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3. The Promises and Pitfalls of Genoeconomics

Author

Benjamin, Daniel J., Cesarini, David, Chabris, Christopher F., Glaeser, Edward L., Laibson, David I., Guðnason, Vilmundur, Harris, Tamara B., Launer, Lenore J., Purcell, Shaun, Smith, Albert Vernon, Johannesson, Magnus, Magnusson, Patrik K.E., Beauchamp, Jonathan P., Christakis, Nicholas A., Atwood, Craig S., Hebert, Benjamin, Freese, Jeremy, Hauser, Robert M., Hauser, Taissa S., Grankvist, Alexander, Hultman, Christina M., and Lichtenstein, Paul

Published
2012
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5. Measuring Trust

Author

Glaeser, Edward L., Laibson, David I., Scheinkman, Jose A., and Soutter, Christine L.

Published
2000

8. 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
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9. Genome-wide association study identifies 74 loci associated with educational attainment

Author

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, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H., Pina Concas, Maria, 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, Lee, Sven J. van der, 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, 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., Cohort Study, LifeLines, 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., 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, 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, 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., Davey Smith, George, 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, and Benjamin, Daniel J.

Published
2016
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12. 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
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15. 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
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16. Association of cognition with temporal discounting in community based older persons

Author

Boyle Patricia A, Yu Lei, Segawa Eisuke, Wilson Robert S, Buchman Aron S, Laibson David I, and Bennett David A

Subjects
Aging, Cognition, Temporal discounting, Preferences, Decision making, Geriatrics, RC952-954.6
Abstract

Abstract Background The objective of this study was to test the hypothesis that cognitive function is negatively associated with temporal discounting in old age. Methods Participants were 388 community-dwelling older persons without dementia from the Rush Memory and Aging Project, an ongoing longitudinal epidemiologic study of aging in the Chicago metropolitan area. Temporal discounting was measured using standard questions in which participants were asked to choose between an immediate, smaller payment and a delayed, larger one. Cognition was measured using a detailed battery including 19 tests. The association between cognition and temporal discounting was examined via mixed models adjusted for age, sex, education, income, and the number of chronic medical conditions. Results Descriptive data revealed a consistent pattern whereby older persons with lower cognitive function were more likely to discount greater but delayed rewards compared to those with higher cognitive function. Further, in a mixed effect model adjusted for age, sex, education, income, and chronic medical conditions, global cognitive function was negatively associated with temporal discounting (estimate = −0.45, SE = 0.18, p = 0.015), such that a person with lower cognition exhibited greater discounting. Finally, in subsequent models examining domain specific associations, perceptual speed and visuospatial abilities were associated with temporal discounting, but episodic memory, semantic memory and working memory were not. Conclusion Among older persons without dementia, a lower level of cognitive function is associated with greater temporal discounting. These findings have implications regarding the ability of older persons to make decisions that involve delayed rewards but maximize well-being.

Published
2012
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18. Cognitive function is associated with risk aversion in community-based older persons

Author

Buchman Aron S, Yu Lei, Boyle Patricia A, Laibson David I, and Bennett David A

Subjects
Geriatrics, RC952-954.6
Abstract

Abstract Background Emerging data from younger and middle-aged persons suggest that cognitive ability is negatively associated with risk aversion, but this association has not been studied among older persons who are at high risk of experiencing loss of cognitive function. Methods Using data from 369 community-dwelling older persons without dementia from the Rush Memory and Aging Project, an ongoing longitudinal epidemiologic study of aging, we examined the correlates of risk aversion and tested the hypothesis that cognition is negatively associated with risk aversion. Global cognition and five specific cognitive abilities were measured via detailed cognitive testing, and risk aversion was measured using standard behavioral economics questions in which participants were asked to choose between a certain monetary payment ($15) versus a gamble in which they could gain more than $15 or gain nothing; potential gamble gains ranged from $21.79 to $151.19 with the gain amounts varied randomly over questions. We first examined the bivariate associations of age, education, sex, income and cognition with risk aversion. Next, we examined the associations between cognition and risk aversion via mixed models adjusted for age, sex, education, and income. Finally, we conducted sensitivity analyses to ensure that our results were not driven by persons with preclinical cognitive impairment. Results In bivariate analyses, sex, education, income and global cognition were associated with risk aversion. However, in a mixed effect model, only sex (estimate = -1.49, standard error (SE) = 0.39, p < 0.001) and global cognitive function (estimate = -1.05, standard error (SE) = 0.34, p < 0.003) were significantly inversely associated with risk aversion. Thus, a lower level of global cognitive function and female sex were associated with greater risk aversion. Moreover, performance on four out of the five cognitive domains was negatively related to risk aversion (i.e., semantic memory, episodic memory, working memory, and perceptual speed); performance on visuospatial abilities was not. Conclusion A lower level of cognitive ability and female sex are associated with greater risk aversion in advanced age.

