J
Jonathan P. Beauchamp
Researcher at University of Toronto
Publications - 43
Citations - 8657
Jonathan P. Beauchamp is an academic researcher from University of Toronto. The author has contributed to research in topics: Genome-wide association study & Educational attainment. The author has an hindex of 27, co-authored 41 publications receiving 6817 citations. Previous affiliations of Jonathan P. Beauchamp include Harvard University & George Mason University.
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Journal ArticleDOI
Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals
James J. Lee,Robbee Wedow,Aysu Okbay,Edward Kong,Omeed Maghzian,Meghan Zacher,Tuan Anh Nguyen-Viet,Peter Bowers,Julia Sidorenko,Julia Sidorenko,Richard Karlsson Linnér,Richard Karlsson Linnér,Mark Alan Fontana,Mark Alan Fontana,Tushar Kundu,Chanwook Lee,Hui Li,Ruoxi Li,Rebecca Royer,Pascal Timshel,Pascal Timshel,Raymond K. Walters,Raymond K. Walters,Emily A. Willoughby,Loic Yengo,Maris Alver,Yanchun Bao,David W. Clark,Felix R. Day,Nicholas A. Furlotte,Peter K. Joshi,Peter K. Joshi,Kathryn E. Kemper,Aaron Kleinman,Claudia Langenberg,Reedik Mägi,Joey W. Trampush,Shefali S. Verma,Yang Wu,Max Lam,Jing Hua Zhao,Zhili Zheng,Zhili Zheng,Jason D. Boardman,Harry Campbell,Jeremy Freese,Kathleen Mullan Harris,Caroline Hayward,Pamela Herd,Pamela Herd,Meena Kumari,Todd Lencz,Todd Lencz,Jian'an Luan,Anil K. Malhotra,Anil K. Malhotra,Andres Metspalu,Lili Milani,Ken K. Ong,John R. B. Perry,David J. Porteous,Marylyn D. Ritchie,Melissa C. Smart,Blair H. Smith,Joyce Y. Tung,Nicholas J. Wareham,James F. Wilson,Jonathan P. Beauchamp,Dalton Conley,Tõnu Esko,Steven F. Lehrer,Steven F. Lehrer,Steven F. Lehrer,Patrik K. E. Magnusson,Sven Oskarsson,Tune H. Pers,Tune H. Pers,Matthew R. Robinson,Matthew R. Robinson,Kevin Thom,Chelsea Watson,Christopher F. Chabris,Michelle N. Meyer,David Laibson,Jian Yang,Magnus Johannesson,Philipp Koellinger,Philipp Koellinger,Patrick Turley,Patrick Turley,Peter M. Visscher,Daniel J. Benjamin,Daniel J. Benjamin,David Cesarini,David Cesarini +94 more
TL;DR: A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11–13% of the variance ineducational attainment and 7–10% ofthe variance in cognitive performance, which substantially increases the utility ofpolygenic scores as tools in research.
Journal ArticleDOI
Genome-wide association study identifies 74 loci associated with educational attainment
Aysu Okbay,Jonathan P. Beauchamp,Mark Alan Fontana,James J. Lee,Tune H. Pers,Cornelius A. Rietveld,Patrick Turley,Guo-Bo Chen,Valur Emilsson,S. Fleur W. Meddens,S. Fleur W. Meddens,S. Fleur W. Meddens,Sven Oskarsson,Joseph K. Pickrell,Kevin Thom,Pascal Timshel,Pascal Timshel,Ronald de Vlaming,Abdel Abdellaoui,Tarunveer S. Ahluwalia,Tarunveer S. Ahluwalia,Jonas Bacelis,Clemens Baumbach,Gyda Bjornsdottir,Johannes H. Brandsma,Maria