@article {11021, title = {Genetic Fortune: Winning or Losing Education, Income, and Health}, number = {TI 2020-053/V}, year = {2020}, institution = {Tinbergen Institute}, address = {Amsterdam}, abstract = {We study the effects of genetic endowments on inequalities in education, income, and health. Specifically, we conduct the first genome-wide association study (GWAS) of individual income, using data from individuals of European ancestries. We find that ≈10\% of the variance in occupational wages can be attributed to genetic similarities between individuals who are only very distantly related to each other. Our GWAS (N = 282,963) identifies 45 approximately independent genetic loci for occupational wages, each with a tiny effect size (R 2<0.04\%). An aggregated genetic score constructed from these GWAS results accounts for ≈1\% of the variance in self-reported income in two independent samples (N = 29,440) and improves upon the variance captured by a genetic score obtained from previous GWAS results for educational attainment. A one-standard-deviation increase in our genetic score for occupational wages is associated with a 6{\textendash}8\% increase in self-reported hourly wages. We exploit random genetic differences between ~35,000 biological siblings to show that (i) roughly half of the covariance between our genetic score and socioeconomic outcomes is causal, (ii) genetic luck for higher income is linked with better health outcomes in late adulthood, and (iii) having a college degree partly mediates this relationship. We also demonstrate that the returns to schooling remain substantial even after controlling for genetic confounds, with an average of 8{\textendash}11\% higher hourly wages for each additional year of education obtained in a US sample. Thus, the implications of genetic endowments are malleable, for example, via policies targeting education.}, keywords = {Education, Genetics, health, heritability, Income, Inequality, polygenic score}, url = {https://papers.tinbergen.nl/20053.pdf}, author = {Kweon, Hyeokmoon and Burik, Casper and Richard Karlsson Linn{\'e}r and de Vlaming, Ronald and Okbay, Aysu and Martschenko, Daphne and Harden, Kathryn and DiPrete, Thomas and Philipp D Koellinger} } @article {8618, title = {Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses.}, journal = {Nat Genet}, volume = {48}, year = {2016}, month = {2016 06}, pages = {624-33}, 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 (|ρ^| ≈ 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.

}, keywords = {Anxiety Disorders, Bayes Theorem, depression, Genome-Wide Association Study, Humans, Neuroticism, Phenotype, Polymorphism, Single Nucleotide}, issn = {1546-1718}, doi = {10.1038/ng.3552}, author = {Okbay, Aysu and Baselmans, Bart M L and De Neve, Jan-Emmanuel and Turley, Patrick and Nivard, Michel G and Mark Alan Fontana and Meddens, S Fleur W and Richard Karlsson Linn{\'e}r and Cornelius A Rietveld and Derringer, Jaime and Gratten, Jacob and Lee, James J and Liu, Jimmy Z and de Vlaming, Ronald and Ahluwalia, Tarunveer S and Buchwald, Jadwiga and Cavadino, Alana and Frazier-Wood, Alexis C and Furlotte, Nicholas A and Garfield, Victoria and Geisel, Marie Henrike and Gonzalez, Juan R and Haitjema, Saskia and Karlsson, Robert and van der Laan, Sander W and Ladwig, Karl-Heinz and J. Lahti and Sven J van der Lee and Penelope A Lind and Tian Liu and Lindsay K Matteson and Mihailov, Evelin and Michael B Miller and Minica, Camelia C and Ilja M Nolte and Dennis O Mook-Kanamori and van der Most, Peter J and Christopher J Oldmeadow and Qian, Yong and Olli T Raitakari and Rawal, Rajesh and Realo, Anu and Rueedi, Rico and Schmidt, B{\"o}rge and Albert Vernon Smith and Stergiakouli, Evie and Toshiko Tanaka and Kent D Taylor and Wedenoja, Juho and J{\"u}rgen Wellmann