Back to Search Start Over

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

Authors :
Okbay, Aysu
Beauchamp, JP
Fontana, MA
Lee, JJ
Pers, TH
Rietveld, Niels
Turley, P
Chen, GB
Emilsson, V
Meddens, SFW
Oskarsson, S
Pickrell, JK
Thom, K
Timshel, P
Vlaming, Ronald
Abdellaoui, A
Ahluwalia, TS
Bacelis, J
Baumbach, C
Bjornsdottir, G
Brandsma, Johan
Concas, MP
Derringer, J
Furlotte, NA
Galesloot, TE
Girotto, G
Gupta, R
Hall, LM
Harris, SE
Hofer, E
Horikoshi, M
Huffman, JE
Kaasik, K
Kalafati, IP
Karlsson, R
Kong, A
Lahti, J
van der Lee, Sven
de Leeuw, C
Lind, PA
Lindgren, KO
Liu, T
Mangino, M
Marten, J
Mihailov, E
Miller, MB
van der Most, PJ
Oldmeadow, C
Payton, A
Pervjakova, N
Peyrot, WJ
Qian, Y
Raitakari, O
Rueedi, R
Salvi, E
Schmidt, B
Schraut, KE
Shi, JX
Smith, AV
Poot, Raymond
St Pourcain, B
Teumer, A
Thorleifsson, G
Verweij, N (Niek)
Vuckovic, D
Wellmann, J
Westra, HJ
Yang, JY
Zhao, W
Zhu, ZH
Alizadeh, BZ
Amin, Najaf
Bakshi, A
Baumeister, SE
Biino, G
Bonnelykke, K
Boyle, PA
Campbell, H
Cappuccio, FP
Davies, G
De Neve, JE
Deloukas, P
Demuth, I
Ding, J
Eibich, P
Eisele, L
Eklund, N
Evans, DM
Faul, JD
Feitosa, MF
Forstner, AJ
Gandin, I
Gunnarsson, B
Halldorsson, BV
Harris, TB
Heath, AC
Hocking, LJ
Holliday, EG
Homuth, G
Horan, MA
Hottenga, JJ
De Jager, PL
Joshi, PK
Jugessur, A
Kaakinen, MA
Kahonen, M
Kanoni, S
Keltigangas-Jarvinen, L
Kiemeney, LALM
Kolcic, I
Koskinen, S
Kraja, AT
Kroh, M
Kutalik, Z
Latvala, A
Launer, LJ
Lebreton, MP
Levinson, DF
Lichtenstein, P
Lichtner, P
Liewald, DCM
Loukola, A
Madden, PA
Magi, R
Maki-Opas, T
Marioni, RE
Marques-Vidal, P
Meddens, GA
McMahon, G
Meisinger, C
Meitinger, T
Milaneschi, Y
Milani, L
Montgomery, GW
Myhre, R
Nelson, CP
Nyholt, DR
Ollier, WER
Palotie, A
Paternoster, L
Pedersen, NL
Petrovic, KE
Porteous, DJ
Raikkonen, K
Ring, SM
Robino, A
Rostapshova, O
Rudan, I
Rustichini, A
Salomaa, V
Sanders, AR
Sarin, AP
Schmidt, Heléna
Scott, RJ
Smith, BH
Smith, JA
Staessen, JA
Steinhagen-Thiessen, E
Strauch, K
Terracciano, A
Tobin, MD
Ulivi, S
Vaccargiu, S
Quaye, L
van Rooij, FJA
Venturini, C
Vinkhuyzen, AAE
Volker, U
Volzke, H
Vonk, JM
Vozzi, D
Waage, J
Ware, EB
Willemsen, G
Attia, JR
Bennett, DA
Berger, K
Bertram, L
Bisgaard, H
Boomsma, DI
Borecki, IB
Bultmann, U
Chabris, CF
Cucca, F
Cusi, D
Deary, IJ
Dedoussis, GV
Duijn, Cornelia
Eriksson, JG
Franke, B
Franke, L
Gasparini, P
Gejman, PV
Gieger, C
Grabe, HJ
Gratten, J
Groenen, Patrick
Gudnason, V
van der Harst, P
Hayward, C
Hinds, DA
Hoffmann, W
Hyppnen, E
Iacono, WG
Jacobsson, B
Jarvelin, MR
Jockel, KH
Kaprio, J
Kardia, SLR
Lehtimaki, T
Lehrer, SF
Magnusson, PKE
Martin, NG
McGue, M
Metspalu, A
Pendleton, N
Penninx, BWJH
Perola, M
Pirastu, N
Pirastu, M
Polasek, O
Posthuma, Daniëlle
Power, C
Province, MA
Samani, NJ
Schlessinger, D
Schmidt, R
Sorensen, TIA
Spector, TD
