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1. Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals

Author: Okbay, Aysu, Wu, Yeda, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Nehzati, Seyed Moeen, Sidorenko, Julia, Kweon, Hyeokmoon, Goldman, Grant, Gjorgjieva, Tamara, Jiang, Yunxuan, Hicks, Barry, Tian, Chao, Hinds, David A., Ahlskog, Rafael, Magnusson, Patrik K. E., Oskarsson, Sven, Hayward, Caroline, Campbell, Archie, Porteous, David J., Freese, Jeremy, Herd, Pamela, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Furlotte, Nicholas A., Huber, Karen E., Kleinman, Aaron, Litterman, Nadia K., McCreight, Jennifer C., McIntyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Fontana, Mark Alan, Pers, Tune H., Rietveld, Cornelius A., Chen, Guo-Bo, Emilsson, Valur, Meddens, S. Fleur W., Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, 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, Lahti, Jari, van der Lee, Sven J., de Leeuw, 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., Pourcain, Beate St, 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, Klaus, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, 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., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., 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, Thomas, 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., Räikkönen, 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, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, 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, 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., Martin, Nicholas G., McGue, Matt, Metspalu, Andres, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Markus, 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, Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Yang, Jian, Esko, Tõnu, Watson, Chelsea, Jala, Jonathan, Conley, Dalton, Koellinger, Philipp D., Johannesson, Magnus, Laibson, David, Meyer, Michelle N., Lee, James J., Kong, Augustine, Yengo, Loic, Cesarini, David, Turley, Patrick, Visscher, Peter M., Beauchamp, Jonathan P., Benjamin, Daniel J., Young, Alexander I., Economics, Tinbergen Institute, Amsterdam Neuroscience - Complex Trait Genetics, 23andMe Research Team [Member of the MPIB: Tian Liu], Social Science Genetic Association Consortium, Okbay, Aysu, Wu, Yeda, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Moeen Nehzati, Seyed, Sidorenko, Julia, Kweon, Hyeokmoon, Goldman, Grant, Gjorgjieva, Tamara, Jiang, Yunxuan, Hicks, Barry, Tian, Chao, Hinds, David A., Ahlskog, Rafael, Magnusson, Patrik K. E., Oskarsson, Sven, Hayward, Caroline, Campbell, Archie, Porteous, David J., Freese, Jeremy, Herd, Pamela, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Furlotte, Nicholas A., Huber, Karen E., Kleinman, Aaron, Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Fah Sathirapongsasuti, J., Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Alan Fontana, Mark, Pers, Tune H., Rietveld, Cornelius A., Chen, Guo-Bo, Emilsson, Valur, Meddens, S. Fleur W., 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, 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, Lahti, Jari, van der Lee, Sven J., de Leeuw, 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, B??rge, 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, B??nnelykke, 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, Halld??rsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika A., K??h??nen, Mika, Kanoni, Stavroula, Keltigangas-J??rvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Kutalik, Zoltan, Latvala, Antti, Launer, Lenore J., Lebreton, Ma??l P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., M??gi, Reedik, M??ki-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., R??ikk??nen, 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., V??lker, Uwe, V??lzke, 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., B??ltmann, 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-J??rgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, van der Harst, Pim, Hoffmann, Wolfgang, Hypp??nen, Elina, Iacono, William G., Jacobsson, Bo, J??rvelin, Marjo-Riitta, J??ckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehtim??ki, Terho, Lehrer, Steven F., 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, S??rensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Roy Thurik, A., Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, Andr?? 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., Yang, Jian, Esko, T??nu, Watson, Chelsea, Jala, Jonathan, Conley, Dalton, Koellinger, Philipp D., Johannesson, Magnu, Laibson, David, Meyer, Michelle N., Lee, James J., Kong, Augustine, Yengo, Loic, Cesarini, David, Turley, Patrick, Visscher, Peter M., Beauchamp, Jonathan P., Benjamin, Daniel J., Young, Alexander I., VU University medical center, Psychiatry, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Human genetics, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, APH - Mental Health, APH - Digital Health, Schmidt, Börge (Beitragende*r), Eisele, Lewin (Beitragende*r), Jöckel, Karl-Heinz (Beitragende*r), Life Course Epidemiology (LCE), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Research Institute for Asthma and COPD (GRIAC), Public Health Research (PHR), Stem Cell Aging Leukemia and Lymphoma (SALL), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Adult Psychiatry, Applied Economics, Epidemiology, Cell biology, Econometrics, Erasmus School of Economics, Child and Adolescent Psychiatry / Psychology, Internal Medicine, Department of Public Health, Institute for Molecular Medicine Finland, Department of Psychology and Logopedics, Doctoral Programme in Human Behaviour, Doctoral Programme in Cognition, Learning, Instruction and Communication, Department of Diagnostics and Therapeutics, Doctoral Programme Brain & Mind, Doctoral Programme in Population Health, HUSLAB, Research Programs Unit, Centre of Excellence in Complex Disease Genetics, Aarno Palotie / Principal Investigator, Genomics of Neurological and Neuropsychiatric Disorders, Doctoral Programme in Integrative Life Science, Doctoral Programme in Clinical Research, Department of General Practice and Primary Health Care, Johan Eriksson / Principal Investigator, Doctoral Programme in Oral Sciences, Clinicum, and Doctoral Programme in Biomedicine
Subjects: Multifactorial Inheritance, Medizin, HUMAN COMPLEX TRAITS, COHORT PROFILE, BIOBANK, GENETICS, MODELS, HEALTH, LOCI, GWAS, Polymorphism, Single Nucleotide/genetics, genome-wide-significant single-nucleotide polymorphisms (SNPs), Polymorphism, Single Nucleotide, educational attainment, Genetics, Humans, 3111 Biomedicine, ddc:610, Medical Genetics, Multifactorial Inheritance/genetics, Medicinsk genetik, Genome-Wide Association Study
Abstract: We conduct a genome-wide association study (GWAS) of educational attainment (EA) in a sample of similar to 3 million individuals and identify 3,952 approximately uncorrelated genome-wide-significant single-nucleotide polymorphisms (SNPs). A genome-wide polygenic predictor, or polygenic index (PGI), explains 12-16% of EA variance and contributes to risk prediction for ten diseases. Direct effects (i.e., controlling for parental PGIs) explain roughly half the PGI's magnitude of association with EA and other phenotypes. The correlation between mate-pair PGIs is far too large to be consistent with phenotypic assortment alone, implying additional assortment on PGI-associated factors. In an additional GWAS of dominance deviations from the additive model, we identify no genome-wide-significant SNPs, and a separate X-chromosome additive GWAS identifies 57. Karl-Oskar Lindgren ingår i gruppen Social Science Genetic Association Consortium
Published: 2022

2. Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals

Author: Okbay, Aysu, Wu, Yeda, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Nehzati, Seyed Moeen, Sidorenko, Julia, Kweon, Hyeokmoon, Goldman, Grant, Gjorgjieva, Tamara, Jiang, Yunxuan, Hicks, Barry, Tian, Chao, Hinds, David A, Ahlskog, Rafael, Magnusson, Patrik KE, Oskarsson, Sven, Hayward, Caroline, Campbell, Archie, Porteous, David J, Freese, Jeremy, Herd, Pamela, 23andMe Research Team, Social Science Genetic Association Consortium, Watson, Chelsea, Jala, Jonathan, Conley, Dalton, Koellinger, Philipp D, Johannesson, Magnus, Laibson, David, Meyer, Michelle N, Lee, James J, Kong, Augustine, Yengo, Loic, Cesarini, David, Turley, Patrick, Visscher, Peter M, Beauchamp, Jonathan P, Benjamin, Daniel J, and Young, Alexander I
Subjects: Pediatric, Multifactorial Inheritance, Human Genome, Single Nucleotide, Biological Sciences, 23andMe Research Team, Medical and Health Sciences, Social Science Genetic Association Consortium, Genetics, Humans, 2.1 Biological and endogenous factors, Polymorphism, Aetiology, Genome-Wide Association Study, Developmental Biology
Abstract: We conduct a genome-wide association study (GWAS) of educational attainment (EA) in a sample of ~3 million individuals and identify 3,952 approximately uncorrelated genome-wide-significant single-nucleotide polymorphisms (SNPs). A genome-wide polygenic predictor, or polygenic index (PGI), explains 12-16% of EA variance and contributes to risk prediction for ten diseases. Direct effects (i.e., controlling for parental PGIs) explain roughly half the PGI's magnitude of association with EA and other phenotypes. The correlation between mate-pair PGIs is far too large to be consistent with phenotypic assortment alone, implying additional assortment on PGI-associated factors. In an additional GWAS of dominance deviations from the additive model, we identify no genome-wide-significant SNPs, and a separate X-chromosome additive GWAS identifies 57.
Published: 2022

