai, S, Lehtimäki, T, Liewald, Dc, Lindgren, Cm, Liu, Y, Luben, R, Lucht, M, Luoto, R, Magnus, P, Magnusson, Pk, Martin, Ng, Mcgue, M, Mcquillan, R, Medland, Se, Meisinger, C, Mellström, D, Metspalu, A, Traglia, Michela, Milani, L, Mitchell, P, Montgomery, Gw, Mook Kanamori, D, de Mutsert, R, Nohr, Ea, Ohlsson, C, Olsen, J, Ong, Kk, Paternoster, L, Pattie, A, Penninx, Bw, Perola, M, Peyser, Pa, Pirastu, M, Polasek, O, Power, C, Kaprio, J, Raffel, Lj, Räikkönen, K, Raitakari, O, Ridker, Pm, Ring, Sm, Roll, K, Rudan, I, Ruggiero, D, Rujescu, D, Salomaa, V, Schlessinger, D, Schmidt, H, Schmidt, R, Schupf, N, Smit, J, Sorice, R, Spector, Td, Starr, Jm, Stöckl, D, Strauch, K, Stumvoll, M, Swertz, Ma, Thorsteinsdottir, U, Thurik, Ar, Timpson, Nj, Tung, Jy, Uitterlinden, Ag, Vaccargiu, S, Viikari, J, Vitart, V, Völzke, H, Vollenweider, P, Vuckovic, Dragana, Waage, J, Wagner, Gg, Wang, Jj, Wareham, Nj, Weir, Dr, Willemsen, G, Willeit, J, Wright, Af, Zondervan, Kt, Stefansson, K, Krueger, Rf, Lee, Jj, Benjamin, Dj, Cesarini, D, Koellinger, Pd, den Hoed, M, Snieder, H, Mills, Mc, Sociology/ICS, Life Course Epidemiology (LCE), Isotope Research, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Barban, Nicola, Jansen, Rick, De Vlaming, Ronald, Vaez, Ahmad, Hyppönen, Elina, Mills, Melinda C, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, EMGO - Mental health, Applied Economics, Public Health, Internal Medicine, Erasmus MC other, Epidemiology, Econometrics, Pediatrics, EMGO+ - Lifestyle, Overweight and Diabetes, Complex Trait Genetics, and Biological Psychology

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), PROTEIN, WASS, Genome-wide association study, Reproductive Behavior, MOUSE, Genome-wide association studies, GWAS, reproductive behavior, fertility, 0302 clinical medicine, G1 PHASE, Pregnancy, Genetics & Heredity, Genetics, HUMAN-DISEASES, Reproduction, Human Reproduction, 11 Medical And Health Sciences, ASSOCIATION, Genome-Wide, POLYCYSTIC-OVARY-SYNDROME, Sociologie van Consumptie en Huishoudens, Parity, Phenotype, Behavioural genetics, Medical genetics, Female, BIOS Consortium, FOS: Medical biotechnology, Life Sciences & Biomedicine, Maternal Age, Infertility, medicine.medical_specialty, GENE PRIORITIZATION, Quantitative Trait Loci, Sociology of Consumption and Households, Quantitative trait locus, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, AGE, QUALITY-CONTROL, medicine, Journal Article, Life Science, SNP, Humans, gene, reproductive, behaviour, Science & Technology, ta1184, 06 Biological Sciences, medicine.disease, Genetic architecture, human reproductive behavior, 030104 developmental biology, Fertility, Human genome, Birth Order, 030217 neurology & neurosurgery, LifeLines Cohort Study, Developmental Biology, genome-wide analysis, Genome-Wide Association Study
Abstract