Stefansson, K
Thorsteinsdottir, U
Thurik, Roy
Timpson, NJ
Tiemeier, Henning
Tung, JY
Uitterlinden, André
Vitart, V
Vollenweider, P
Weir, DR
Wilson, JF
Wright, AF
Conley, DC
Krueger, RF
Smith, GD
Hofman, Bert
Laibson, DI
Medland, SE
Meyer, MN
Yang, Jiaqi
Johannesson, M
Visscher, PM
Esko, T
Koellinger, PD
Cesarini, D
Benjamin, DJ
Okbay, Aysu
Beauchamp, JP
Fontana, MA
Lee, JJ
Pers, TH
Rietveld, Niels
Turley, P
Chen, GB
Emilsson, V
Meddens, SFW
Oskarsson, S
Pickrell, JK
Thom, K
Timshel, P
Vlaming, Ronald
Abdellaoui, A
Ahluwalia, TS
Bacelis, J
Baumbach, C
Bjornsdottir, G
Brandsma, Johan
Concas, MP
Derringer, J
Furlotte, NA
Galesloot, TE
Girotto, G
Gupta, R
Hall, LM
Harris, SE
Hofer, E
Horikoshi, M
Huffman, JE
Kaasik, K
Kalafati, IP
Karlsson, R
Kong, A
Lahti, J
van der Lee, Sven
de Leeuw, C
Lind, PA
Lindgren, KO
Liu, T
Mangino, M
Marten, J
Mihailov, E
Miller, MB
van der Most, PJ
Oldmeadow, C
Payton, A
Pervjakova, N
Peyrot, WJ
Qian, Y
Raitakari, O
Rueedi, R
Salvi, E
Schmidt, B
Schraut, KE
Shi, JX
Smith, AV
Poot, Raymond
St Pourcain, B
Teumer, A
Thorleifsson, G
Verweij, N (Niek)
Vuckovic, D
Wellmann, J
Westra, HJ
Yang, JY
Zhao, W
Zhu, ZH
Alizadeh, BZ
Amin, Najaf
Bakshi, A
Baumeister, SE
Biino, G
Bonnelykke, K
Boyle, PA
Campbell, H
Cappuccio, FP
Davies, G
De Neve, JE
Deloukas, P
Demuth, I
Ding, J
Eibich, P
Eisele, L
Eklund, N
Evans, DM
Faul, JD
Feitosa, MF
Forstner, AJ
Gandin, I
Gunnarsson, B
Halldorsson, BV
Harris, TB
Heath, AC
Hocking, LJ
Holliday, EG
Homuth, G
Horan, MA
Hottenga, JJ
De Jager, PL
Joshi, PK
Jugessur, A
Kaakinen, MA
Kahonen, M
Kanoni, S
Keltigangas-Jarvinen, L
Kiemeney, LALM
Kolcic, I
Koskinen, S
Kraja, AT
Kroh, M
Kutalik, Z
Latvala, A
Launer, LJ
Lebreton, MP
Levinson, DF
Lichtenstein, P
Lichtner, P
Liewald, DCM
Loukola, A
Madden, PA
Magi, R
Maki-Opas, T
Marioni, RE
Marques-Vidal, P
Meddens, GA
McMahon, G
Meisinger, C
Meitinger, T
Milaneschi, Y
Milani, L
Montgomery, GW
Myhre, R
Nelson, CP
Nyholt, DR
Ollier, WER
Palotie, A
Paternoster, L
Pedersen, NL
Petrovic, KE
Porteous, DJ
Raikkonen, K
Ring, SM
Robino, A
Rostapshova, O
Rudan, I
Rustichini, A
Salomaa, V
Sanders, AR
Sarin, AP
Schmidt, Heléna
Scott, RJ
Smith, BH
Smith, JA
Staessen, JA
Steinhagen-Thiessen, E
Strauch, K
Terracciano, A
Tobin, MD
Ulivi, S
Vaccargiu, S
Quaye, L
van Rooij, FJA
Venturini, C
Vinkhuyzen, AAE
Volker, U
Volzke, H
Vonk, JM
Vozzi, D
Waage, J
Ware, EB
Willemsen, G
Attia, JR
Bennett, DA
Berger, K
Bertram, L
Bisgaard, H
Boomsma, DI
Borecki, IB
Bultmann, U
Chabris, CF
Cucca, F
Cusi, D
Deary, IJ
Dedoussis, GV
Duijn, Cornelia
Eriksson, JG
Franke, B
Franke, L
Gasparini, P
Gejman, PV
Gieger, C
Grabe, HJ
Gratten, J
Groenen, Patrick
Gudnason, V
van der Harst, P
Hayward, C
Hinds, DA
Hoffmann, W
Hyppnen, E
Iacono, WG
Jacobsson, B
Jarvelin, MR
Jockel, KH
Kaprio, J
Kardia, SLR