3. Computational ethics

Author: Edmond, Awad, Levine, Sydney, Anderson, Michael, Susan Leigh, Anderson, Conitzer, Vincent, Crockett, M.J., Everett, Jim A.C., Evgeniou, Theodoros, Gopnik, Alison, Jamison, Julian C., Kim, Taw Wan, Liao, S. Matthew, Meyer, Michelle N., Mikhail, John, Opoku-Agyemang, Kweku, Schaich Borg, Jana, Schroeder, Juliana, Sinott-Armstrong, Walter, Slavkovik, Marija, and Tenenbaum, Josh B.
Subjects: Judgment, Philosophy, Engineering, Neuropsychology and Physiological Psychology, ComputingMilieux_THECOMPUTINGPROFESSION, Cognitive Neuroscience, Decision Making, Humans, Experimental and Cognitive Psychology, Morals
Abstract: Technological advances are enabling roles for machines that present novel ethical challenges. The study of 'AI ethics' has emerged to confront these challenges, and connects perspectives from philosophy, computer science, law, and economics. Less represented in these interdisciplinary efforts is the perspective of cognitive science. We propose a framework – computational ethics – that specifies how the ethical challenges of AI can be partially addressed by incorporating the study of human moral decision-making. The driver of this framework is a computational version of reflective equilibrium (RE), an approach that seeks coherence between considered judgments and governing principles. The framework has two goals: (i) to inform the engineering of ethical AI systems, and (ii) to characterize human moral judgment and decision-making in computational terms. Working jointly towards these two goals will create the opportunity to integrate diverse research questions, bring together multiple academic communities, uncover new interdisciplinary research topics, and shed light on centuries-old philosophical questions. publishedVersion
Published: 2022

4. Supplemental material - A Randomized Trial of Behavioral Nudges Delivered Through Text Messages to Increase Influenza Vaccination Among Patients With an Upcoming Primary Care Visit

Author: Patel, Mitesh S., Milkman, Katherine L., Gandhi, Linnea, Graci, Heather N., Gromet, Dena, Ho, Hung, Kay, Joseph S., Lee, Timothy W., Rothschild, Jake, Akinola, Modupe, Beshears, John, Bogard, Jonathan E., Buttenheim, Alison, Chabris, Christopher, Chapman, Gretchen B., Choi, James J., Dai, Hengchen, Fox, Craig R., Goren, Amir, Hilchey, Matthew D., Hmurovic, Jillian, John, Leslie K., Karlan, Dean, Kim, Melanie, Laibson, David, Lamberton, Cait, Madrian, Brigitte C., Meyer, Michelle N., Modanu, Maria, Nam, Jimin, Rogers, Todd, Rondina, Renante, Saccardo, Silvia, Shermohammed, Maheen, Soman, Dilip, Sparks, Jehan, Warren, Caleb, Weber, Megan, Berman, Ron, Evans, Chalanda N., Lee, Seung Hyeong, Snider, Christopher K., Tsukayama, Eli, Van den Bulte, Christophe, Volpp, Kevin G., and Duckworth, Angela L.
Subjects: 111799 Public Health and Health Services not elsewhere classified, FOS: Health sciences
Abstract: Supplemental material for A Randomized Trial of Behavioral Nudges Delivered Through Text Messages to Increase Influenza Vaccination Among Patients With an Upcoming Primary Care Visit by Mitesh Patel, Katherine L. Milkman, Linnea Gandhi, Heather N. Graci, Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Jake Rothschild, Modupe Akinola, John Beshears, Jonathan E. Bogard, Alison Buttenheim, Christopher Chabris, Gretchen B. Chapman, James J. Choi, Hengchen Dai, Craig R. Fox, Amir Goren, Matthew D. Hilchey, Jillian Hmurovic, Leslie K. John, Dean Karlan, Melanie Kim, David Laibson, Cait Lamberton, Brigitte C. Madrian, Michelle N. Meyer, Maria Modanu, Jimin Nam, Todd Rogers, Renante Rondina, Silvia Saccardo, Maheen Shermohammed, Dilip Soman, Jehan Sparks, Caleb Warren, Megan Weber, Ron Berman, Chalanda N. Evans, Seung Hyeong Lee, Christopher K. Snider, Eli Tsukayama, Christophe Van den Bulte, Kevin G. Volpp, and Angela L. Duckworth in American Journal of Health Promotion
Published: 2022
Full Text: View/download PDF

5. Resource profile and user guide of the Polygenic Index Repository

Author: Becker, Joel, Burik, Casper AP, Goldman, Grant, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Belsky, Daniel W, Karlsson Linnér, Richard, Ahlskog, Rafael, Kleinman, Aaron, Hinds, David A, 23andMe Research Group, Caspi, Avshalom, Corcoran, David L, Moffitt, Terrie E, Poulton, Richie, Sugden, Karen, Williams, Benjamin S, Harris, Kathleen Mullan, Steptoe, Andrew, Ajnakina, Olesya, Milani, Lili, Esko, Tõnu, Iacono, William G, McGue, Matt, Magnusson, Patrik KE, Mallard, Travis T, Harden, K Paige, Tucker-Drob, Elliot M, Herd, Pamela, Freese, Jeremy, Young, Alexander, Beauchamp, Jonathan P, Koellinger, Philipp D, Oskarsson, Sven, Johannesson, Magnus, Visscher, Peter M, Meyer, Michelle N, Laibson, David, Cesarini, David, Benjamin, Daniel J, Turley, Patrick, and Okbay, Aysu
Subjects: Data Analysis, Multifactorial Inheritance, Repository, Single Nucleotide, Polygenic index, Databases, Measurement error, Genetic, Polygenic score, Humans, Polymorphism, Aetiology, 2.6 Resources and infrastructure (aetiology), 23andMe Research Group, Genome-Wide Association Study
Abstract: Polygenic indexes (PGIs) are DNA-based predictors. Their value for research in many scientific disciplines is growing rapidly. As a resource for researchers, we used a consistent methodology to construct PGIs for 47 phenotypes in 11 datasets. To maximize the PGIs' prediction accuracies, we constructed them using genome-wide association studies-some not previously published-from multiple data sources, including 23andMe and UK Biobank. We present a theoretical framework to help interpret analyses involving PGIs. A key insight is that a PGI can be understood as an unbiased but noisy measure of a latent variable we call the 'additive SNP factor'. Regressions in which the true regressor is this factor but the PGI is used as its proxy therefore suffer from errors-in-variables bias. We derive an estimator that corrects for the bias, illustrate the correction, and make a Python tool for implementing it publicly available.
Published: 2021