Published
2011
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19. Genome-wide association analyses of risk tolerance and risky behaviors in over 1 million individuals identify hundreds of loci and shared genetic influences

Author

Linner, Richard Karlsson, Biroli, Pietro, 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, Alexis, 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, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimaki, Terho, Loeffler, Markus, Marigorta, Urko M., Metspalu, Andres, Milani, Lili, Montgomery, Grant W., Mueller-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, Rueger, Sina, Saha, Ashis, Scholz, Markus, 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, 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., 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, 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, 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, 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., 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, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, 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, Magnus, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Urs, Groenen, Patrick J. F., Harris, Kathleen Mullan, Hasler, Gregor, Hofman, Albert, Ikram, Mohammad A., Jain, Sonia, Karlsson, Robert, Kessler, Ronald C., Kooyman, Maarten, MacKillop, James, Mannikko, Minna, Morcillo-Suarez, Carlos, McQueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthias, 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., Linner, Richard Karlsson, Biroli, Pietro, 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, Alexis, 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, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimaki, Terho, Loeffler, Markus, Marigorta, Urko M., Metspalu, Andres, Milani, Lili, Montgomery, Grant W., Mueller-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, Rueger, Sina, Saha, Ashis, Scholz, Markus, 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, 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., 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, 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, 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, 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., 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, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, 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, Magnus, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Urs, Groenen, Patrick J. F., Harris, Kathleen Mullan, Hasler, Gregor, Hofman, Albert, Ikram, Mohammad A., Jain, Sonia, Karlsson, Robert, Kessler, Ronald C., Kooyman, Maarten, MacKillop, James, Mannikko, Minna, Morcillo-Suarez, Carlos, McQueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthias, 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., and Beauchamp, Jonathan P.

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 (vertical bar(r) over cap (g)vertical bar similar to 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.

Published
2019

20. Why Don't Present-Biased Agents Make Commitments?

Author

Laibson, David I.

Abstract

Present-biased preferences engender a demand for commitment. Commitment is a problematic prediction, since we see so little of it. I quantitatively explore the reasons for the "missing" commitment. Extending the procrastination model in Carroll et al. (2009), I show how equilibrium commitment is related to (i) the standard deviation of the opportunity cost of time, (ii) the cost of delay, (iii) the degree of partial naivete, and (iv) the direct cost of commitment. The calibrated model demonstrates that the perceived benefits of commitment are often overwhelmed by the costs of commitment. Demand for commitment is a special case rather than the general case.

Published
2015

21. Consumers’ Misunderstanding of Health Insurance

Author

Loewenstein, George, Friedman, Joelle Y., McGill, Barbara, Ahmad, Sarah, Linck, Suzanne, Sinkula, Stacey, Beshears, John Leonard, Choi, James J., Kolstad, Jonathan, Laibson, David I., Madrian, Brigitte, List, John A., and Volpp, Kevin G.

Abstract

We report results from two surveys of representative samples of Americans with private health insurance. The first examines how well Americans understand, and believe they understand, traditional health insurance coverage. The second examines whether those insured under a simplified all-copay insurance plan will be more likely to engage in cost-reducing behaviors relative to those insured under a traditional plan with deductibles and coinsurance, and measures consumer preferences between the two plans. The surveys provide strong evidence that consumers do not understand traditional plans and would better understand a simplified plan, but weaker evidence that a simplified plan would have strong appeal to consumers or change their healthcare choices.