Lehtimaki, T
Lehrer, SF
Magnusson, PKE
Martin, NG
McGue, M
Metspalu, A
Pendleton, N
Penninx, BWJH
Perola, M
Pirastu, N
Pirastu, M
Polasek, O
Posthuma, Daniëlle
Power, C
Province, MA
Samani, NJ
Schlessinger, D
Schmidt, R
Sorensen, TIA
Spector, TD
Stefansson, K
Thorsteinsdottir, U
Thurik, Roy
Timpson, NJ
Tiemeier, Henning
Tung, JY
Uitterlinden, André
Vitart, V
Vollenweider, P
Weir, DR
Wilson, JF
Wright, AF
Conley, DC
Krueger, RF
Smith, GD
Hofman, Bert
Laibson, DI
Medland, SE
Meyer, MN
Yang, Jiaqi
Johannesson, M
Visscher, PM
Esko, T
Koellinger, PD
Cesarini, D
Benjamin, DJ
Source :
Okbay , A , Beauchamp , JP , Fontana , MA , Lee , JJ , Pers , TH , Rietveld , N , Turley , P , Chen , GB , Emilsson , V , Meddens , SFW , Oskarsson , S , Pickrell , JK , Thom , K , Timshel , P , Vlaming , R , Abdellaoui , A , Ahluwalia , TS , Bacelis , J , Baumbach , C , Bjornsdottir , G , Brandsma , J , Concas , MP , Derringer , J , Furlotte , NA , Galesloot , TE , Girotto , G , Gupta , R , Hall , LM , Harris , SE , Hofer , E , Horikoshi , M , Huffman , JE , Kaasik , K , Kalafati , IP , Karlsson , R , Kong , A , Lahti , J , van der Lee , S , de Leeuw , C , Lind , PA , Lindgren , KO , Liu , T , Mangino , M , Marten , J , Mihailov , E , Miller , MB , van der Most , PJ , Oldmeadow , C , Payton , A , Pervjakova , N , Peyrot , WJ , Qian , Y , Raitakari , O , Rueedi , R , Salvi , E , Schmidt , B , Schraut , KE , Shi , JX , Smith , AV , Poot , R , St Pourcain , B , Teumer , A , Thorleifsson , G , Verweij , N , Vuckovic , D , Wellmann , J , Westra , HJ , Yang , JY , Zhao , W , Zhu , ZH , Alizadeh , BZ , Amin , N , Bakshi , A , Baumeister , SE , Biino , G , Bonnelykke , K , Boyle , PA , Campbell , H , Cappuccio , FP , Davies , G , De Neve , JE , Deloukas , P , Demuth , I , Ding , J , Eibich , P , Eisele , L , Eklund , N , Evans , DM , Faul , JD , Feitosa , MF , Forstner , AJ , Gandin , I , Gunnarsson , B , Halldorsson , BV , Harris , TB , Heath , AC , Hocking , LJ , Holliday , EG , Homuth , G , Horan , MA , Hottenga , JJ , De Jager , PL , Joshi , PK , Jugessur , A , Kaakinen , MA , Kahonen , M , Kanoni , S , Keltigangas-Jarvinen , L , Kiemeney , LALM , Kolcic , I , Koskinen , S , Kraja , AT , Kroh , M , Kutalik , Z , Latvala , A , Launer , LJ , Lebreton , MP , Levinson , DF , Lichtenstein , P , Lichtner , P , Liewald , DCM , Loukola , A , Madden , PA , Magi , R , Maki-Opas , T , Marioni , RE , Marques-Vidal , P , Meddens , GA , McMahon , G , Meisinger , C , Meitinger , T , Milaneschi , Y , Milani , L , Montgomery , GW , Myhre , R , Nelson , CP , Nyholt , DR , Ollier , WER ,
Publication Year :
2016

Abstract

Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals(1). Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample(1,2) of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.