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

Author: Karlsson Linnér, Richard, Biroli, Pietro, Kong, Edward, Meddens, S. Fleur W., Wedow, Robbee, Fontana, Mark Alan, Lebreton, Maël, Tino, Stephen P., Abdellaoui, Abdel, Hammerschlag, Anke R., Nivard, Michel G., Okbay, Aysu, Rietveld, Cornelius A., Timshel, Pascal N., Trzaskowski, Maciej, Vlaming, Ronald de, Zünd, Christian L., Bao, Yanchun, Buzdugan, Laura, Caplin, Ann H., Chen, Chia-Yen, Eibich, Peter, Fontanillas, Pierre, Gonzalez, Juan R., Joshi, Peter K., Karhunen, Ville, Kleinman, Aaron, Levin, Remy Z., Lill, Christina M., Meddens, Gerardus A., Muntané, Gerard, Sanchez-Roige, Sandra, Rooij, Frank J. van, Taskesen, Erdogan, Yang, Wu, Zhang, Futao, Agee, Michelle, Alipanahi, Babak, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Furlotte, Nicholas A., Huber, Karen E., Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand, Awadalla, Philip, Battle, Alexis, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark, Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Gregory, Heijmans, Bastiaan, Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Markus, Marigorta, Urko M., Metspalu, Andres, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthias, Penninx, Brenda, Perola, Markus, Pervjakova, Natalia, Pierce, Brandon, Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli, Ring, Susan, Ripatti, Samuli, Rotzchke, Olaf, Rüeger, Sina, Saha, Ashis, Scholz, Markus, Schramm, Katharina, Seppälä, Ilkka, Stumvoll, Michael, Sullivan, Patrick, Hoen, Peter-Bram t, Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, Dongen, Jenny van, Meurs, Joyce van, Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Beauchamp, Jonathan P., Lee, James J., Pers, Tune H., Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Ahluwalia, Tarunveer S., Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, 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, Lee, Sven J. van der, de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Most, Peter J. van der, Oldmeadow, Christopher, Payton, Antony, Peyrot, Wouter J., Qian, Yong, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate St, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klaus, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, Demuth, Ilja, Ding, Jun, 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., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Jugessur, Astanand, Kaakinen, Marika A., Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, 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, Mcmahon, George, Meisinger, Christa, Meitinger, Thomas, Milaneschi, Yusplitri, 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., Räikkönen, 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, Venturini, Cristina, Vinkhuyzen, Anna A. E., Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, Borecki, Ingrid B, Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Duijn, Cornelia M. van, Eriksson, Johan G., Franke, Barbara, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Harst, Pim van der, 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., Lehrer, Steven F., Magnusson, Patrik K. E., Martin, Nicholas G., Mcgue, Matt, Pendleton, Neil, 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, Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Johannesson, Magnus, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Urs, Harris, Kathleen Mullan, Hasler, Gregor, Ikram, Mohammad A., Jain, Sonia, Kessler, Ronald C., Kooyman, Maarten, Mackillop, James, Männikkö, Minna, Morcillo-Suarez, Carlos, Mcqueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthias, White, Jon, Wit, Harriet de, Fehr, Ernst, Kumari, Meena, Laibson, David, Navarro, Arcadi, Palmer, Abraham A., Schunk, Daniel, Stein, Murray B., Svento, Rauli, Timmers, Paul R. H. J., Ursano, Robert J., Wagner, Gert G., Adult Psychiatry, APH - Mental Health, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Human genetics, Amsterdam Reproduction & Development (AR&D), APH - Digital Health, 23and Me Research Team, eQTLgen Consortium, International Cannabis Consortium, Economics, Biological Psychology, Complex Trait Genetics, APH - Methodology, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Tinbergen Institute, 23andme Research Team, Psychiatric Genomics Consortium, Social Science Genetic Association Consortium, Linner Richard Karlsson, Biroli P, Kong Edward, Meddens Fleur W., Wedow Robbee, Fontana Mark Alan, Lebreton Mael, Tino Stephen P., Abdellaoui Abdel, Hammerschlag Anke R., Nivard Michel G., Okbay Aysu, Rietveld Cornelius A., Timshel Pascal N., Trzaskowski Maciej, de Vlaming Ronald, Zund Christian L., Bao Yanchun, Buzdugan Laura, Caplin Ann H., Chen Chia-Yen, Eibich Peter, Fontanillas Pierre, Gonzalez Juan R., Joshi Peter K., Karhunen Ville, Kleinman Aaron, Levin Remy Z., Lill Christina M., Meddens Gerardus A., Muntane Gerard, Sanchez-Roige Sandra, van Rooij Frank J., Taskesen Erdogan, Wu Yang, Zhang Futao, Agee Michelle, Alipanahi Babak, Bell Robert K., Bryc Katarzyna, Elson Sarah L., Furlotte Nicholas A., Huber Karen E., Litterman Nadia K., McCreight Jennifer C., McIntyre Matthew H., Mountain Joanna L., Northover Carrie A. M., Pitts Steven J., Sathirapongsasuti J. Fah, Sazonova Olga V., Shelton Janie F., Shringarpure Suyash, Tian Chao, Tung Joyce Y., Vacic Vladimir, Wilson Catherine H., Agbessi Mawusse, Ahsan Habibul, Alves Isabel, Andiappan Anand, Awadalla Philip, Battle Alexi, Beutner Frank, Bonder Marc Jan, Boomsma Dorret I., Christiansen Mark, Claringbould Annique, Deelen Patrick, Esko Tonu, Fave Marie-Julie, Franke Lude, Frayling Timothy, Gharib Sina A., Gibson Gregory, Heijmans Bastiaan, Hemani Gibran, Jansen Rick, Kahonen Mika, Kalnapenkis Anette, Kasela Silva, Kettunen Johanne, Kim Yungil, Kirsten Holger, Kovacs Peter, Krohn Knut, Kronberg-Guzman Jaanika, Kukushkina Viktorija, Kutalik Zoltan, Lee Bernett, Lehtimaki Terho, Loeffler Marku, Marigorta Urko M., Metspalu Andre, Milani Lili, Montgomery Grant W., Mueller-Nurasyid Martina, Nauck Matthia, Penninx Brenda, Perola Marku, Pervjakova Natalia, Pierce Brandon, Powell Joseph, Prokisch Holger, Psaty Bruce M., Raitakari Olli, Ring Susan, Ripatti Samuli, Rotzchke Olaf, Rueger Sina, Saha Ashi, Scholz Marku, Schramm Katharina, Seppala Ilkka, Stumvoll Michael, Sullivan Patrick, Hoen Peter-Bramt, Teumer Alexander, Thiery Joachim, Tong Lin, Tonjes Anke, van Dongen Jenny, van Meurs Joyce, Verlouw Joost, Visscher Peter M., Voelker Uwe, Vosa Urmo, Westra Harm-Jan, Yaghootkar Hanieh, Yang Jian, Zeng Biao, Lee James J., Pers Tune H., Turley Patrick, Chen Guo-Bo, Emilsson Valur, Oskarsson Sven, Pickrell Joseph K., Thom Kevin, Timshel Pascal, Ahluwalia Tarunveer S., Bacelis Jona, Baumbach Clemen, Bjornsdottir Gyda, Brandsma Johannes H., Concas Maria Pina, Derringer Jaime, 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., Kong Augustine, Lahti Jari, van der Lee Sven J., de Leeuw 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, Peyrot Wouter J., Qian Yong, Rueedi Rico, Salvi Erika, Schmidt Boerge, Schraut Katharina E., Shi Jianxin, Smith Albert V., Poot Raymond A., St Pourcain Beate, Thorleifsson Gudmar, Verweij Niek, Vuckovic Dragana, Wellmann Juergen, Yang Jingyun, Zhao Wei, Zhu Zhihong, Alizadeh Behrooz Z., Amin Najaf, Bakshi Andrew, Baumeister Sebastian E., Biino Ginevra, Bonnelykke Klau, Boyle Patricia A., Campbell Harry, Cappuccio Francesco P., Davies Gail, De Neve Jan-Emmanuel, Deloukas Pano, Demuth Ilja, Ding Jun, Eisele Lewin, Eklund Niina, Evans David M., Faul Jessica D., Feitosa Mary F., Forstner Andreas J., Gandin Ilaria, Gunnarsson Bjarni, Halldorsson Bjarni V., Harris Tamara B., Heath Andrew C., Hocking Lynne J., Holliday Elizabeth G., Homuth Georg, Horan Michael A., Hottenga Jouke-Jan, de Jager Philip L., Jugessur Astanand, Kaakinen Marika A., Kanoni Stavroula, Keltigangas-Jarvinen Liisa, Kiemeney Lambertus A. L. M., Kolcic Ivana, Koskinen Seppo, Kraja Aldi T., Kroh Martin, Latvala Antti, Launer Lenore J., Lebreton Mael P., Levinson Douglas F., Lichtenstein Paul, Lichtner Peter, Liewald David C. M., Loukola Anu, Madden Pamela A., Magi Reedik, Maki-Opas Tomi, Marioni Riccardo E., Marques-Vidal Pedro, McMahon George, Meisinger Christa, Meitinger Thoma, Milaneschi Yusplitri, 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., Raikkonen 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, Venturini Cristina, Vinkhuyzen Anna A. E., Voelzke 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, Borecki Ingrid B., Bultmann Ute, Chabris Christopher F., Cucca Francesco, Cusi Daniele, Deary J., Dedoussis George V., van Duijn Cornelia M., Eriksson Johan G., Franke Barbara, Gasparini Paolo, Gejman Pablo V., Gieger Christian, Grabe Hans-Joergen, Gratten Jacob, Gudnason Vilmundur, van der Harst Pim, Hayward Caroline, Hinds David A., Hoffmann Wolfgang, Hypponen Elina, Iacono William G., Jacobsson Bo, Jarvelin Marjo-Riitta, Jockel Karl-Heinz, Kaprio Jaakko, Kardia Sharon L. R., Lehrer Steven F., Magnusson Patrik K. E., Martin Nicholas G., McGue Matt, Pendleton Neil, Pirastu