and Westra, Harm-Jan and Willems, Sara M and Wei Zhao and Amin, Najaf and Bakshi, Andrew and Patricia A. Boyle and Cherney, Samantha and Cox, Simon R and Gail Davies and Davis, Oliver S P and Ding, Jun and Nese Direk and Eibich, Peter and Emeny, Rebecca T and Fatemifar, Ghazaleh and Jessica Faul and Luigi Ferrucci and Andreas J Forstner and Gieger, Christian and Gupta, Richa and Tamara B Harris and Harris, Juliette M and Holliday, Elizabeth G and Jouke-Jan Hottenga and Philip L de Jager and Marika A Kaakinen and Kajantie, Eero and Karhunen, Ville and Kolcic, Ivana and Kumari, Meena and Lenore J Launer and Lude L Franke and Li-Gao, Ruifang and Koini, Marisa and Loukola, Anu and Marques-Vidal, Pedro and Grant W Montgomery and Mosing, Miriam A and Paternoster, Lavinia and Pattie, Alison and Katja E Petrovic and Pulkki-Raback, Laura and Quaye, Lydia and Katri R{\"a}ikk{\"o}nen and Rudan, Igor and Rodney J Scott and Jennifer A Smith and Angelina R Sutin and Trzaskowski, Maciej and Anna A E Vinkhuyzen and Lei Yu and Zabaneh, Delilah and John R. Attia and David A Bennett and Klaus Berger and Bertram, Lars and Dorret I Boomsma and Snieder, Harold and Chang, Shun-Chiao and Francesco Cucca and Ian J Deary and Cornelia M van Duijn and Johan G Eriksson and B{\"u}ltmann, Ute and Eco J. C. de Geus and Groenen, Patrick J F and Gudnason, Vilmundur and Hansen, Torben and Catharina A Hartman and Haworth, Claire M A and Caroline Hayward and Andrew C Heath and Hinds, David A and Hypp{\"o}nen, Elina and Iacono, William G and J{\"a}rvelin, Marjo-Riitta and J{\"o}ckel, Karl-Heinz and Kaprio, Jaakko and Sharon L R Kardia and Keltikangas-J{\"a}rvinen, Liisa and Kraft, Peter and Laura D Kubzansky and Lehtim{\"a}ki, Terho and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and Andres Metspalu and Melinda C Mills and de Mutsert, Ren{\'e}e and Oldehinkel, Albertine J and Pasterkamp, Gerard and Nancy L Pedersen and Plomin, Robert and Polasek, Ozren and Power, Christine and Rich, Stephen S and Rosendaal, Frits R and Hester M. den Ruijter and Schlessinger, David and Schmidt, Helena and Svento, Rauli and Schmidt, Reinhold and Alizadeh, Behrooz Z and Thorkild I. A. S{\o}rensen and Timothy Spector and Andrew Steptoe and Antonio Terracciano and A. Roy Thurik and Nicholas J Timpson and Henning Tiemeier and Andr{\'e} G Uitterlinden and Vollenweider, Peter and Wagner, Gert G and David R Weir and Yang, Jian and Dalton C Conley and Hofman, Albert and Johannesson, Magnus and David I Laibson and Sarah E Medland and Meyer, Michelle N and Pickrell, Joseph K and T{\~o}nu Esko and Krueger, Robert F and Jonathan P. Beauchamp and Philipp D Koellinger and Daniel J. Benjamin and Bartels, Meike and Cesarini, David} } @article {8881, title = {Genome-wide analysis identifies 12 loci influencing human reproductive behavior.}, journal = {Nat Genet}, volume = {48}, year = {2016}, month = {2016 Dec}, pages = {1462-1472}, abstract = {

The genetic architecture of human reproductive behavior-age at first birth (AFB) and number of children ever born (NEB)-has a strong relationship with fitness, human development, infertility and risk of neuropsychiatric disorders. However, very few genetic loci have been identified, and the underlying mechanisms of AFB and NEB are poorly understood. We report a large genome-wide association study of both sexes including 251,151 individuals for AFB and 343,072 individuals for NEB. We identified 12 independent loci that are significantly associated with AFB and/or NEB in a SNP-based genome-wide association study and 4 additional loci associated in a gene-based effort. These loci harbor genes that are likely to have a role, either directly or by affecting non-local gene expression, in human reproduction and infertility, thereby increasing understanding of these complex traits.