Details

Database :
OAIster
Journal :
Okbay , A , Beauchamp , JP , Fontana , MA , Lee , JJ , Pers , TH , Rietveld , N , Turley , P , Chen , GB , Emilsson , V , Meddens , SFW , Oskarsson , S , Pickrell , JK , Thom , K , Timshel , P , Vlaming , R , Abdellaoui , A , Ahluwalia , TS , Bacelis , J , Baumbach , C , Bjornsdottir , G , Brandsma , J , Concas , MP , Derringer , J , Furlotte , NA , Galesloot , TE , Girotto , G , Gupta , R , Hall , LM , Harris , SE , Hofer , E , Horikoshi , M , Huffman , JE , Kaasik , K , Kalafati , IP , Karlsson , R , Kong , A , Lahti , J , van der Lee , S , de Leeuw , C , Lind , PA , Lindgren , KO , Liu , T , Mangino , M , Marten , J , Mihailov , E , Miller , MB , van der Most , PJ , Oldmeadow , C , Payton , A , Pervjakova , N , Peyrot , WJ , Qian , Y , Raitakari , O , Rueedi , R , Salvi , E , Schmidt , B , Schraut , KE , Shi , JX , Smith , AV , Poot , R , St Pourcain , B , Teumer , A , Thorleifsson , G , Verweij , N , Vuckovic , D , Wellmann , J , Westra , HJ , Yang , JY , Zhao , W , Zhu , ZH , Alizadeh , BZ , Amin , N , Bakshi , A , Baumeister , SE , Biino , G , Bonnelykke , K , Boyle , PA , Campbell , H , Cappuccio , FP , Davies , G , De Neve , JE , Deloukas , P , Demuth , I , Ding , J , Eibich , P , Eisele , L , Eklund , N , Evans , DM , Faul , JD , Feitosa , MF , Forstner , AJ , Gandin , I , Gunnarsson , B , Halldorsson , BV , Harris , TB , Heath , AC , Hocking , LJ , Holliday , EG , Homuth , G , Horan , MA , Hottenga , JJ , De Jager , PL , Joshi , PK , Jugessur , A , Kaakinen , MA , Kahonen , M , Kanoni , S , Keltigangas-Jarvinen , L , Kiemeney , LALM , Kolcic , I , Koskinen , S , Kraja , AT , Kroh , M , Kutalik , Z , Latvala , A , Launer , LJ , Lebreton , MP , Levinson , DF , Lichtenstein , P , Lichtner , P , Liewald , DCM , Loukola , A , Madden , PA , Magi , R , Maki-Opas , T , Marioni , RE , Marques-Vidal , P , Meddens , GA , McMahon , G , Meisinger , C , Meitinger , T , Milaneschi , Y , Milani , L , Montgomery , GW , Myhre , R , Nelson , CP , Nyholt , DR , Ollier , WER ,
Notes :
application/pdf, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1405292548
Document Type :
Electronic Resource