Nicola, Pirastu Mario, Polasek Ozren, Posthuma Danielle, Power Christine, Province Michael A., Samani Nilesh J., Schlessinger David, Schmidt Reinhold, Sorensen Thorkild I. A., Spector Tim D., Stefansson Kari, Thorsteinsdottir Unnur, Thurik A. Roy, Timpson Nicholas J., Tiemeier Henning, Uitterlinden Andre G., Vitart Veronique, Vollenweider Peter, Weir David R., Wilson James F., Wright Alan F., Conley Dalton C., Krueger Robert F., Smith George Davey, Laibson David I., Medland Sarah E., Johannesson Magnu, Koellinger Philipp D., Cesarini David, Benjamin Daniel J., Auton Adam, Boardman Jason D., Clark David W., Conlin Andrew, Dolan Conor C., Fischbacher Ur, Groenen Patrick J. F., Harris Kathleen Mullan, Hasler Gregor, Hofman Albert, Ikram Mohammad A., Jain Sonia, Karlsson Robert, Kessler Ronald C., Kooyman Maarten, MacKillop Jame, Mannikko Minna, Morcillo-Suarez Carlo, McQueen Matthew B., Schmidt Klaus M., Smart Melissa C., Sutter Matthia, White Jon, de Wit Harriet, Fehr Ernst, Kumari Meena, Laibson David, Meyer Michelle N., Navarro Arcadi, Palmer Abraham A., Schunk Daniel, Stein Murray B., Svento Rauli, Timmers Paul R. H. J., Ursano Robert J., Wagner Gert G., Beauchamp Jonathan P., Karlsson Linnér, Richard, Biroli, Pietro, Kong, Edward, Meddens, S. Fleur W., Wedow, Robbee, Fontana, Mark Alan, Lebreton, Maël, Tino, Stephen P., Abdellaoui, Abdel, Hammerschlag, Anke R., Nivard, Michel G., Okbay, Aysu, Rietveld, Cornelius A., Timshel, Pascal N., Trzaskowski, Maciej, Vlaming, Ronald de, Zünd, Christian L., Bao, Yanchun, Buzdugan, Laura, Caplin, Ann H., Chen, Chia-Yen, Eibich, Peter, Fontanillas, Pierre, Gonzalez, Juan R., Joshi, Peter K., Karhunen, Ville, Kleinman, Aaron, Levin, Remy Z., Lill, Christina M., Meddens, Gerardus A., Muntané, Gerard, Sanchez-Roige, Sandra, Rooij, Frank J. van, Taskesen, Erdogan, Wu, Yang, Zhang, Futao, Agee, Michelle, Alipanahi, Babak, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Furlotte, Nicholas A., Huber, Karen E., Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand, Awadalla, Philip, Battle, Alexi, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark, Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Gregory, Heijmans, Bastiaan, Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johanne, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Marku, Marigorta, Urko M., Metspalu, Andre, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthia, Penninx, Brenda, Perola, Marku, Pervjakova, Natalia, Pierce, Brandon, Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli, Ring, Susan, Ripatti, Samuli, Rotzchke, Olaf, Rüeger, Sina, Saha, Ashi, Scholz, Marku, Schramm, Katharina, Seppälä, Ilkka, Stumvoll, Michael, Sullivan, Patrick, Hoen, Peter-Bram t, Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, Dongen, Jenny van, Meurs, Joyce van, Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Beauchamp, Jonathan P., Lee, James J., Pers, Tune H., Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Ahluwalia, Tarunveer S., Bacelis, Jona, Baumbach, Clemen, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, 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, Lee, Sven J. van der, de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Most, Peter J. van der, Oldmeadow, Christopher, Payton, Antony, Peyrot, Wouter J., Qian, Yong, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate St, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, 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, 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., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Jugessur, Astanand, Kaakinen, Marika A., Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, 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, Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, Milaneschi, Yusplitri, 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., Räikkönen, 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, Venturini, Cristina, Vinkhuyzen, Anna A. E., 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, Borecki, Ingrid B, Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Duijn, Cornelia M. van, Eriksson, Johan G., Franke, Barbara, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Harst, Pim van der, 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., Lehrer, Steven F., Magnusson, Patrik K. E., Martin, Nicholas G., Mcgue, Matt, Pendleton, Neil, 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, Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Johannesson, Magnu, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Ur, Harris, Kathleen Mullan, Hasler, Gregor, Ikram, Mohammad A., Jain, Sonia, Kessler, Ronald C., Kooyman, Maarten, Mackillop, Jame, Männikkö, Minna, Morcillo-Suarez, Carlo, Mcqueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthia, White, Jon, Wit, Harriet de, Fehr, Ernst, Kumari, Meena, Laibson, David, Navarro, Arcadi, Palmer, Abraham A., Schunk, Daniel, Stein, Murray B., Svento, Rauli, Timmers, Paul R. H. J., Ursano, Robert J., Wagner, Gert G., Applied Economics, Hematology, Epidemiology, Urology, Department of Marketing Management, Internal Medicine, Medical Informatics, Cell biology, Erasmus MC other, Molecular Genetics, Econometrics, Child and Adolescent Psychiatry / Psychology, Radiology & Nuclear Medicine, Epidemiologie, RS: CARIM - R3.02 - Hypertension and target organ damage, RS: Carim - V02 Hypertension and target organ damage, 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), Linnér, Richard Karlsson, Biroli , Pietro, Meddens, S Fleur W, and Beauchamp, Jonathan P
Subjects: Netherlands Twin Register (NTR), Male, LD, Medizin, Poison control, Genome-wide association study, DETERMINANTS, Cathie Marsh Institute, PREFERENCES, Q1, Genome-wide association studies, HV, 0302 clinical medicine, Genetics, Behavioral/methods, GWAS, Genetics & Heredity, Genetics, 0303 health sciences, PERSONALITY, Genetic Predisposition to Disease/genetics, Behavior/physiology, Polymorphism, Single Nucleotide/genetics, 3. Good health, Manchester Institute for Collaborative Research on Ageing, Meta-analysis, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], Genetic Loci/genetics, Behavioural genetics, Genome-Wide Association Study/methods, Medical genetics, Female, Life Sciences & Biomedicine, Single Nucleotide/genetics, medicine.medical_specialty, ResearchInstitutes_Networks_Beacons/MICRA, Genotype, Single-nucleotide polymorphism, Genetics, Behavioral, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, All institutes and research themes of the Radboud University Medical Center, SDG 3 - Good Health and Well-being, ddc:330, medicine, GENDER-DIFFERENCES, SNP, Humans, Genetic Predisposition to Disease, Polymorphism, behavioural genetics, Behavioral/methods, 030304 developmental biology, Genetic association, Behavior, Science & Technology, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], Data Science, Case-control study, risk tolerance, GWAS, genetic architechture, Genetic Loci, Case-Control Studies, genome-wide association studies, ResearchInstitutes_Networks_Beacons/cathie_marsh_institute, Nanomedicine Radboud Institute for Molecular Life Sciences [Radboudumc 19], 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: Humans vary substantially in their willingness to take risks. In a combined sample of over 1 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. Across all GWAS, we identified hundreds of associated loci, including 99 loci associated with general risk tolerance. We report evidence of substantial shared genetic influences across risk tolerance and the risky behaviors: 46 of the 99 general risk tolerance loci contain a lead SNP for at least one of our other GWAS, and general risk tolerance is genetically correlated ([Formula: see text] ~ 0.25 to 0.50) with a range of risky behaviors. Bioinformatics analyses imply that genes near SNPs associated with general risk tolerance are highly expressed in brain tissues and point to a role for glutamatergic and GABAergic neurotransmission. We found no evidence of enrichment for genes previously hypothesized to relate to risk tolerance. This research was carried out under the auspices of the Social Science Genetic Association Consortium. The research was also 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; the National Institute on Aging, National Institutes of Health through grants P01-AG005842, P01-AG005842-20S2, P30-AG012810, and T32-AG000186-23 to the National Bureau of Economic Research and R01-AG042568-02 to the University of Southern California; the government of Canada through Genome Canada and the Ontario Genomics Institute (OGI-152); and the Social Sciences and Humanities Research Council of Canada. We thank the International Cannabis Consortium, the eQTLgen Consortium, and the Psychiatric Genomics Consortium for sharing summary statistics from the GWAS of lifetime cannabis use, eQTL summary statistics, and summary statistics from the GWAS of ADHD, respectively. A full list of acknowledgments is provided in the Supplementary Note.
Published: 2019