Published
2013

22. Simplification and Saving

Author

Beshears, John Leonard, Choi, James J., Laibson, David I., and Madrian, Brigitte C.

Subjects
health care economics and organizations
Abstract

The daunting complexity of important financial decisions can lead to procrastination. We evaluate a low-cost intervention that substantially simplifies the retirement savings plan participation decision. Individuals received an opportunity to enroll in a retirement savings plan at a pre-selected contribution rate and asset allocation, allowing them to collapse a multidimensional problem into a binary choice between the status quo and the pre-selected alternative. The intervention increases plan enrollment rates by 10–20 percentage points. We find that a similar intervention can be used to increase contribution rates among employees who are already participating in a savings plan.

Published
2012

23. Instantaneous Gratification

Author

Laibson, David I. and Harris, Christopher

Abstract

Extending Barro (1999) and Luttmer & Mariotti (2003), we introduce a new model of time preferences: the instantaneous-gratiï¬ cation model. This model applies tractably to a much wider range of settings than existing models. It applies to both complete- and incomplete-market settings and it works with generic utility functions. It works in settings with linear policy rules and in settings in which equilibrium cannot be supported by linear rules. The instantaneous-gratiï¬ cation model also generates a unique equilibrium, even in inï¬ nite-horizon applications, thereby resolving the multiplicity problem hitherto associated with dynamically inconsistent models. Finally, it simultaneously features a single welfare criterion and a behavioral tendency towards overconsumption

Published
2012

24. Optimal Mortgage Reï¬ nancing: A Closed Form Solution

Author

Agarwal, Sumit, Driscoll, John D., and Laibson, David I.

Abstract

We derive the ï¬ rst closed-form optimal reï¬ nancing rule: Reï¬ nance when the current mortgage interest rate falls below the original rate by at least \(\frac{1}{ψ}\)[φ + W (− exp (−φ))]. In this formula W(.) is the Lambert W-function, ψ = \(\frac{2 (Ï + λ)}{σ}\), φ = 1 + ψ (Ï + λ)\(\frac{κ/M}{(1 − Ï„ )}\), Ï is the real discount rate, λ is the expected real rate of exogenous mortgage repayment, σ is the standard deviation of the mortgage rate, κ/M is the ratio of the tax-adjusted reï¬ nancing cost and the remaining mortgage value, and Ï„ is the marginal tax rate. This expression is derived by solving a tractable class of reï¬ nancing problems. Our quantitative results closely match those reported by researchers using numerical methods.

Published
2012

25. Asset Bubbles and the Cost of Economic Fluctuations

Author

Mollerstrom, Johanna Britta, Laibson, David I., and Chauvin, Kyle

Abstract

Lucas (1987, 2003) estimates that the cost of economic fluctuations is low; a social planner would pay no more than 0.1% of (permanent) consumption to eliminate all future business cycle fluctuations. The current paper extends Lucas’ calculations by studying the costs of fluctuations arising from asset bubbles. We estimate two classes of costs: consumption volatility due to asset bubbles in a representative agent economy and consumption volatility that arises because households have heterogeneous exposure to the bubble assets. We show that the magnitude of welfare costs is primarily driven by the existence of heterogeneity. Our benchmark calibration implies that the asset bubbles of the last decade generated a social welfare cost equal to a permanent 3% reduction in the level of national consumption. If assets are held proportionately across the population, these welfare costs fall by an order of magnitude. Our calculations are sensitive to the details of the calibration, including the degree of balance sheet and trading heterogeneity, the coefficient of relative risk aversion, and the magnitude of the asset bubble. Our preferred specifications generate welfare costs ranging from 1% to 10% of (permanent) national consumption.