Pina Concas,Jaime Derringer,Nicholas A. Furlotte,Tessel E. Galesloot,Giorgia Girotto,Richa Gupta,Leanne M. Hall,Leanne M. Hall,Sarah E. Harris,Edith Hofer,Momoko Horikoshi,Momoko Horikoshi,Jennifer E. Huffman,Kadri Kaasik,Ioanna P. Kalafati,Robert Karlsson,Augustine Kong,Jari Lahti,Sven J. van der Lee,C. deLeeuw,C. deLeeuw,Penelope A. Lind,Karl-Oskar Lindgren,Tian Liu,Massimo Mangino,Massimo Mangino,Jonathan Marten,Evelin Mihailov,Michael B. Miller,Peter J. van der Most,Christopher Oldmeadow,Antony Payton,Natalia Pervjakova,Natalia Pervjakova,Wouter J. Peyrot,Yong Qian,Olli T. Raitakari,Rico Rueedi,Rico Rueedi,Erika Salvi,Börge Schmidt,Katharina E. Schraut,Jianxin Shi,Albert V. Smith,Raymond A. Poot,Beate St Pourcain,Alexander Teumer,Gudmar Thorleifsson,Niek Verweij,Dragana Vuckovic,Juergen Wellmann,Harm-Jan Westra,Harm-Jan Westra,Jingyun Yang,Wei Zhao,Zhihong Zhu,Behrooz Z. Alizadeh,Najaf Amin,Andrew Bakshi,Sebastian E. Baumeister,Sebastian E. Baumeister,Ginevra Biino,Klaus Bønnelykke,Patricia A. Boyle,Harry Campbell,Francesco P. Cappuccio,Gail Davies,Jan-Emmanuel De Neve,Panos Deloukas,Panos Deloukas,Ilja Demuth,Jun Ding,Peter Eibich,Peter Eibich,Lewin Eisele,Niina Eklund,David M. Evans,David M. Evans,Jessica D. Faul,Mary F. Feitosa,Andreas J. Forstner,Ilaria Gandin,Bjarni Gunnarsson,Bjarni V. Halldorsson,Bjarni V. Halldorsson,Tamara B. Harris,Andrew C. Heath,Lynne J. Hocking,Elizabeth G. Holliday,Georg Homuth,Michael A. Horan,Jouke-Jan Hottenga,Philip L. De Jager,Philip L. De Jager,Philip L. De Jager,Peter K. Joshi,Astanand Jugessur,Marika Kaakinen,Mika Kähönen,Stavroula Kanoni,Liisa Keltigangas-Jarvinen,Lambertus A. Kiemeney,Ivana Kolcic,Seppo Koskinen,Aldi T. Kraja,Martin Kroh,Zoltán Kutalik,Zoltán Kutalik,Antti Latvala,Lenore J. Launer,Maël Lebreton,Douglas F. Levinson,Paul Lichtenstein,Peter Lichtner,David C. Liewald,Anu Loukola,Pamela A. F. Madden,Reedik Mägi,Tomi Mäki-Opas,Riccardo E. Marioni,Riccardo E. Marioni,Pedro Marques-Vidal,Gerardus A. Meddens,George McMahon,Christa Meisinger,Thomas Meitinger,Y. Milaneschi,Lili Milani,Grant W. Montgomery,Ronny Myhre,Christopher P. Nelson,Christopher P. Nelson,Dale R. Nyholt,William E R Ollier,Aarno Palotie,Lavinia Paternoster,Nancy L. Pedersen,K. Petrovic,David J. Porteous,Katri Räikkönen,Susan M. Ring,Antonietta Robino,Olga Rostapshova,Igor Rudan,Aldo Rustichini,Veikko Salomaa,Alan R. Sanders,Alan R. Sanders,Antti-Pekka Sarin,Antti-Pekka Sarin,Helena Schmidt,Rodney J. Scott,Blair H. Smith,Jennifer A. Smith,Jan A. Staessen,Jan A. Staessen,Elisabeth Steinhagen-Thiessen,Konstantin Strauch,Antonio Terracciano,Martin D. Tobin,Sheila Ulivi,Simona Vaccargiu,Lydia Quaye,Frank J. A. van Rooij,Cristina Venturini,Cristina Venturini,Anna A. E. Vinkhuyzen,Uwe Völker,Henry Völzke,Judith M. Vonk,Diego Vozzi,Johannes Waage,Johannes Waage,Erin B. Ware,Gonneke Willemsen,John