Barban N, Jansen R, de Vlaming R, Vaez A, Mandemakers JJ, Tropf FC, Shen X, Wilson JF, Chasman DI, Nolte IM, Tragante V, van der Laan SW, Perry JR, Kong A; BIOS Consortium, Ahluwalia TS, Albrecht E, Yerges-Armstrong L, Atzmon G, Auro K, Ayers K, Bakshi A, Ben-Avraham D, Berger K, Bergman A, Bertram L, Bielak LF, Bjornsdottir G, Bonder MJ, Broer L, Bui M, Barbieri C, Cavadino A, Chavarro JE, Turman C, Concas MP, Cordell HJ, Davies G, Eibich P, Eriksson N, Esko T, Eriksson J, Falahi F, Felix JF, Fontana MA, Franke L, Gandin I, Gaskins AJ, Gieger C, Gunderson EP, Guo X, Hayward C, He C, Hofer E, Huang H, Joshi PK, Kanoni S, Karlsson R, Kiechl S, Kifley A, Kluttig A, Kraft P, Lagou V, Lecoeur C, Lahti J, Li-Gao R, Lind PA, Liu T, Makalic E, Mamasoula C, Matteson L, Mbarek H, McArdle PF, McMahon G, Meddens SF, Mihailov E, Miller M, Missmer SA, Monnereau C, van der Most PJ, Myhre R, Nalls MA, Nutile T, Kalafati IP, Porcu E, Prokopenko I, Rajan KB, Rich-Edwards J, Rietveld CA, Robino A, Rose LM, Rueedi R, Ryan KA, Saba Y, Schmidt D, Smith JA, Stolk L, Streeten E, Tönjes A, Thorleifsson G, Ulivi S, Wedenoja J, Wellmann J, Willeit P, Yao J, Yengo L, Zhao JH, Zhao W, Zhernakova DV, Amin N, Andrews H, Balkau B, Barzilai N, Bergmann S, Biino G, Bisgaard H, Bønnelykke K, Boomsma DI, Buring JE, Campbell H, Cappellani S, Ciullo M, Cox SR, Cucca F, Toniolo D, Davey-Smith G, Deary IJ, Dedoussis G, Deloukas P, van Duijn CM, de Geus EJ, Eriksson JG, Evans DA, Faul JD, Sala CF, Froguel P, Gasparini P, Girotto G, Grabe HJ, Greiser KH, Groenen PJ, de Haan HG, Haerting J, Harris TB, Heath AC, Heikkilä K, Hofman A, Homuth G, Holliday EG, Hopper J, Hyppönen E, Jacobsson B, Jaddoe VW, Johannesson M, Jugessur A, Kähönen M, Kajantie E, Kardia SL, Keavney B, Kolcic I, Koponen P, Kovacs P, Kronenberg F, Kutalik Z, La Bianca M, Lachance G, Iacono WG, Lai S, Lehtimäki T, Liewald DC; LifeLines Cohort Study, Lindgren CM, Liu Y, Luben R, Lucht M, Luoto R, Magnus P, Magnusson PK, Martin NG, McGue M, McQuillan R, Medland SE, Meisinger C, Mellström D, Metspalu A, Traglia M, Milani L, Mitchell P, Montgomery GW, Mook-Kanamori D, de Mutsert R, Nohr EA, Ohlsson C, Olsen J, Ong KK, Paternoster L, Pattie A, Penninx BW, Perola M, Peyser PA, Pirastu M, Polasek O, Power C, Kaprio J, Raffel LJ, Räikkönen K, Raitakari O, Ridker PM, Ring SM, Roll K, Rudan I, Ruggiero D, Rujescu D, Salomaa V, Schlessinger D, Schmidt H, Schmidt R, Schupf N, Smit J, Sorice R, Spector TD, Starr JM, Stöckl D, Strauch K, Stumvoll M, Swertz MA, Thorsteinsdottir U, Thurik AR, Timpson NJ, Tung JY, Uitterlinden AG, Vaccargiu S, Viikari J, Vitart V, Völzke H, Vollenweider P, Vuckovic D, Waage J, Wagner GG, Wang JJ, Wareham NJ, Weir DR, Willemsen G, Willeit J, Wright AF, Zondervan KT, Stefansson K, Krueger RF, Lee JJ, Benjamin DJ, Cesarini D, Koellinger PD, den Hoed M, Snieder H, Mills MC.