Published
2011

26. Behavioral Economics Perspectives on Public Sector Pension Plans

Author

Beshears, John Leonard, Choi, James J., Laibson, David I., and Madrian, Brigitte

Abstract

We describe the pension plan features of the states and the largest cities and counties in the U.S. Unlike in the private sector, defined benefit (DB) pensions are still the norm in the public sector. However, a few jurisdictions have shifted towards defined contribution (DC) plans as their primary savings plan, and fiscal pressures are likely to generate more movement in this direction. Holding fixed a public employee‘s work and salary history, we show that DB retirement income replacement ratios vary greatly across jurisdictions. This creates large variation in workers‘ need to save for retirement in other accounts. There is also substantial heterogeneity across jurisdictions in the savings generated in primary DC plans because of differences in the level of mandatory employer and employee contributions. One notable difference between public and private sector DC plans is that public sector primary DC plans are characterized by required employee or employer contributions (or both), whereas private sector plans largely feature voluntary employee contributions that are supplemented by an employer match. We conclude by applying lessons from savings behavior in private sector savings plans to the design of public sector plans.

Published
2011

27. $100 Bills on the Sidewalk: Violations of No-Arbitrage in 401(k) Accounts

Author

Choi, James J., Madrian, Brigitte, and Laibson, David I.

Subjects
health care economics and organizations
Abstract

We identify employees at seven companies whose 401(k) investment choices are dominated because they are contributing less than the employer matching contribution threshold despite being vested in their match and being able to make penalty-free 401(k) withdrawals for any reason because they are older than 59½. At the average firm, 36% of match-eligible employees over age 59½ forgo arbitrage profits that average 1.6% of their annual pay, or $507. A survey educating employees about the free lunch they are forgoing raised contribution rates by a statistically insignificant 0.67% of income among those completing the survey.

Published
2011

28. Capital Flows, Consumption Booms and Asset Bubbles: A Behavioural Alternative to the Savings Glut Hypothesis

Author

Laibson, David I. and Mollerstrom, Johanna Britta

Abstract

Bernanke (2005) hypothesized that a “global savings glut†was causing large trade imbalances. However, we show that the global savings rates did not show a robust upward trend during the relevant period. Moreover, if there had been a global savings glut there should have been a large investment boom in the countries that imported capital. Instead, those countries experienced consumption booms. National asset bubbles explain the international imbalances. The bubbles raised consumption, resulting in large trade deficits. In a sample of 18 OECD countries plus China, movements in home prices alone explain half of the variation in trade deficits.

Published
2010

29. The Age of Reason: Financial Decisions over the Life-Cycle with Implications for Regulation

Author

Laibson, David I., Agarwal, Sumit, Driscoll, John C., and Gabaix, Xavier

Abstract

Many consumers make poor financial choices and older adults are particularly vulnerable to such errors. About half of the population between ages 80 and 89 either has dementia or a medical diagnosis of “cognitive impairment without dementia.†We study lifecycle patterns in financial mistakes using a proprietary database that measures ten different types of credit behavior. Financial mistakes include suboptimal use of credit card balance transfer offers, misestimation of the value of one’s house, and excess interest rate and fee payments. In a cross-section of prime borrowers, middle-aged adults make fewer financial mistakes than younger and older adults. We conclude that financial mistakes follow a U-shaped pattern, with the cost-minimizing performance occurring around age 53. We analyze regulatory regimes that may help individuals avoid making financial mistakes. Some of these regimes are designed to address the particular challenges faced by older adults, but much of our discussion is relevant for all vulnerable populations. We discuss disclosure, nudges, financial driving licenses, advanced directives, fiduciaries, asset safe harbors, ex-post and ex-ante regulatory oversight. Finally, we pose seven questions for future research on cognitive limitations and associated policy responses.