}, issn = {1546-1718}, doi = {10.1038/ng.3698}, author = {Nicola Barban and Jansen, Rick and de Vlaming, Ronald and Vaez, Ahmad and Mandemakers, Jornt J and Felix C Tropf and Shen, Xia and James F Wilson and Daniel I Chasman and Ilja M Nolte and Tragante, Vinicius and van der Laan, Sander W and Perry, John R B and Kong, Augustine and Ahluwalia, Tarunveer S and Albrecht, Eva and Laura M Yerges-Armstrong and Atzmon, Gil and Auro, Kirsi and Kristin L. Ayers and Bakshi, Andrew and Ben-Avraham, Danny and Klaus Berger and Bergman, Aviv and Bertram, Lars and Bielak, Lawrence F and Bjornsdottir, Gyda and Bonder, Marc Jan and Broer, Linda and Bui, Minh and Barbieri, Caterina and Cavadino, Alana and Chavarro, Jorge E and Turman, Constance and Maria Pina Concas and Cordell, Heather J and Gail Davies and Eibich, Peter and Eriksson, Nicholas and T{\~o}nu Esko and Eriksson, Joel and Falahi, Fahimeh and Felix, Janine F and Mark Alan Fontana and Lude L Franke and Gandin, Ilaria and Gaskins, Audrey J and Gieger, Christian and Gunderson, Erica P and Guo, Xiuqing and Caroline Hayward and He, Chunyan and Edith Hofer and Huang, Hongyan and Joshi, Peter K and Kanoni, Stavroula and Karlsson, Robert and Kiechl, Stefan and Kifley, Annette and Kluttig, Alexander and Kraft, Peter and Lagou, Vasiliki and Lecoeur, Cecile and Lahti, Jari and Li-Gao, Ruifang and Penelope A Lind and Tian Liu and Makalic, Enes and Mamasoula, Crysovalanto and Lindsay K Matteson and Mbarek, Hamdi and McArdle, Patrick F and McMahon, George and Meddens, S Fleur W and Mihailov, Evelin and Michael B Miller and Missmer, Stacey A and Monnereau, Claire and van der Most, Peter J and Myhre, Ronny and Michael A Nalls and Nutile, Teresa and Ioanna Panagiota Kalafati and Porcu, Eleonora and Prokopenko, Inga and Rajan, Kumar B and Rich-Edwards, Janet and Cornelius A Rietveld and Robino, Antonietta and Rose, Lynda M and Rueedi, Rico and Ryan, Kathleen A and Saba, Yasaman and Schmidt, Daniel and Jennifer A Smith and Stolk, Lisette and Streeten, Elizabeth and T{\"o}njes, Anke and Thorleifsson, Gudmar and Ulivi, Sheila and Wedenoja, Juho and J{\"u}rgen Wellmann and Willeit, Peter and Yao, Jie and Yengo, Loic and Jing Hua Zhao and Wei Zhao and Zhernakova, Daria V and Amin, Najaf and Andrews, Howard and Balkau, Beverley and Barzilai, Nir and Bergmann, Sven and Biino, Ginevra and Bisgaard, Hans and B{\o}nnelykke, Klaus and Dorret I Boomsma and Buring, Julie E and Campbell, Harry and Cappellani, Stefania and Ciullo, Marina and Cox, Simon R and Francesco Cucca and Toniolo, Daniela and Davey-Smith, George and Ian J Deary and George Dedoussis and Deloukas, Panos and Cornelia M van Duijn and Eco J. C. de Geus and Johan G Eriksson and Jessica Faul and Cinzia Felicita Sala and Froguel, Philippe and Paolo P. Gasparini and Giorgia G Girotto and Hans-J{\"o}rgen Grabe and Greiser, Karin Halina and Groenen, Patrick J F and de Haan, Hugoline G and Haerting, Johannes and Tamara B Harris and Andrew C Heath and Heikkil{\"a}, Kauko and Hofman, Albert and Homuth, Georg and Holliday, Elizabeth G and John L Hopper and Hypp{\"o}nen, Elina and Jacobsson, Bo and Vincent Jaddoe and Johannesson, Magnus and Jugessur, Astanand and K{\"a}h{\"o}nen, Mika and Kajantie, Eero and Sharon L R Kardia and Keavney, Bernard and Kolcic, Ivana and Koponen, P{\"a}ivikki and Kovacs, Peter and Kronenberg, Florian and Kutalik, Zolt{\'a}n and La Bianca, Martina and Lachance, Genevieve and Iacono, William G and Lai, Sandra and Lehtim{\"a}ki, Terho and David C Liewald and Lindgren, Cecilia M and Yongmei Liu and Luben, Robert and Lucht, Michael and Luoto, Riitta and Magnus, Per and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and McQuillan, Ruth and Sarah E Medland and