Published
2016

13. Correction: Corrigendum: Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses

Author

Nicholas A. Furlotte, S. Fleur W. Meddens, Ronald de Vlaming, Anu Realo, Bart M. L. Baselmans, Patrick Turley, Jacob Gratten, Jan-Emmanuel De Neve, Melinda Mills, Alexis C. Frazier-Wood, Marie Henrike Geisel, Peter J. van der Most, Richard Karlsson Linnér, Saskia Haitjema, Tian Liu, Yong Qian, Juan R. González, Ilja M. Nolte, Sven J. van der Lee, Harm-Jan Westra, Jaime Derringer, Mark Alan Fontana, Behrooz Z. Alizadeh, Jimmy Z. Liu, Meena Kumari, Evelin Mihailov, Tarunveer S. Ahluwalia, Jadwiga Buchwald, Alana Cavadino, Penelope A. Lind, Aysu Okbay, Christopher Oldmeadow, Harold Snieder, Michael B. Miller, Albertine J. Oldehinkel, Sander W. van der Laan, Camelia C. Minică, Michel G. Nivard, Dennis O. Mook-Kanamori, Victoria Garfield, Karl-Heinz Ladwig, Lindsay K. Matteson, James J. Lee, Ute Bültmann, Olli T. Raitakari, Robert Karlsson, Lude Franke, Rajesh Rawal, Cornelius A. Rietveld, and Jari Lahti

Subjects
0301 basic medicine, medicine.medical_specialty, Public health, Genetic variants, Biology, Neuroticism, Genome, 03 medical and health sciences, 030104 developmental biology, Genetics, medicine, Subjective well-being, Depressive symptoms, Clinical psychology
Abstract

In the version of this article initially published, one of the affiliations listed for author Maciej Trzaskowski, to the Department of Public Health, Faculty of Medicine, University of Split, Split, Croatia, was included in error. The correct affiliation for this author is the Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. The error has been corrected in the HTML and PDF versions of the article.

Published
2016

14. Overcoming Attenuation Bias in Regressions using Polygenic Indices: A Comparison of Approaches

Author

Titus Galama, Hans van Kippersluis, Pietro Biroli, Cornelius A. Rietveld, Rita Pereira, Stephanie von Hinke, Dilnoza Muslimova, and S. Fleur W. Meddens

Subjects
Mean squared error, Sample size determination, Instrumental variable, Ordinary least squares, Statistics, Predictive power, Heritability, Regression, Statistical power, Mathematics
Abstract

Measurement error in polygenic indices (PGIs) attenuates the estimation of their effects in regression models. While this measurement error shrinks with growing Genome-wide Association Study (GWAS) sample sizes, the marginal returns to bigger sample sizes are rapidly decreasing. We analyze and compare two alternative approaches to reduce measurement error: Obviously Related Instrumental Variables (ORIV) and the PGI Repository Correction (PGI-RC). Through simulations, we show that both approaches outperform the typical (meta-analysis based) PGI in terms of bias and root mean squared error. Between families, the PGI-RC performs slightly better than ORIV, unless the prediction sample is very small (N < 1, 000), or when there is considerable assortative mating. Within families, ORIV is the default choice since the PGI-RC is not available in this setting. We verify the empirical validity of the simulations by predicting educational attainment (EA) and height in a sample of siblings from the UK Biobank. We show that applying ORIV between families increases the standardized effect of the PGI by 12% (height) and by 22% (EA) compared to a meta-analysis-based PGI, yet remains slightly below the PGI-RC estimates. Furthermore, within-family ORIV regression provides the tightest lower bound for the direct genetic effect, increasing the lower bound for the direct genetic effect on EA from 0.14 to 0.18, and for height from 0.54 to 0.61 compared to a meta-analysis-based PGI.

Full Text
View/download PDF

Catalog

Books, media, physical & digital resources
See catalog results