Published
2009

30. Reducing the Complexity Costs of 401(k) Participation Through Quick Enrollment

Author

Laibson, David I., Choi, James J., and Madrian, Brigitte

Subjects
ComputingMilieux_THECOMPUTINGPROFESSION
Abstract

The complexity of the retirement savings decision may overwhelm employees, encouraging procrastination and reducing 401(k) enrollment rates. We study a low-cost manipulation designed to simplify the 401(k) enrollment process. Employees are given the option to make a Quick Enrollment [TM] election to enroll in their 401(k) plan at a pre-selected contribution rate and asset allocation. By decoupling the participation decision from the savings rate and asset allocation decisions, the Quick Enrollment [TM] mechanism simplifies the savings plan decision process. We find that at one company, Quick Enrollment[TM] tripled 401(k)participation rates among new employees three months after hire. When Quick Enrollment [TM] was offered to previously hired non-participating employees at two firms, participation increased by 10 to 20 percentage points among those employees affected.

Published
2009

31. How Are Preferences Revealed?

Author

Beshears, John Leonard, Choi, James J., Laibson, David I., and Madrian, Brigitte

Abstract

Revealed preferences are tastes that rationalize an economic agent's observed actions. Normative preferences represent the agent's actual interests. It sometimes makes sense to assume that revealed preferences are identical to normative preferences. But there are many cases where this assumption is violated. We identify five factors that increase the likelihood of a disparity between revealed preferences and normative preferences: passive choice, complexity, limited personal experience, third-party marketing, and intertemporal choice. We then discuss six approaches that jointly contribute to the identification of normative preferences: structural estimation, active decisions, asymptotic choice, aggregated revealed preferences, reported preferences, and informed preferences. Each of these approaches uses consumer behavior to infer some property of normative preferences without equating revealed and normative preferences. We illustrate these issues with evidence from savings and investment outcomes.

Published
2008

32. Shrouded Attributes, Consumer Myopia, and Information Suppression in Competitive Markets

Author

Laibson, David I. and Gabaix, Xavier

Abstract

Bayesian consumers infer that hidden add-on prices (e.g., the cost of ink for a printer) are likely to be high prices. If consumers are Bayesian, firms will not shroud information in equilibrium. However, shrouding may occur in an economy with some myopic (or unaware) consumers. Such shrouding creates an inefficiency, which firms may have an incentive to eliminate by educating their competitors’ customers. However, if add-ons have close substitutes, a “curse of debiasing†arises, and firms will not be able to profitably debias consumers by unshrouding add-ons. In equilibrium, two kinds of exploitation coexist. Optimizing firms exploit myopic consumers through marketing schemes that shroud high- priced add-ons. In turn, sophisticated consumers exploit these marketing schemes. It is not possible to profitably drive away the business of sophisticates. It is also not possible to profitably lure either myopes or sophisticates to nonexploitative firms. We show that informational shrouding flourishes even in highly competitive markets, even in markets with costless advertising, and even when the shrouding generates allocational inefficiencies.

Published
2006

34. Golden Eggs and Hyperbolic Discounting

Author

Laibson, David I.

Abstract

Hyperbolic discount functions induce dynamically inconsistent preferences, implying a motive for consumers to constrain their own future choices. This paper analyzes the decisions of a hyperbolic consumer who has access to an imperfect commitment technology: an illiquid asset whose sale must be initiated one period before the sale proceeds are received. The model predicts that consumption tracks income, and the model explains why consumers have asset-specific marginal propensities to consume. The model suggests that financial innovation may have caused the ongoing decline in U. S. savings rates, since financial innovation in- creases liquidity, eliminating commitment opportunities. Finally, the model implies that financial market innovation may reduce welfare by providing “too much†liquidity.

Published
1997

35. Hyperbolic discounting and consumption

Author

Olivier Jean Blanchard., Massachusetts Institute of Technology. Dept. of Economics, Laibson, David I, Olivier Jean Blanchard., Massachusetts Institute of Technology. Dept. of Economics, and Laibson, David I

Abstract

Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Economics, 1994., Includes bibliographical references., by David Isaac Laibson., Ph.D.