Attia,David A. Bennett,Klaus Berger,Lars Bertram,Lars Bertram,Hans Bisgaard,Dorret I. Boomsma,Ingrid B. Borecki,Ute Bültmann,Christopher F. Chabris,Francesco Cucca,Daniele Cusi,Daniele Cusi,Ian J. Deary,George Dedoussis,Cornelia M. van Duijn,Johan G. Eriksson,Barbara Franke,Lude Franke,Paolo Gasparini,Paolo Gasparini,Pablo V. Gejman,Pablo V. Gejman,Christian Gieger,Hans-Jörgen Grabe,Jacob Gratten,Patrick J. F. Groenen,Vilmundur Gudnason,Pim van der Harst,Caroline Hayward,David A. Hinds,Wolfgang Hoffmann,Elina Hyppönen,Elina Hyppönen,William G. Iacono,Bo Jacobsson,Marjo-Riitta Järvelin,Karl-Heinz Jöckel,Jaakko Kaprio,Jaakko Kaprio,Sharon L.R. Kardia,Terho Lehtimäki,Steven F. Lehrer,Steven F. Lehrer,Patrik K. E. Magnusson,Nicholas G. Martin,Matt McGue,Andres Metspalu,Neil Pendleton,Neil Pendleton,Brenda W.J.H. Penninx,Markus Perola,Markus Perola,Nicola Pirastu,Mario Pirastu,Ozren Polasek,Ozren Polasek,Danielle Posthuma,Christine Power,Michael A. Province,Nilesh J. Samani,Nilesh J. Samani,David Schlessinger,Reinhold Schmidt,Thorkild I. A. Sørensen,Thorkild I. A. Sørensen,Tim D. Spector,Kari Stefansson,Kari Stefansson,Unnur Thorsteinsdottir,Unnur Thorsteinsdottir,Roy Thurik,Nicholas J. Timpson,Henning Tiemeier,Joyce Y. Tung,André G. Uitterlinden,Veronique Vitart,Peter Vollenweider,David R. Weir,James F. Wilson,Alan F. Wright,Dalton Conley,Robert F. Krueger,George Davey Smith,Albert Hofman,David Laibson,Sarah E. Medland,Michelle N. Meyer,Jian Yang,Magnus Johannesson,Peter M. Visscher,Tõnu Esko,Philipp Koellinger,Philipp Koellinger,Philipp Koellinger,David Cesarini,Daniel J. Benjamin +296 more
TL;DR: In this article, the results of a genome-wide association study (GWAS) for educational attainment were reported, showing that single-nucleotide polymorphisms associated with educational attainment disproportionately occur in genomic regions regulating gene expression in the fetal brain.
Genome-wide association study identifies 74 loci associated with educational attainment
Aysu Okbay,Jonathan P. Beauchamp,Mark Alan Fontana,James J. Lee,Tune H. Pers,Cornelius A. Rietveld,Patrick Turley,Guo-Bo Chen,Valur Emilsson,S. Fleur W. Meddens,Sven Oskarsson,Joseph K. Pickrell,Kevin Thom,Pascal Timshel,Ronald de Vlaming,Abdel Abdellaoui,Tarunveer S. Ahluwalia,Jonas Bacelis,Clemens Baumbach,Gyda Bjornsdottir,Johannes H. Brandsma,Maria Pina Concas,Jaime Derringer,Nicholas A. Furlotte,Tessel E. Galesloot,Giorgia Girotto,Richa Gupta,Leanne M. Hall,Sarah E. Harris,Edith Hofer,Momoko Horikoshi,Jennifer E. Huffman,Kadri Kaasik,Ioanna P. Kalafati,Robert Karlsson,Augustine Kong,Jari Lahti,Sven J. van der Lee,Christiaan de Leeuw,Penelope A. Lind,Karl-Oskar Lindgren,Tian Liu,Massimo Mangino,Jonathan Marten,Evelin Mihailov,Michael B. Miller,Peter J. van der Most,Christopher Oldmeadow,Antony Payton,Natalia Pervjakova,Wouter J. Peyrot,Yong