Meisinger, Christa and Mellstr{\"o}m, Dan and Andres Metspalu and Traglia, Michela and Lili Milani and Mitchell, Paul and Grant W Montgomery and Dennis O Mook-Kanamori and de Mutsert, Ren{\'e}e and Nohr, Ellen A and Ohlsson, Claes and Olsen, J{\o}rn and Ong, Ken K and Paternoster, Lavinia and Pattie, Alison and Brenda W J H Penninx and Markus Perola and Peyser, Patricia A and Pirastu, Mario and Polasek, Ozren and Power, Chris and Kaprio, Jaakko and Raffel, Leslie J and Katri R{\"a}ikk{\"o}nen and Olli T Raitakari and Ridker, Paul M and Ring, Susan M and Roll, Kathryn and Rudan, Igor and Ruggiero, Daniela and Rujescu, Dan and Veikko Salomaa and Schlessinger, David and Schmidt, Helena and Schmidt, Reinhold and Schupf, Nicole and Johannes H Smit and Sorice, Rossella and Timothy Spector and John M Starr and St{\"o}ckl, Doris and Strauch, Konstantin and Stumvoll, Michael and Swertz, Morris A and Thorsteinsdottir, Unnur and A. Roy Thurik and Nicholas J Timpson and Tung, Joyce Y and Andr{\'e} G Uitterlinden and Vaccargiu, Simona and Viikari, Jorma and Vitart, Veronique and V{\"o}lzke, Henry and Vollenweider, Peter and Vuckovic, Dragana and Waage, Johannes and Wagner, Gert G and Wang, Jie Jin and Wareham, Nicholas J and David R Weir and Gonneke Willemsen and Willeit, Johann and Alan F Wright and Krina T Zondervan and Stefansson, Kari and Krueger, Robert F and Lee, James J and Daniel J. Benjamin and Cesarini, David and Philipp D Koellinger and den Hoed, Marcel and Snieder, Harold and Melinda C Mills} } @article {8883, title = {Genome-wide association study identifies 74 loci associated with educational attainment.}, journal = {Nature}, volume = {533}, year = {2016}, month = {2016 05 26}, pages = {539-42}, 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.

}, keywords = {Alzheimer{\textquoteright}s disease, Bipolar Disorder, Cognitive Ability, Education, Fetus, Genome-Wide Association Study, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, United Kingdom}, issn = {1476-4687}, doi = {10.1038/nature17671}, author = {Okbay, Aysu and Jonathan P. Beauchamp and Mark Alan Fontana and Lee, James J and Pers, Tune H and Cornelius A Rietveld and Turley, Patrick and Chen, Guo-Bo and Emilsson, Valur and Meddens, S Fleur W and Oskarsson, Sven and Pickrell, Joseph K and Thom, Kevin and Pascal N Timshel and de Vlaming, Ronald and Abdel Abdellaoui and Ahluwalia, Tarunveer S and Bacelis, Jonas and Baumbach, Clemens and Bjornsdottir, Gyda and Brandsma, Johannes H and Maria Pina Concas and Derringer, Jaime and Furlotte, Nicholas A and Galesloot, Tessel E and Giorgia G Girotto and Gupta, Richa and Hall, Leanne M and Sarah E Harris and Edith Hofer and Horikoshi, Momoko and Huffman, Jennifer E and Kaasik, Kadri and Ioanna Panagiota Kalafati and Karlsson, Robert and Kong, Augustine and Lahti, Jari and Sven J van der Lee and Christiaan de Leeuw and Penelope A Lind and Lindgren, Karl-Oskar and Tian Liu and Mangino, Massimo and Marten, Jonathan and Mihailov, Evelin and Michael B Miller and van der Most, Peter J and Christopher J Oldmeadow and Payton, Antony and Pervjakova, Natalia and Wouter J Peyrot and Qian, Yong and Olli T Raitakari and Rueedi, Rico and Salvi, Erika and Schmidt, B{\"o}rge and Schraut, Katharina E and Jianxin Shi and Albert Vernon Smith and Poot, Raymond A and St Pourcain, Beate and Teumer, Alexander and Thorleifsson, Gudmar and Verweij, Niek and Vuckovic, Dragana and J{\"u}rgen Wellmann and Westra, Harm-Jan and Yang, Jingyun and Wei Zhao and Zhihong Zhu and Alizadeh, Behrooz Z and Amin, Najaf and Bakshi, Andrew and Baumeister, Sebastian E and Biino, Ginevra and B{\o}nnelykke, Klaus and Patricia A. Boyle and Campbell, Harry and Cappuccio, Francesco P and Gail Davies and