Published
2005

39. Does Aggregated Returns Disclosure Increase Portfolio Risk Taking?

Author

Beshears, John Leonard, Choi, James J., Laibson, David I., and Madrian, Brigitte

Subjects
information, investment portfolio, investment return
Abstract

Many experiments have found that participants take more investment risk if they see returns less frequently, see portfolio-level returns (rather than each individual asset’s returns), or see long-horizon (rather than one-year) historical return distributions. In contrast, we find that such information aggregation treatments do not affect total equity investment when we make the investment environment more realistic than in prior experiments. Previously documented aggregation effects are not robust to changes in the risky asset’s return distribution or the introduction of a multi-day delay between portfolio choice and return realizations.

Published
2017
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40. Does front-loading taxation increase savings? Evidence from Roth 401(k) introductions

Author

Beshears, John Leonard, Choi, James J., Laibson, David I., and Madrian, Brigitte

Subjects
saving, retirement, taxation
Abstract

Can governments increase private savings by taxing savings up front instead of in retirement? Roth 401(k) contributions are not tax-deductible in the contribution year, but withdrawals in retirement are untaxed. The more common before-tax 401(k) contribution is tax-deductible in the contribution year, but both principal and investment earnings are taxed upon withdrawal. Using administrative data from eleven companies that added a Roth contribution option to their existing 401(k) plan between 2006 and 2010, we find no evidence that total 401(k) contribution rates differ between employees hired before versus after the Roth introduction, which means that the amount of retirement consumption being purchased by 401(k) contributions increases after the Roth introduction. A survey experiment suggests two behavioral factors play a role in the unresponsiveness of contribution rates to their tax treatment: (1) employee confusion about or neglect of the tax properties of Roth balances and (2) partition dependence.

Published
2017

41. A Commitment Contract to Achieve Virologic Suppression in Poorly Adherent Patients with HIV/AIDS

Author

Alsan, Marcella, Beshears, John Leonard, Armstrong, Wendy S., Choi, James J., Madrian, Brigitte, Nguyen, Minh Ly T., Del Rio, Carlos, Laibson, David I., and Marconi, Vincent C.

Subjects
health disorders, motivation and incentives
Abstract

Objective: Assess whether a commitment contract informed by behavioral economics leads to persistent virologic suppression among HIV-positive patients with poor antiretroviral therapy (ART) adherence. Design: Single-center pilot randomized clinical trial and a nonrandomized control group. Setting: Publicly funded HIV clinic in Atlanta, Georgia, USA. Intervention: The study involved three arms. First, participants in the provider visit incentive (PVI) arm received $30 after attending each scheduled provider visit. Second, participants in the incentive choice arm were given a choice between the above arrangement and a commitment contract that made the $30 payment conditional on both attending the provider visit and meeting an ART adherence threshold. Third, the passive control arm received routine care and no incentives. Participants: A total of 110 HIV-infected adults with a recent plasma HIV-1 viral load more than 200 copies/ml despite ART. The sample sizes of the three groups were as follows: PVI, n=21; incentive choice, n=19; and passive control, n=70. Main outcome measure: Virologic suppression (plasma HIV-1 viral load<=200 copies/ml) at the end of the incentive period and at an unanticipated postincentive study visit approximately three months later. Results: The odds of suppression were higher in the incentive choice arm than in the passive control arm at the postincentive visit (adjusted odds ratio 3.93, 95% confidence interval 1.19–13.04, P=0.025). The differences relative to the passive control arm at the end of the incentive period and relative to the PVI arm at both points in time were not statistically significant. Conclusion: Commitment contracts can improve ART adherence and virologic suppression.

Published
2017
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42. Time Discounting for Primary Rewards.

Author

McClure, Samuel M., Ericson, Keith M., Laibson, David I., Loewenstein, George, and Cohen, Jonathan D.