Qian,Olli T. Raitakari,Rico Rueedi,Erika Salvi,Brge Schmidt,Katharina E. Schraut,Jianxin Shi,Albert V. Smith,Raymond A. Poot,Beate St Pourcain,Alexander Teumer,Gudmar Thorleifsson,Niek Verweij,Dragana Vuckovic,Juergen Wellmann,Harm-Jan Westra,Jingyun Yang,Wei Zhao,Zhihong Zhu,Behrooz Z. Alizadeh,Najaf Amin,Andrew Bakshi,Sebastian E. Baumeister,Ginevra Biino,Klaus Bønnelykke,Patricia A. Boyle,Harry Campbell,Francesco P. Cappuccio,Gail Davies,Jan-Emmanuel De Neve,Panos Deloukas,Ilja Demuth,Jun Ding,Peter Eibich,Lewin Eisele,Niina Eklund,David M. Evans,Jessica D. Faul,Mary F. Feitosa,Andreas J. Forstner,Ilaria Gandin,Bjarni Gunnarsson,Bjarni V. Halldorsson,Tamara B. Harris,Andrew C. Heath,Lynne J. Hocking,Elizabeth G. Holliday,Georg Homuth,Michael A. Horan,Jouke-Jan Hottenga,Philip L. De Jager,Peter K. Joshi,Astanand Jugessur,Marika Kaakinen,Mika Kähönen,Stavroula Kanoni,Liisa Keltigangas-Jarvinen,Lambertus A. Kiemeney,Ivana Kolcic,Seppo Koskinen,Aldi T. Kraja,Martin Kroh,Zoltán Kutalik,Antti Latvala,Lenore J. Launer,Maël Lebreton,Douglas F. Levinson,Paul Lichtenstein,Peter Lichtner,David C. Liewald,Anu Loukola,Pamela A. F. Madden,Reedik Mägi,Tomi Mäki-Opas,Riccardo E. Marioni,Pedro Marques-Vidal,Gerardus A. Meddens,George McMahon,Christa Meisinger,Thomas Meitinger,Y. Milaneschi,Lili Milani,Grant W. Montgomery,Ronny Myhre,Christopher P. Nelson,Dale R. Nyholt,William E R Ollier,Aarno Palotie,Lavinia Paternoster,Nancy L. Pedersen,K. Petrovic,David J. Porteous,Katri Räikkönen,Susan M. Ring,Antonietta Robino,Olga Rostapshova,Igor Rudan,Aldo Rustichini,Veikko Salomaa,Alan R. Sanders,Antti-Pekka Sarin,Helena Schmidt,Rodney J. Scott,Blair H. Smith,Jennifer A. Smith,Jan A. Staessen,Elisabeth Steinhagen-Thiessen,Konstantin Strauch,Antonio Terracciano,Martin D. Tobin,Sheila Ulivi,Simona Vaccargiu,Lydia Quaye,Frank J. A. van Rooij,Cristina Venturini,Anna A. E. Vinkhuyzen,Uwe Völker,Henry Völzke,Judith M. Vonk,Diego Vozzi,Johannes Waage,Erin B. Ware,Gonneke Willemsen,John Attia,David A. Bennett,Klaus Berger,Lars Bertram,Hans Bisgaard,Dorret I. Boomsma,Ingrid B. Borecki,Ute Bültmann,Christopher F. Chabris,Francesco Cucca,Daniele Cusi,Ian J. Deary,George Dedoussis,Cornelia M. van Duijn,Johan G. Eriksson,Barbara Franke,Lude Franke,Paolo Gasparini,Pablo V. Gejman,Christian Gieger,Hans-Jörgen Grabe,Jacob Gratten,Patrick J. F. Groenen,Vilmundur Gudnason,Pim van der Harst,Caroline Hayward,David A. Hinds,Wolfgang Hoffmann,Elina Hyppnen,William G. Iacono,Bo Jacobsson,Marjo-Riitta Järvelin,Karl-Heinz Jöckel,Jaakko Kaprio,Sharon L.R. Kardia,Terho Lehtimäki,Steven F. Lehrer,Patrik K. E. Magnusson,Nicholas G. Martin,Matt McGue,Andres Metspalu,Neil Pendleton,Brenda W.J.H. Penninx,Markus Perola,Nicola Pirastu,Mario Pirastu,Ozren Polasek,Danielle Posthuma,Christine Power,Michael A. Province,Nilesh J. Samani,David Schlessinger,Reinhold