De Neve, Jan-Emmanuel and Deloukas, Panos and Demuth, Ilja and Ding, Jun and Eibich, Peter and Eisele, Lewin and Eklund, Niina and Jessica Faul and Feitosa, Mary F and Andreas J Forstner and Gandin, Ilaria and Gunnarsson, Bjarni and Halld{\'o}rsson, Bjarni V and Tamara B Harris and Andrew C Heath and Lynne J Hocking and Holliday, Elizabeth G and Homuth, Georg and Horan, Michael A and Jouke-Jan Hottenga and Philip L de Jager and Joshi, Peter K and Jugessur, Astanand and Marika A Kaakinen and K{\"a}h{\"o}nen, Mika and Kanoni, Stavroula and Keltigangas-J{\"a}rvinen, Liisa and Lambertus A Kiemeney and Kolcic, Ivana and Koskinen, Seppo and Kraja, Aldi T and Kroh, Martin and Kutalik, Zolt{\'a}n and Latvala, Antti and Lenore J Launer and Lebreton, Ma{\"e}l P and Douglas F Levinson and Paul Lichtenstein and Lichtner, Peter and David C Liewald and Loukola, Anu and Pamela A F Madden and M{\"a}gi, Reedik and M{\"a}ki-Opas, Tomi and Riccardo E Marioni and Marques-Vidal, Pedro and Meddens, Gerardus A and McMahon, George and Meisinger, Christa and Meitinger, Thomas and Milaneschi, Yusplitri and Lili Milani and Grant W Montgomery and Myhre, Ronny and Nelson, Christopher P and Nyholt, Dale R and William E R Ollier and Aarno Palotie and Paternoster, Lavinia and Nancy L Pedersen and Katja E Petrovic and David J Porteous and Katri R{\"a}ikk{\"o}nen and Ring, Susan M and Robino, Antonietta and Rostapshova, Olga and Rudan, Igor and Rustichini, Aldo and Veikko Salomaa and Sanders, Alan R and Sarin, Antti-Pekka and Schmidt, Helena and Rodney J Scott and Smith, Blair H and Jennifer A Smith and Staessen, Jan A and Steinhagen-Thiessen, Elisabeth and Strauch, Konstantin and Antonio Terracciano and Tobin, Martin D and Ulivi, Sheila and Vaccargiu, Simona and Quaye, Lydia and van Rooij, Frank J A and Venturini, Cristina and Anna A E Vinkhuyzen and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Vonk, Judith M and Vozzi, Diego and Waage, Johannes and Erin B Ware and Gonneke Willemsen and John R. Attia and David A Bennett and Klaus Berger and Bertram, Lars and Bisgaard, Hans and Dorret I Boomsma and Ingrid B Borecki and B{\"u}ltmann, Ute and Chabris, Christopher F and Francesco Cucca and Cusi, Daniele and Ian J Deary and George Dedoussis and Cornelia M van Duijn and Johan G Eriksson and Franke, Barbara and Lude L Franke and Paolo P. Gasparini and Gejman, Pablo V and Gieger, Christian and Hans-J{\"o}rgen Grabe and Gratten, Jacob and Groenen, Patrick J F and Gudnason, Vilmundur and van der Harst, Pim and Caroline Hayward and Hinds, David A and Hoffmann, Wolfgang and Hypp{\"o}nen, Elina and Iacono, William G and Jacobsson, Bo and J{\"a}rvelin, Marjo-Riitta and J{\"o}ckel, Karl-Heinz and Kaprio, Jaakko and Sharon L R Kardia and Lehtim{\"a}ki, Terho and Lehrer, Steven F and Patrik K E Magnusson and Nicholas G Martin and McGue, Matt and Andres Metspalu and Pendleton, Neil and Brenda W J H Penninx and Markus Perola and Nicola Pirastu and Pirastu, Mario and Polasek, Ozren and Posthuma, Danielle and Power, Christine and Province, Michael A and Nilesh J Samani and Schlessinger, David and Schmidt, Reinhold and Thorkild I. A. S{\o}rensen and Timothy Spector and Stefansson, Kari and Thorsteinsdottir, Unnur and A. Roy Thurik and Nicholas J Timpson and Henning Tiemeier and Tung, Joyce Y and Andr{\'e} G Uitterlinden and Vitart, Veronique and Vollenweider, Peter and David R Weir and James F Wilson and Alan F Wright and Dalton C Conley and Krueger, Robert F and George Davey Smith and Hofman, Albert and David I Laibson and Sarah E Medland and Meyer, Michelle N and Yang, Jian and Johannesson, Magnus and Peter M Visscher and T{\~o}nu Esko and Philipp D Koellinger and Cesarini, David and Daniel J. Benjamin} }