7. Effect of Targeted Behavioral Science Messages on COVID-19 Vaccination Registration Among Employees of a Large Health System

Author: Santos, Henri C., Goren, Amir, Chabris, Christopher F., and Meyer, Michelle N.
Subjects: Adult, Male, COVID-19 Vaccines, Electronic Mail, Immunization Programs, Research, Health Personnel, Vaccination, Online Only, Infectious Diseases, Research Letter, Humans, Female, Behavioral Sciences
Abstract: This randomized trial evaluates whether individually addressed emails designed with behaviorally informed features increase COVID-19 vaccination rates.
Published: 2021

8. Objecting to experiments even while approving of the policies or treatments they compare

Author: Heck, Patrick R., Chabris, Christopher F., Watts, Duncan J., and Meyer, Michelle N.
Subjects: Randomization, Randomized experiment, research ethics, Applied psychology, Social Sciences, field experiments, Ethics, Research, law.invention, Random Allocation, Randomized controlled trial, law, 0502 economics and business, Humans, 050207 economics, Randomized Controlled Trials as Topic, Research ethics, Multidisciplinary, Research, 05 social sciences, Object (philosophy), Preference, Test (assessment), pragmatic trials, Psychological and Cognitive Sciences, randomized controlled trials, 050211 marketing, Psychology, A/B tests
Abstract: We resolve a controversy over two competing hypotheses about why people object to randomized experiments: 1) People unsurprisingly object to experiments only when they object to a policy or treatment the experiment contains, or 2) people can paradoxically object to experiments even when they approve of implementing either condition for everyone. Using multiple measures of preference and test criteria in five preregistered within-subjects studies with 1,955 participants, we find that people often disapprove of experiments involving randomization despite approving of the policies or treatments to be tested.
Published: 2020

9. MyCode Participants' Attitudes Towards Sensitive Research, Pennsylvania, New Jersey, 2017-2018

Author: Meyer, Michelle N.
Subjects: health attitudes, research, genetics data, health education, patients rights
Abstract: This collection includes 10 focus group transcripts conducted with participants in Geisinger Health System's MyCode Community Health Initiative, an unselected biobank. Geisinger is a large, integrated health system in central and northeast Pennsylvania. Focus groups were conducted at clinics throughout the system's catchment area. Focus group participants were asked to discuss their views of the appropriateness of using their clinical and genomic data to study several phenotypes, including social and behavioral phenotypes., The purpose of this study was to examine participants' views about the appropriateness of 31 different topics of MyCode research., The focus group began by asking participants general questions about themselves and their decision to participate in MyCode. Participants were then asked to complete some exercises that were designed to get them to think about 31 different MyCode research topics. In the exercises participants were asked which topics would be appropriate, inappropriate, or uncertain of appropriateness for research study. After participants' initial opinions on MyCode research were captured, the research team provided an educational session about genetics and human health. The participants were then asked to repeat the exercise about their opinions on the MyCode research, and any changes to their views on the appropriateness of the topics were captured. The 31 MyCode research topics included studying genetics with: heart disease; skin disease; kidney disease; cancer; dementia (like Alzheimer's); sexually transmitted disease (like herpes, HIV/AIDS, or human papillomavirus (HPV)); schizophrenia (a serious mental illness); anxiety; depression; alcoholism; drug addiction; eating disorders (like anorexia, bulimia, and compulsive overeating); sexual orientation/preference (i.e., whether someone is gay, straight, bisexual, or none of these); intelligence; education (years of schooling completed); race/ethnicity; ancestry/human origins; toxic exposures (like pesticides, mercury, lead, or solvents found in glues and paints); financial/economic stability; physical disability (like blindness, deafness, paralysis, or cerebral palsy); mental disability (like learning disabilities, Autism, obsessive-compulsive disorder (OCD)); height; weight; happiness/subjective well-being; memory; attention; fertility (number/timing of children); miscarriage; optimism; religious belief; physical activity/exercise., Datasets: DS1: MyCode Participants' Attitudes Towards Sensitive Research, Pennsylvania, New Jersey, 2017-2018, Participants in Geisinger Health System's MyCode Community Health Initiative., face-to-face interviewThis study is part of Washington University in St. Louis (WUSTL) Qualitative Data Sharing (QDS) project.ICPSR has zipped the 10 focus group transcripts into a qualitative data package. This package is available for restricted download. Please refer to the ICPSR README documentation for more information.
Published: 2021
Full Text: View/download PDF

10. MyCode Participants' Attitudes Towards Sensitive Research, Pennsylvania, New Jersey, 2017-2018

Author: Meyer, Michelle N.
Subjects: health attitudes, research, genetics data, health education, patients rights
Abstract: This collection includes 10 focus group transcripts conducted with participants in Geisinger Health System's MyCode Community Health Initiative, an unselected biobank. Geisinger is a large, integrated health system in central and northeast Pennsylvania. Focus groups were conducted at clinics throughout the system's catchment area. Focus group participants were asked to discuss their views of the appropriateness of using their clinical and genomic data to study several phenotypes, including social and behavioral phenotypes., The purpose of this study was to examine participants' views about the appropriateness of 31 different topics of MyCode research., The focus group began by asking participants general questions about themselves and their decision to participate in MyCode. Participants were then asked to complete some exercises that were designed to get them to think about 31 different MyCode research topics. In the exercises participants were asked which topics would be appropriate, inappropriate, or uncertain of appropriateness for research study. After participants' initial opinions on MyCode research were captured, the research team provided an educational session about genetics and human health. The participants were then asked to repeat the exercise about their opinions on the MyCode research, and any changes to their views on the appropriateness of the topics were captured. The 31 MyCode research topics included studying genetics with: heart disease; skin disease; kidney disease; cancer; dementia (like Alzheimer's); sexually transmitted disease (like herpes, HIV/AIDS, or human papillomavirus (HPV)); schizophrenia (a serious mental illness); anxiety; depression; alcoholism; drug addiction; eating disorders (like anorexia, bulimia, and compulsive overeating); sexual orientation/preference (i.e., whether someone is gay, straight, bisexual, or none of these); intelligence; education (years of schooling completed); race/ethnicity; ancestry/human origins; toxic exposures (like pesticides, mercury, lead, or solvents found in glues and paints); financial/economic stability; physical disability (like blindness, deafness, paralysis, or cerebral palsy); mental disability (like learning disabilities, Autism, obsessive-compulsive disorder (OCD)); height; weight; happiness/subjective well-being; memory; attention; fertility (number/timing of children); miscarriage; optimism; religious belief; physical activity/exercise., Datasets: DS1: MyCode Participants' Attitudes Towards Sensitive Research, Pennsylvania, New Jersey, 2017-2018, Participants in Geisinger Health System's MyCode Community Health Initiative., face-to-face interviewThis study is part of Washington University in St. Louis (WUSTL) Qualitative Data Sharing (QDS) project.ICPSR has zipped the 10 focus group transcripts into a qualitative data package. This package is available for restricted download. Please refer to the ICPSR README documentation for more information.
Published: 2021
Full Text: View/download PDF

11. Additional file 3 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

Author: Savatt, Juliann M., Wagner, Jennifer K., Joffe, Steven, Rahm, Alanna Kulchak, Williams, Marc S., Bradbury, Angela R., F. Daniel Davis, Hergenrather, Julie, Yirui Hu, Kelly, Melissa A., H. Lester Kirchner, Meyer, Michelle N., Mozersky, Jessica, O’Dell, Sean M., Pervola, Josie, Seeley, Andrea, Sturm, Amy C., and Buchanan, Adam H.
Abstract: Additional file 3. T1 surveys for adolescents (ages 11–17).
Published: 2020
Full Text: View/download PDF