Subjects
MONETARY incentives, CASH discounts, LIMBIC system, PREFRONTAL cortex, PARIETAL lobe
Abstract

Previous research, involving monetary rewards, found that limbic reward-related areas show greater activity when an intertemporal choice includes an immediate reward than when the options include only delayed rewards. In contrast, the lateral prefrontal and parietal cortex (areas commonly associated with deliberative cognitive processes, including future planning) respond to intertemporal choices in general but do not exhibit sensitivity to immediacy (McClure et al., 2004). The current experiments extend these findings to primary rewards (fruit juice or water) and time delays of minutes instead of weeks. Thirsty subjects choose between small volumes of drinks delivered at precise times during the experiment (e.g., 2ml now vs 3ml in 5 min). Consistent with previous findings, limbic activation was greater for choices between an immediate reward and a delayed reward than for choices between two delayed rewards, whereas the lateral prefrontal cortex and posterior parietal cortex responded similarly whether choices were between an immediate and a delayed reward or between two delayed rewards. Moreover, relative activation of the two sets of brain regions predicts actual choice behavior. A second experiment finds that when the delivery of all rewards is offset by 10 min (so that the earliest available juice reward in any choice is 10 min), no differential activity is observed in limbic reward-related areas for choices involving the earliest versus only more delayed rewards. We discuss implications of this finding for differences between primary and secondary rewards. [ABSTRACT FROM AUTHOR]

Published
2007
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43. Separate Neural Systems Value Immediate and DelayedMonetary Rewards.

Author

McClure, Samuel M., Laibson, David I., Loewenstein, George, and Cohen, Jonathan D.

Subjects
*MAGNETIC resonance imaging, *STATISTICAL correlation, *LIMBIC system, *DOPAMINE, *PREFRONTAL cortex, *BRAIN
Abstract

When humans are offered the choice between rewards available at different points in time, the relative values of the options are discounted according to their expected delays until delivery. Using functional magnetic resonance imaging, we examined the neural correlates of time discounting while subjects made a series of choices between monetary reward options that varied by delay to delivery. We demonstrate that two separate systems are involved in such decisions. Parts of the limbic system associated with the midbrain dopamine system, including paralimbic cortex, are preferentially activated by decisions involving immediately available rewards. In contrast, regions of the lateral prefrontal cortex and posterior parietal cortex are engaged uniformly by intertemporal choices irrespective of delay. Furthermore, the relative engagement of the two systems is directly associated with subjects' choices, with greater relative fronto-parietal activity when subjects choose longer term options. [ABSTRACT FROM AUTHOR]

Published
2004
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44. Genetic variants associated with subjective well-being, depressive symptoms and neuroticism identified through genome-wide analyses

Author

Okbay, Aysu, Baselmans, Bart M.L., De Neve, Jan-Emmanuel, Turley, Patrick, Nivard, Michel G., Fontana, Mark Alan, Meddens, S. Fleur W., Linnér, Richard Karlsson, Rietveld, Cornelius A., Derringer, Jaime, Gratten, Jacob, Lee, James J., Liu, Jimmy Z., de 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, van der Laan, Sander W., Ladwig, Karl-Heinz, Lahti, Jari, van der Lee, Sven J., Lind, Penelope A., Liu, Tian, Matteson, Lindsay, Mihailov, Evelin, Miller, Michael B., Minica, Camelia C., Nolte, Ilja M., Mook-Kanamori, Dennis, van der Most, Peter J., Oldmeadow, Christopher, Qian, Yong, Raitakari, Olli, Rawal, Rajesh, Realo, Anu, Rueedi, Rico, Schmidt, Börge, Smith, Albert V., Stergiakouli, Evie, Tanaka, Toshiko, Taylor, Kent, Wedenoja, Juho, Wellmann, Juergen, Westra, Harm-Jan, Willems, Sara M., Zhao, Wei, Amin, Najaf, Bakshi, Andrew, 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, Gieger, Christian, Gupta, Richa, Harris, Tamara B., Harris, Juliette M., Holliday, Elizabeth G., Hottenga, Jouke-Jan, De Jager, Philip L., Kaakinen, Marika A., Kajantie, Eero, Karhunen, Ville, Kolcic, Ivana, Kumari, Meena, Launer, Lenore J., Franke, Lude, Li-Gao, Ruifang, Koini, Marisa, Loukola, Anu, Marques-Vidal, Pedro, Montgomery, Grant W., Mosing, Miriam A., Paternoster, Lavinia, Pattie, Alison, Petrovic, Katja E., Pulkki-Råback, Laura, Quaye, Lydia, Räikkönen, 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., van Duijn, Cornelia M., Eriksson, Johan G., Bültmann, Ute, de 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., Hyppönen, Elina, Iacono, William G., Järvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L.R., Keltikangas-Järvinen, Liisa, Kraft, Peter, Kubzansky, Laura D., Lehtimäki, Terho, Magnusson, Patrik K.E., Martin, Nicholas G., McGue, Matt, Metspalu, Andres, Mills, Melinda, de Mutsert, Renée, 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., Sørensen, Thorkild I.A., Spector, Tim D., Steptoe, Andrew, Terracciano, Antonio, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, André 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, Tõnu, Krueger, Robert F., Beauchamp, Jonathan P., Koellinger, Philipp D., Benjamin, Daniel J., Bartels, Meike, and Cesarini, David