Schmidt,Thorkild I. A. Sørensen,Tim D. Spector,Kari Stefansson,Unnur Thorsteinsdottir,Roy Thurik,Nicholas J. Timpson,Henning Tiemeier,Joyce Y. Tung,André G. Uitterlinden,Veronique Vitart,Peter Vollenweider,David R. Weir,James F. Wilson,Alan F. Wright,Dalton Conley,Robert F. Krueger,George Davey Smith,Albert Hofman,David Laibson,Sarah E. Medland,Michelle N. Meyer,Jian Yang,Magnus Johannesson,Peter M. Visscher,Tõnu Esko,Philipp Koellinger,David Cesarini,Daniel J. Benjamin +254 more
Journal ArticleDOI
Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses
Aysu Okbay,Bart M. L. Baselmans,Jan-Emmanuel De Neve,Patrick Turley,Michel G. Nivard,Mark Alan Fontana,S. Fleur W. Meddens,S. Fleur W. Meddens,S. Fleur W. Meddens,Richard Karlsson Linnér,Richard Karlsson Linnér,Richard Karlsson Linnér,Cornelius A. Rietveld,Jaime Derringer,Jacob Gratten,James J. Lee,Jimmy Z. Liu,Ronald de Vlaming,Tarunveer S. Ahluwalia,Tarunveer S. Ahluwalia,Jadwiga Buchwald,Alana Cavadino,Alexis C. Frazier-Wood,Nicholas A. Furlotte,Victoria Garfield,Marie Henrike Geisel,Juan R. González,Saskia Haitjema,Robert Karlsson,Sander W. van der Laan,Karl-Heinz Ladwig,Jari Lahti,Sven J. van der Lee,Penelope A. Lind,Tian Liu,Lindsay K. Matteson,Evelin Mihailov,Michael B. Miller,Camelia C. Minică,Ilja M. Nolte,Dennis O. Mook-Kanamori,Peter J. van der Most,Christopher Oldmeadow,Yong Qian,Olli T. Raitakari,Olli T. Raitakari,Rajesh Rawal,Anu Realo,Anu Realo,Rico Rueedi,Rico Rueedi,Börge Schmidt,Albert V. Smith,Evie Stergiakouli,Toshiko Tanaka,Kent D. Taylor,Gudmar Thorleifsson,Juho Wedenoja,Juergen Wellmann,Harm-Jan Westra,Sara M. Willems,Wei Zhao,Najaf Amin,Andrew Bakshi,Sven Bergmann,Sven Bergmann,Gyda Bjornsdottir,Patricia A. Boyle,Samantha Cherney,Simon R. Cox,Gail Davies,Oliver S. P. Davis,Jun Ding,Nese Direk,Peter Eibich,Peter Eibich,Rebecca T. Emeny,Ghazaleh Fatemifar,Jessica D. Faul,Luigi Ferrucci,Andreas J. Forstner,Christian Gieger,Richa Gupta,Tamara B. Harris,Juliette Harris,Elizabeth G. Holliday,Jouke-Jan Hottenga,Philip L. De Jager,Philip L. De Jager,Philip L. De Jager,Marika Kaakinen,Marika Kaakinen,Eero Kajantie,Eero Kajantie,Ville Karhunen,Ivana Kolcic,Meena Kumari,Lenore J. Launer,Lude Franke,Ruifang Li-Gao,David C. Liewald,Marisa Koini,Anu Loukola,Pedro Marques-Vidal,Grant W. Montgomery,Miriam A. Mosing,Lavinia Paternoster,Alison Pattie,K. Petrovic,Laura Pulkki-Råback,Lydia Quaye,Katri Räikkönen,Igor Rudan,Rodney J. Scott,Jennifer A. Smith,Angelina R. Sutin,Angelina R. Sutin,Maciej Trzaskowski,Maciej Trzaskowski,Anna A. E. Vinkhuyzen,Lei Yu,Delilah Zabaneh,John Attia,David A. Bennett,Klaus Berger,Lars Bertram,Lars Bertram,Dorret I. Boomsma,Harold Snieder,Shun-Chiao Chang,Francesco Cucca,Ian J. Deary,Cornelia M. van Duijn,Johan G. Eriksson,Johan G. Eriksson,Ute Bültmann,Eco J. C. de Geus,Patrick J. F. Groenen,Vilmundur Gudnason,Torben