12. Additional file 1 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

Author: Savatt, Juliann M., Wagner, Jennifer K., Joffe, Steven, Rahm, Alanna Kulchak, Williams, Marc S., Bradbury, Angela R., F. Daniel Davis, Hergenrather, Julie, Yirui Hu, Kelly, Melissa A., H. Lester Kirchner, Meyer, Michelle N., Mozersky, Jessica, O’Dell, Sean M., Pervola, Josie, Seeley, Andrea, Sturm, Amy C., and Buchanan, Adam H.
Abstract: Additional file 1. Conditions, Associated Genes, and Typical Onset.
Published: 2020
Full Text: View/download PDF

13. Additional file 2 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

Author: Savatt, Juliann M., Wagner, Jennifer K., Joffe, Steven, Rahm, Alanna Kulchak, Williams, Marc S., Bradbury, Angela R., F. Daniel Davis, Hergenrather, Julie, Yirui Hu, Kelly, Melissa A., H. Lester Kirchner, Meyer, Michelle N., Mozersky, Jessica, O’Dell, Sean M., Pervola, Josie, Seeley, Andrea, Sturm, Amy C., and Buchanan, Adam H.
Abstract: Additional file 2. T1 surveys for parents of minors (ages 0–17).
Published: 2020
Full Text: View/download PDF

14. Additional file 5 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

Author: Savatt, Juliann M., Wagner, Jennifer K., Joffe, Steven, Rahm, Alanna Kulchak, Williams, Marc S., Bradbury, Angela R., F. Daniel Davis, Hergenrather, Julie, Yirui Hu, Kelly, Melissa A., H. Lester Kirchner, Meyer, Michelle N., Mozersky, Jessica, O’Dell, Sean M., Pervola, Josie, Seeley, Andrea, Sturm, Amy C., and Buchanan, Adam H.
Abstract: Additional file 5. T2 surveys for adolescents (ages 11–17).
Published: 2020
Full Text: View/download PDF

15. Additional file 7 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

Author: Savatt, Juliann M., Wagner, Jennifer K., Joffe, Steven, Rahm, Alanna Kulchak, Williams, Marc S., Bradbury, Angela R., F. Daniel Davis, Hergenrather, Julie, Yirui Hu, Kelly, Melissa A., H. Lester Kirchner, Meyer, Michelle N., Mozersky, Jessica, O’Dell, Sean M., Pervola, Josie, Seeley, Andrea, Sturm, Amy C., and Buchanan, Adam H.
Abstract: Additional file 7. Interview guide for semi-structured interviews with a subset of adolescents (ages 11–17).
Published: 2020
Full Text: View/download PDF

16. Additional file 4 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

Author: Savatt, Juliann M., Wagner, Jennifer K., Joffe, Steven, Rahm, Alanna Kulchak, Williams, Marc S., Bradbury, Angela R., F. Daniel Davis, Hergenrather, Julie, Yirui Hu, Kelly, Melissa A., H. Lester Kirchner, Meyer, Michelle N., Mozersky, Jessica, O’Dell, Sean M., Pervola, Josie, Seeley, Andrea, Sturm, Amy C., and Buchanan, Adam H.
Abstract: Additional file 4. T2 surveys for parents of minors (ages 0–17).
Published: 2020
Full Text: View/download PDF

17. Additional file 6 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

Author: Savatt, Juliann M., Wagner, Jennifer K., Joffe, Steven, Rahm, Alanna Kulchak, Williams, Marc S., Bradbury, Angela R., F. Daniel Davis, Hergenrather, Julie, Yirui Hu, Kelly, Melissa A., H. Lester Kirchner, Meyer, Michelle N., Mozersky, Jessica, O’Dell, Sean M., Pervola, Josie, Seeley, Andrea, Sturm, Amy C., and Buchanan, Adam H.
Abstract: Additional file 6. Interview guide for semi-structured interviews with a subset of parents of minors (ages 0–17).
Published: 2020
Full Text: View/download PDF

18. Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals

Author: Lee, James J., Wedow, Robbee, Okbay, Aysu, Kong, Edward, Maghzian, Omeed, Zacher, Meghan, Nguyen-Viet, Tuan Anh, Bowers, Peter, Sidorenko, Julia, Karlsson Linnér, Richard, Fontana, Mark Alan, Kundu, Tushar, Lee, Chanwook, Hui, Li, Ruoxi, Li, Royer, Rebecca, Timshel, Pascal N., Walters, Raymond K., Willoughby, Emily A., Yengo, Loïc, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Hinds, David A., Mccreight, Jennifer C., Huber, Karen E., Litterman, Nadia K., Mcintyre, Matthew H., Mountain, Joanna L., Noblin, Elizabeth S., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Vacic, Vladimir, Wilson, Catherine H., Beauchamp, Jonathan P., 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, Vlaming, Ronald de, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jonas, Baumbach, Clemens, 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., Leeuw, Christiaan de, 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, Klaus, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, 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., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., 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, LifeLines Cohort Study, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Meddens, Gerardus A., Mcmahon, George, Meisinger, Christa, Meitinger, Thomas, 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., Räikkönen, 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, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, 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, 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, Andres, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Markus, 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., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Yang, Jian, Johannesson, Magnus, Visscher, Peter M., Esko, Tõnu, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Alver, Maris, Bao, Yanchun, Clark, David W., Day, Felix R., Kemper, Kathryn E., Kleinman, Aaron, Langenberg, Claudia, Trampush, Joey W., Verma, Shefali Setia, Yang, Wu, Lam, Max, Zhao, Jing Hua, Zheng, Zhili, Boardman, Jason D., Freese, Jeremy, Harris, Kathleen Mullan, Herd, Pamela, Kumari, Meena, Lencz, Todd, Luan, Jian’An, Malhotra, Anil K., Ong, Ken K., Perry, John R. B., Ritchie, Marylyn D., Smart, Melissa C., Wareham, Nicholas J., Robinson, Matthew R., Watson, Chelsea, Lee, James J, Wedow, Robbee, Okbay, Aysu, Kong, Edward, Hyppönen, Elina, Cesarini, David, 23andMe Research Team, COGENT (Cognitive Genomics Consortium), Social Science Genetic Association Consortium, LifeLines Cohort Study, Economics, Amsterdam Neuroscience - Complex Trait Genetics, Biological Psychology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Mental Health, APH - Methodology, Complex Trait Genetics, Lee, James J., Maghzian, Omeed, Zacher, Meghan, Nguyen-Viet, Tuan Anh, Bowers, Peter, Sidorenko, Julia, Karlsson Linnér, Richard, Fontana, Mark Alan, Kundu, Tushar, Lee, Chanwook, Li, Hui, Li, Ruoxi, Royer, Rebecca, Timshel, Pascal N., Walters, Raymond K., Willoughby, Emily A., Yengo, Loïc, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Hinds, David A., Mccreight, Jennifer C., Huber, Karen E., Litterman, Nadia K., Mcintyre, Matthew H., Mountain, Joanna L., Noblin, Elizabeth S., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Vacic, Vladimir, Wilson, Catherine H., Beauchamp, Jonathan P., 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, Vlaming, Ronald de, 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., Leeuw, Christiaan de, 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., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., 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, LifeLines Cohort, Study, 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., Räikkönen, 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, Hoffmann, Wolfgang, 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., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Yang, Jian, Johannesson, Magnu, Visscher, Peter M., Esko, Tõnu, Koellinger, Philipp D., Benjamin, Daniel J., Alver, Mari, Bao, Yanchun, Clark, David W., Day, Felix R., Kemper, Kathryn E., Kleinman, Aaron, Langenberg, Claudia, Trampush, Joey W., Verma, Shefali Setia, Wu, Yang, Lam, Max, Zhao, Jing Hua, Zheng, Zhili, Boardman, Jason D., Freese, Jeremy, Harris, Kathleen Mullan, Herd, Pamela, Kumari, Meena, Lencz, Todd, Luan, Jian’An, Malhotra, Anil K., Ong, Ken K., Perry, John R. B., Ritchie, Marylyn D., Smart, Melissa C., Wareham, Nicholas J., Robinson, Matthew R., Watson, Chelsea, Faculteit Medische Wetenschappen/UMCG, Life Course Epidemiology (LCE), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Department of Health and Life Sciences, Public Health Research (PHR), Stem Cell Aging Leukemia and Lymphoma (SALL), Cardiovascular Centre (CVC), Neurology, Psychiatry, Human genetics, Amsterdam Reproduction & Development (AR&D), APH - Digital Health, Medical Oncology, Applied Economics, Day, Felix [0000-0003-3789-7651], Langenberg, Claudia [0000-0002-5017-7344], Zhao, Jing Hua [0000-0003-4930-3582], Luan, Jian'an [0000-0003-3137-6337], Ong, Kenneth [0000-0003-4689-7530], Perry, John [0000-0001-6483-3771], Wareham, Nicholas [0000-0003-1422-2993], Apollo - University of Cambridge Repository, and Cappuccio, Francesco
Subjects: 0301 basic medicine, Male, Netherlands Twin Register (NTR), Multifactorial Inheritance, genetic association, LOCI, Medizin, Genome-wide association study, INTELLIGENCE, Cohort Studies, 0302 clinical medicine, GWAS, Genetics, Aged, 80 and over, Genome, HERITABILITY, HUMAN TRAITS, Middle Aged, HUMAN BRAIN, STATISTICS, 3. Good health, Phenotype, Meta-analysis, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], educational attainment, POPULATIONS, Educational Status, Female, genome-wide-significant SNPs, SDG 4 - Quality Education, Adult, Single-nucleotide polymorphism, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, SNP, Humans, QH426, Behavioural genetics, METAANALYSIS, Aged, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], Sequence Analysis, DNA, Heritability, Educational attainment, polygenic prediction, 030104 developmental biology, Genome-Wide Association Study, MAPPING CAUSAL VARIANTS, 030217 neurology & neurosurgery
Abstract: Contains fulltext : 195595.pdf (Publisher’s version ) (Open Access) Here we conducted a large-scale genetic association analysis of educational attainment in a sample of approximately 1.1 million individuals and identify 1,271 independent genome-wide-significant SNPs. For the SNPs taken together, we found evidence of heterogeneous effects across environments. The SNPs implicate genes involved in brain-development processes and neuron-to-neuron communication. In a separate analysis of the X chromosome, we identify 10 independent genome-wide-significant SNPs and estimate a SNP heritability of around 0.3% in both men and women, consistent with partial dosage compensation. A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11-13% of the variance in educational attainment and 7-10% of the variance in cognitive performance. This prediction accuracy substantially increases the utility of polygenic scores as tools in research.
Published: 2018