Abstract

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

Published
2016
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46. The Impact of Employer Matching on Savings Plan Participation under Automatic Enrollment

Author

Laibson, David I., Beshears, John Leonard, Choi, James J., and Madrian, Brigitte

Abstract

Existing research has documented the large impact that automatic enrollment has on savings plan participation. All the companies examined in these studies, however, have combined automatic enrollment with an employer match. This raises a question about how effective automatic enrollment would be without a direct financial inducement not to opt out of participation. This paper’s results suggest that the match has only a modest impact on opt-out rates. We estimate that moving from a typical matching structure—a match of 50% up to 6% of pay contributed—to no match would reduce participation under automatic enrollment at six months after plan eligibility by 5 to 11 percentage points. Our analysis includes a firm that switched from a match to a noncontingent employer contribution. This firm’s experience suggests that non-contingent employer contributions only weakly crowd out employee participation., Economics

Published
2010

47. The Importance of Default Options for Retirement Saving Outcomes: Evidence from the United States

Author

Beshears, John Leonard, Choi, James, Laibson, David I., and Madrian, Brigitte

Abstract

This paper summarizes the empirical evidence on how defaults impact retirement savings outcomes. After outlining the salient features of the various sources of retirement income in the U.S., the paper presents the empirical evidence on how defaults impact retirement savings outcomes at all stages of the savings lifecycle, including savings plan participation, savings rates, asset allocation, and post-retirement savings distributions. The paper then discusses why defaults have such a tremendous impact on savings outcomes. The paper concludes with a discussion of the role of public policy towards retirement saving when defaults matter., Economics

Published
2008
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49. Liquidity in Retirement Savings Systems: An International Comparison

Author

Beshears, John Leonard, Choi, James J., Hurwitz, Joshua Bayard, Laibson, David I., and Madrian, Brigitte

Abstract

We compare the liquidity that six developed countries have built into their employer-based defined contribution (DC) retirement schemes. In Germany, Singapore, and the UK, withdrawals are essentially banned no matter what kind of transitory income shock the household realizes. By contrast, in Canada and Australia, liquidity is state-contingent. For a middle-income household, DC accounts are completely illiquid unless annual income falls substantially, in which case DC assets become highly liquid. The US stands alone in the universally high liquidity of its DC system: whether or not income falls, the penalties for early withdrawal are low or non-existent., Economics

Published
2015
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50. Money Earlier or Later? Simple Heuristics Explain Intertemporal Choices Better Than Delay Discounting Does

Author

Marzilli Ericson, K. M., White, J. M., Laibson, David I., and Cohen, J. D.

Abstract

Heuristic models have been proposed for many domains involving choice. We conducted an out-of-sample, cross-validated comparison of heuristic models of intertemporal choice (which can account for many of the known intertemporal choice anomalies) and discounting models. Heuristic models outperformed traditional utility-discounting models, including models of exponential and hyperbolic discounting. The best-performing models predicted choices by using a weighted average of absolute differences and relative percentage differences of the attributes of the goods in a choice set. We concluded that heuristic models explain time-money trade-off choices in experiments better than do utility-discounting models., Economics

Published
2015
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