Hansen,C.A. Hartman,Claire M. A. Haworth,Caroline Hayward,Andrew C. Heath,David A. Hinds,Elina Hyppönen,Elina Hyppönen,William G. Iacono,Marjo-Riitta Järvelin,Karl-Heinz Jöckel,Jaakko Kaprio,Jaakko Kaprio,Sharon L.R. Kardia,Liisa Keltikangas-Järvinen,Peter Kraft,Laura D. Kubzansky,Terho Lehtimäki,Patrik K. E. Magnusson,Nicholas G. Martin,Matt McGue,Andres Metspalu,Melinda Mills,Renée de Mutsert,Albertine J. Oldehinkel,Gerard Pasterkamp,Nancy L. Pedersen,Robert Plomin,Ozren Polasek,Christine Power,Stephen S. Rich,Frits R. Rosendaal,Hester M. den Ruijter,David Schlessinger,Helena Schmidt,Rauli Svento,Reinhold Schmidt,Behrooz Z. Alizadeh,Thorkild I. A. Sørensen,Thorkild I. A. Sørensen,Tim D. Spector,John M. Starr,Kari Stefansson,Kari Stefansson,Andrew Steptoe,Antonio Terracciano,Antonio Terracciano,Unnur Thorsteinsdottir,Unnur Thorsteinsdottir,Roy Thurik,Nicholas J. Timpson,Henning Tiemeier,André G. Uitterlinden,Peter Vollenweider,Gert G. Wagner,Gert G. Wagner,Gert G. Wagner,David R. Weir,Jian Yang,Dalton Conley,George Davey Smith,Albert Hofman,Albert Hofman,Magnus Johannesson,David Laibson,Sarah E. Medland,Michelle N. Meyer,Michelle N. Meyer,Joseph K. Pickrell,Tõnu Esko,Robert F. Krueger,Jonathan P. Beauchamp,Philipp Koellinger,Philipp Koellinger,Philipp Koellinger,Daniel J. Benjamin,Meike Bartels,David Cesarini +216 more
TL;DR: In this paper, the authors conducted genome-wide association studies of three phenotypes: subjective well-being (n = 298,420), depressive symptoms (n= 161,460), and neuroticism(n = 170,911).
Journal ArticleDOI
GWAS of 126,559 Individuals Identifies Genetic Variants Associated with Educational Attainment
Cornelius A. Rietveld,Sarah E. Medland,Jaime Derringer,Jian Yang,Tõnu Esko,Nicolas W. Martin,Nicolas W. Martin,Harm-Jan Westra,Konstantin Shakhbazov,Abdel Abdellaoui,Arpana Agrawal,Eva Albrecht,Behrooz Z. Alizadeh,Najaf Amin,John Barnard,Sebastian E. Baumeister,Kelly S. Benke,Lawrence F. Bielak,Jeffrey A. Boatman,Patricia A. Boyle,Gail Davies,Christiaan de Leeuw,Niina Eklund,Niina Eklund,Daniel S. Evans,Rudolf Ferhmann,Krista Fischer,Christian Gieger,Håkon K. Gjessing,Sara Hägg,Sara Hägg,Jennifer R. Harris,Caroline Hayward,Christina Holzapfel,Carla A. Ibrahim-Verbaas,Erik Ingelsson,Erik Ingelsson,Bo Jacobsson,Bo Jacobsson,Peter K. Joshi,Astanand Jugessur,Marika Kaakinen,Stavroula Kanoni,Juha Karjalainen,Ivana Kolcic,Kati Kristiansson,Kati Kristiansson,Zoltán Kutalik,Zoltán Kutalik,Jari Lahti,Sang Hong Lee,Peng Lin,Penelope A. Lind,Yongmei Liu,Kurt Lohman,Marisa Loitfelder,George McMahon,Pedro Marques Vidal,Osorio Meirelles,Lili Milani,Ronny Myhre,Marja-Liisa Nuotio,Marja-Liisa Nuotio,Christopher Oldmeadow,Katja Petrovic,Wouter J. Peyrot,Ozren Polasek,Lydia Quaye,Eva Reinmaa,John P. Rice,Thais S. Rizzi,Helena Schmidt,Reinhold Schmidt,Albert V. Smith,Jennifer A. Smith,Toshiko