19. The association between lower educational attainment and depression owing to shared genetic effects? Results in ∼25 000 subjects: Results in ~25,000 subjects

Author: Peyrot, W. J., Lee, S. H., Milaneschi, Y., Abdellaoui, A., Byrne, E. M., Esko, T., de Geus, E. J. C., Hemani, G., Hottenga, J. J., Kloiber, S., Levinson, D. F., Lucae, S., Martin, N. G., Medland, S. E., Metspalu, A., Milani, L., Noethen, M. M., Potash, J. B., Rietschel, M., Rietveld, C. A., Ripke, S., Shi, J., Willemsen, G., Zhu, Z., Boomsma, D. I., Wray, N. R., Penninx, B. W. J. H., Lewis, C. M., Hamilton, S. P., Weissman, M. M., Breen, G., Blackwood, D. H., Cichon, S., Heath, A. C., Holsboer, F., Madden, Pamela A., McGuffin, P., Muglia, P., Pergadia, M. L., Lin, D., Müller-Myhsok, B., Steinberg, S., Grabe, H. J., Lichtenstein, P., Magnusson, P., Perlis, R. H., Preisig, M., Smoller, J. W., Stefansson, K., Uher, R., Kutalik, Z., Tansey, K. E., Teumer, A., Viktorin, A., Barnes, M. R., Bettecken, T., Binder, E. B., Breuer, R., Castro, V. M., Churchill, S. E., Coryell, W. H., Craddock, N., Craig, I. W., Czamara, D., Degenhardt, F., Farmer, A. E., Fava, M., Frank, J., Gainer, V. S., Gallagher, P. J., Gordon, S. D., Goryachev, S., Gross, M., Guipponi, M., Henders, A. K., Herms, S., Hickie, I. B., Hoefels, S., Hoogendijk, W., Iosifescu, D. V., Ising, M., Jones, I., Jones, L., Jung-Ying, T., Knowles, J. A., Kohane, I. S., Kohli, M. A., Korszun, A., Landen, M., Lawson, W. B., Lewis, G., Macintyre, D., Maier, W., Mattheisen, M., McGrath, P. J., McIntosh, A., McLean, A., Middeldorp, C. M., Middleton, L., Montgomery, G. M., Murphy, S. N., Nauck, M., Nolen, W. A., Nyholt, Dale R., O'Donovan, M., Oskarsson, H., Pedersen, N., Scheftner, W. A., Schulz, A., Schulze, T. G., Shyn, S. I., Sigurdsson, E., Slager, S. L., Smit, J. H., Stefansson, H., Steffens, M., Thorgeirsson, T., Tozzi, F., Treutlein, J., Uhr, M., van den Oord, E. J., van Grootheest, G., Völzke, H., Weilburg, J. B., Zitman, F. G., Neale, B., Daly, M., Sullivan, P. F., Agrawal, Arpana, Albrecht, Eva, Z Alizadeh, Behrooz, Allik, J. ri, Amin, Najaf, Attia, John R., Bandinelli, Stefania, Barnard, John, Bastardot, Franois, e Baumeister, Sebastian, Beauchamp, Jonathan, Benjamin, Daniel J., Benke, Kelly S., Bennett, David A., Berger, Klaus, Bielak, Lawrence F., Bierut, Laura J., Boatman, Jeffrey A., Boyle, Patricia A., Bültmann, Ute, Campbell, Harry, Cesarini, David, Chabris, Christopher F., Cherkas, Lynn, Chung, Mina K., Conley, Dalton, Cucca, Francesco, Davey-Smith, George, Davies, Gail, de Andrade, Mariza, de Jager, Philip L., de Leeuw, Christiaan, de Neve, Jan-Emmanuel, Deary, Ian J., Dedoussis, George V., Deloukas, Panos, Derringer, Jaime, Dimitriou, Maria, Eiriksdottir, Gudny, Eklund, Niina, Elderson, Martin F., Eriksson, Johan G., Evans, Daniel S., Evans, David M., Faul, Jessica D., Fehrmann, Rudolf, Ferrucci, Luigi, Fischer, Krista, Franke, Lude, Garcia, Melissa E., Gieger, Christian, Gjessing, Hkon K., Groenen, Patrick J. F., Grönberg, Henrik, Gudnason, Vilmundur, Hägg, Sara, Hall, Per, Harris, Jennifer R., Harris, Juliette M., Harris, Tamara B., Hastie, Nicholas D., Hayward, Caroline, Hernandez, Dena G., Hoffmann, Wolgang, Hofman, Adriaan, Hofman, Albert, Holle, Rolf, Holliday, Elizabeth G., Holzapfel, Christina, Iacono, William G., Ibrahim-Verbaas, Carla A., Illig, Thomas, Ingelsson, Erik, Jacobsson, Bo, Järvelin, Marjo-Riitta, Jhun, Min A., Johannesson, Magnus, Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika, Kähönen, Mika, Kanoni, Stavroula, Kaprio, Jaakkko, Kardia, Sharon L. R., Karjalainen, Juha, Kirkpatrick, Robert M., Koellinger, Philipp D., Kolcic, Ivana, Kowgier, Matthew, Kristiansson, Kati, Krueger, Robert F., Kutalik, Z. ltan, Lahti, Jari, Laibson, David, Latvala, Antti, Launer, Lenore J., Lawlor, Debbie A., Lethimäki, Terho, Li, Jingmei, Lichtenstein, Paul, Lichtner, Peter K., Liewald, David C., Lin, Peng, Lind, Penelope A., Liu, Yongmei, Lohman, Kurt, Loitfelder, Marisa, Magnusson, Patrick K. E., Mäkinen, Tomi E., Vidal, Pedro Marques, Martin, Nicolas W., Masala, Marco, McGue, Matt, McMahon, George, Meirelles, Osorio, Meyer, Michelle N., Mielck, Andreas, Miller, Michael B., Montgomery, Grant W., Mukherjee, Sutapa, Myhre, Ronny, Nuotio, Marja-Liisa, J Oldmeadow, Christopher, Oostra, Ben A., Palmer, Lyle J., Palotie, Aarno, Perola, Markus, Petrovic, Katja E., Peyser, Patricia A., Polašek, Ozren, Posthuma, Danielle, Preisig, Martin, Quaye, Lydia, Räikkönen, Katri, Raitakari, Olli T., Realo, Anu, Reinmaa, Eva, Rice, John P., Ring, Susan M., Ripatti, Samuli, Rivadeneira, Fernando, Rizzi, Thais S., Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sarin, Antti-Pekka, Schlessinger, David, Schmidt, Helena, Schmidt, Reinhold, Scott, Rodney J., Shakhbazov, Konstantin, Smith, Albert V., Smith, Jennifer A., Snieder, Harold, St Pourcain, Beate, Starr, John M., Sul, Jae Hoon, Surakka, Ida, Svento, Rauli, Tanaka, Toshiko, Terracciano, Antonio, Teumer, Alexander, Thurik, A. Roy, Tiemeier, Henning, Timpson, Nicholas J., Uitterlinden, André G., van der Loos, Matthijs J. H. M., van Duijn, Cornelia M., van Rooij, Frank J. A., van Wagoner, David R., Vartiainen, Erkki, Viikari, Jorma, Visscher, Peter M., Vitart, Veronique, Vollenweider, Peter K., Völzke, Henry, Vonk, Judith M., Waeber, G. rard, Weir, David R., Wellmann, J. rgen, Westra, Harm-Jan, Wichmann, H. Erich, Widen, Elisabeth, Wilson, James F., Wright, Alan F., Yang, Jian, Yu, Lei, Zhao, Wei, and Academic Medical Center
Subjects: Adult, Male, Psychiatric Status Rating Scales, Likelihood Functions, Genotype, Estonia/epidemiology, Netherlands/epidemiology, Depressive Disorder, Major/epidemiology, Middle Aged, Polymorphism, Single Nucleotide/genetics, Cohort Studies, Odds Ratio, Educational Status, Humans, Regression Analysis, Female, Gene-Environment Interaction, Genetic Association Studies, Aged
Abstract: An association between lower educational attainment (EA) and an increased risk for depression has been confirmed in various western countries. This study examines whether pleiotropic genetic effects contribute to this association. Therefore, data were analyzed from a total of 9662 major depressive disorder (MDD) cases and 14 949 controls (with no lifetime MDD diagnosis) from the Psychiatric Genomics Consortium with additional Dutch and Estonian data. The association of EA and MDD was assessed with logistic regression in 15 138 individuals indicating a significantly negative association in our sample with an odds ratio for MDD 0.78 (0.75-0.82) per standard deviation increase in EA. With data of 884 105 autosomal common single-nucleotide polymorphisms (SNPs), three methods were applied to test for pleiotropy between MDD and EA: (i) genetic profile risk scores (GPRS) derived from training data for EA (independent meta-analysis on ∼120 000 subjects) and MDD (using a 10-fold leave-one-out procedure in the current sample), (ii) bivariate genomic-relationship-matrix restricted maximum likelihood (GREML) and (iii) SNP effect concordance analysis (SECA). With these methods, we found (i) that the EA-GPRS did not predict MDD status, and MDD-GPRS did not predict EA, (ii) a weak negative genetic correlation with bivariate GREML analyses, but this correlation was not consistently significant, (iii) no evidence for concordance of MDD and EA SNP effects with SECA analysis. To conclude, our study confirms an association of lower EA and MDD risk, but this association was not because of measurable pleiotropic genetic effects, which suggests that environmental factors could be involved, for example, socioeconomic status.
Published: 2015

20. Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses (vol 48, pg 624, 2016)

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

21. Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals

Author: Lee, James J, Wedow, Robbee, Okbay, Aysu, Kong, Edward, Maghzian, Omeed, Zacher, Meghan, Nguyen-Viet, Tuan Anh, Bowers, Peter, Sidorenko, Julia, Karlsson Linnér, Richard, Fontana, Mark Alan, Kundu, Tushar, Lee, Chanwook, Li, Hui, Li, Ruoxi, Royer, Rebecca, Timshel, Pascal N, Walters, Raymond K, Willoughby, Emily A, Yengo, Loïc, 23andMe Research Team, COGENT (Cognitive Genomics Consortium), Social Science Genetic Association Consortium, Alver, Maris, Bao, Yanchun, Clark, David W, Day, Felix R, Furlotte, Nicholas A, Joshi, Peter K, Kemper, Kathryn E, Kleinman, Aaron, Langenberg, Claudia, Mägi, Reedik, Trampush, Joey W, Verma, Shefali Setia, Wu, Yang, Lam, Max, Zhao, Jing Hua, Zheng, Zhili, Boardman, Jason D, Campbell, Harry, Freese, Jeremy, Harris, Kathleen Mullan, Hayward, Caroline, Herd, Pamela, Kumari, Meena, Lencz, Todd, Luan, Jian'an, Malhotra, Anil K, Metspalu, Andres, Milani, Lili, Ong, Ken K, Perry, John RB, Porteous, David J, Ritchie, Marylyn D, Smart, Melissa C, Smith, Blair H, Tung, Joyce Y, Wareham, Nicholas J, Wilson, James F, Beauchamp, Jonathan P, Conley, Dalton C, Esko, Tõnu, Lehrer, Steven F, Magnusson, Patrik KE, Oskarsson, Sven, Pers, Tune H, Robinson, Matthew R, Thom, Kevin, Watson, Chelsea, Chabris, Christopher F, Meyer, Michelle N, Laibson, David I, Yang, Jian, Johannesson, Magnus, Koellinger, Philipp D, Turley, Patrick, Visscher, Peter M, Benjamin, Daniel J, and Cesarini, David
Subjects: Adult, Aged, 80 and over, Male, Multifactorial Inheritance, Middle Aged, Polymorphism, Single Nucleotide, 3. Good health, Cohort Studies, Phenotype, Educational Status, Humans, Female, Aged, Genome-Wide Association Study
Abstract: Here we conducted a large-scale genetic association analysis of educational attainment in a sample of approximately 1.1 million individuals and identify 1,271 independent genome-wide-significant SNPs. For the SNPs taken together, we found evidence of heterogeneous effects across environments. The SNPs implicate genes involved in brain-development processes and neuron-to-neuron communication. In a separate analysis of the X chromosome, we identify 10 independent genome-wide-significant SNPs and estimate a SNP heritability of around 0.3% in both men and women, consistent with partial dosage compensation. A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11-13% of the variance in educational attainment and 7-10% of the variance in cognitive performance. This prediction accuracy substantially increases the utility of polygenic scores as tools in research., Medical Research Council (MC_UU_12015/1), Department of Health (via National Institute for Health Research (NIHR)) (NF-SI-0512-10135), MRC (MC_PC_13048), Department of Health (via National Institute for Health Research (NIHR)) (NF-SI-0617-10149)

22. 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
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22 results on '"Meyer, Michelle N."'

1. Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals

2. Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals

3. Computational ethics

4. Supplemental material - A Randomized Trial of Behavioral Nudges Delivered Through Text Messages to Increase Influenza Vaccination Among Patients With an Upcoming Primary Care Visit

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7. Effect of Targeted Behavioral Science Messages on COVID-19 Vaccination Registration Among Employees of a Large Health System

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9. MyCode Participants' Attitudes Towards Sensitive Research, Pennsylvania, New Jersey, 2017-2018

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11. Additional file 3 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

12. Additional file 1 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

13. Additional file 2 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

14. Additional file 5 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

15. Additional file 7 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

16. Additional file 4 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

17. Additional file 6 of Pediatric reporting of genomic results study (PROGRESS): a mixed-methods, longitudinal, observational cohort study protocol to explore disclosure of actionable adult- and pediatric-onset genomic variants to minors and their parents

18. Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals

19. The association between lower educational attainment and depression owing to shared genetic effects? Results in ∼25 000 subjects: Results in ~25,000 subjects

20. Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses (vol 48, pg 624, 2016)

21. Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals

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

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