Tanaka,Antonio Terracciano,Antonio Terracciano,Matthijs J. H. M. van der Loos,Veronique Vitart,Henry Völzke,Jürgen Wellmann,Lei Yu,Wei Zhao,Jüri Allik,John Attia,Stefania Bandinelli,François Bastardot,Jonathan P. Beauchamp,David A. Bennett,Klaus Berger,Laura J. Bierut,Dorret I. Boomsma,Ute Bültmann,Harry Campbell,Christopher F. Chabris,Lynn Cherkas,Mina K. Chung,Francesco Cucca,Francesco Cucca,Mariza de Andrade,Philip L. De Jager,Jan-Emmanuel De Neve,Jan-Emmanuel De Neve,Ian J. Deary,George Dedoussis,Panos Deloukas,Maria Dimitriou,Guoný Eiríksdóttir,Martin F. Elderson,Johan G. Eriksson,David M. Evans,Jessica D. Faul,Luigi Ferrucci,Melissa E. Garcia,Henrik Grönberg,Vilmundur Guonason,Per Hall,Juliette Harris,Tamara B. Harris,Nicholas D. Hastie,Andrew C. Heath,Dena G. Hernandez,Wolfgang Hoffmann,Adriaan Hofman,Rolf Holle,Elizabeth G. Holliday,Jouke-Jan Hottenga,William G. Iacono,Thomas Illig,Marjo-Riitta Järvelin,Marjo-Riitta Järvelin,Marjo-Riitta Järvelin,Mika Kähönen,Jaakko Kaprio,Jaakko Kaprio,Robert M. Kirkpatrick,Matthew Kowgier,Antti Latvala,Antti Latvala,Lenore J. Launer,Debbie A Lawlor,Terho Lehtimäki,Jingmei Li,Paul Lichtenstein,Peter Lichtner,David C. Liewald,Pamela A. F. Madden,Patrik K. E. Magnusson,Tomi E. Mäkinen,Marco Masala,Matt McGue,Andres Metspalu,Andreas Mielck,Michael B. Miller,Grant W. Montgomery,Sutapa Mukherjee,Sutapa Mukherjee,Dale R. Nyholt,Ben A. Oostra,Lyle J. Palmer,Aarno Palotie,Aarno Palotie,Brenda W.J.H. Penninx,Markus Perola,Markus Perola,Markus Perola,Patricia A. Peyser,Martin Preisig,Katri Räikkönen,Olli T. Raitakari,Anu Realo,Susan M. Ring,Samuli Ripatti,Samuli Ripatti,Samuli Ripatti,Fernando Rivadeneira,Igor Rudan,Aldo Rustichini,Veikko Salomaa,Antti-Pekka Sarin,David Schlessinger,Rodney J. Scott,Harold Snieder,Beate St Pourcain,John M. Starr,Jae Hoon Sul,Ida Surakka,Ida Surakka,Rauli Svento,Alexander Teumer,Henning Tiemeier,Frank J. A. van Rooij,David R. Van Wagoner,Erkki Vartiainen,Jorma Viikari,Peter Vollenweider,Judith M. Vonk,Gérard Waeber,David R. Weir,H.-Erich Wichmann,Elisabeth Widen,Gonneke Willemsen,James F. Wilson,Alan F. Wright,Dalton Conley,George Davey-Smith,Lude Franke,Patrick J. F. Groenen,Albert Hofman,Magnus Johannesson,Sharon L.R. Kardia,Robert F. Krueger,David Laibson,Nicholas G. Martin,Michelle N. Meyer,Michelle N. Meyer,Danielle Posthuma,Danielle Posthuma,Roy Thurik,Nicholas J. Timpson,André G. Uitterlinden,Cornelia M. van Duijn,Cornelia M. van Duijn,Peter M. Visscher,Peter M. Visscher,Daniel J. Benjamin,David Cesarini,David Cesarini,David Cesarini,Philipp Koellinger +230 more
TL;DR: In this article, a genome-wide association study of educational attainment was conducted in a discovery sample of 101,069 individuals and a replication sample of 25,490 individuals, and three independent SNPs are genome wide significant (rs9320913, rs11584700, rs4851266).