{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"submitter":["Okbay A"],"funding":["Economic and Social Research Council","Vetenskapsrådet","Department of Education and Training | Australian Research Council","NIA NIH HHS","U.S. Department of Health &amp; Human Services | NIH | National Institute on Aging","NIMH NIH HHS","F.G. Meade Scholarship and UQ Research Training Scholarship from the University of Queensland Senate","Li Ka Shing Foundation","Pershing Square Foundation","Department of Health | National Health and Medical Research Council","Lundbeck Foundation","Ragnar Söderbergs stiftelse","European Research Council","Steno Diabetes Center Copenhagen (SDCC)","Medical Research Council","Dutch Research Council (NWO)","Riksbankens Jubileumsfond","Genome Canada"],"pagination":["437-449"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC9005349"],"repository":["biostudies-literature"],"omics_type":["Unknown"],"volume":["54(4)"],"pubmed_abstract":["We conduct a genome-wide association study (GWAS) of educational attainment (EA) in a sample of ~3 million individuals and identify 3,952 approximately uncorrelated genome-wide-significant single-nucleotide polymorphisms (SNPs). A genome-wide polygenic predictor, or polygenic index (PGI), explains 12-16% of EA variance and contributes to risk prediction for ten diseases. Direct effects (i.e., controlling for parental PGIs) explain roughly half the PGI's magnitude of association with EA and other phenotypes. The correlation between mate-pair PGIs is far too large to be consistent with phenotypic assortment alone, implying additional assortment on PGI-associated factors. In an additional GWAS of dominance deviations from the additive model, we identify no genome-wide-significant SNPs, and a "],"journal":["Nature genetics"],"pubmed_title":["Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals."],"pmcid":["PMC9005349"],"funding_grant_id":["R01 AG015819","E42/15","2019-00244","ES/T014431/1","GNT113400","R01 AG034374","K99-AG062787-01","MR/S019669/1","P30 AG072975","R56 AG042568","R190-2014-3904","DE200100425","SDCC 3.A Complications","R01 AG042568","U01 MH109539","R24-AG065184","K99 AG062787","R24 AG065184","016.Veni.198.058","MC_UU_00007/10","R00 AG062787","P30 AG010161","FL180100072","R01-AG042568","P18-0782:18","R01 MH101244","R56-AG058726","421-2013-1061","R56 AG058726","OGI-152","R01 AG017917","647648"],"pubmed_authors":["Lebreton MP","Pickrell JK","Kaprio J","Kardia SLR","Martin NG","Uitterlinden AG","Sarin AP","Northover CAM","Okbay A","Verweij N","Miller MB","Jayashankar H","23andMe Research Team","Fontana MA","Grabe HJ","Latvala A","Holliday EG","Pendleton N","Esko T","Weir DR","Nehzati SM","Poot RA","Horan MA","Milani L","Girotto G","Gandin I","Robino A","Tiemeier H","Strauch K","Marioni RE","Scott RJ","Berger K","Cesarini D","Bryc K","Thorsteinsdottir U","Gunnarsson B","Vaccargiu S","Fontanillas P","Concas MP","Zhu Z","Huffman JE","Kiemeney LALM","Zhao W","Gratten J","Vonk JM","Young AI","Penninx BWJH","Emilsson V","Auton A","Timpson NJ","Johannesson M","Nyholt DR","Thom K","McMahon G","Smith AV","Quaye L","Laibson D","Gupta R","Eisele L","Vozzi D","Kweon H","Myhre R","van Rooij FJA","Tian C","Demuth I","Raikkonen K","Smith BH","Brandsma JH","Volker U","Bertram L","Bisgaard H","Milaneschi Y","Elson SL","Baumbach C","de Vlaming R","Wellmann J","Yengo L","Huber KE","Faul JD","Oldmeadow C","Vollenweider P","Pourcain BS","Cusi D","Alizadeh BZ","Tung JY","Loukola A","Hicks B","Perola M","Rustichini A","Salvi E","Thorleifsson G","Vinkhuyzen AAE","Evans DM","Wilson JF","Gasparini P","Medland SE","Lee JJ","Timshel P","Cappuccio FP","Ahluwalia TS","Furlotte NA","Lahti J","Marques-Vidal P","Gieger C","Magi R","Willemsen G","McCreight JC","Heath AC","Kahonen M","Meisinger C","Rostapshova O","van Duijn CM","Eriksson JG","Eibich P","Jarvelin MR","Samani NJ","Kaasik K","Freese J","Hall LM","Bjornsdottir G","Jockel KH","Schraut KE","Feitosa MF","Liu T","Derringer J","Westra HJ","Jiang Y","Shelton JF","Kalafati IP","Forstner AJ","Agee M","Mangino M","Lind PA","Herd P","Hottenga JJ","Iacono WG","Sazonova OV","Montgomery GW","Homuth G","Metspalu A","Beauchamp JP","Bennett M","Pervjakova N","Venturini C","Lindgren KO","Launer LJ","Hypponen E","Shringarpure S","Ring SM","Ulivi S","Province MA","Volzke H","Laibson DI","Hocking LJ","Koellinger PD","Biino G","Gudnason V","Attia JR","Bakshi A","Levinson DF","Pirastu M","Palotie A","Pirastu N","Goldman G","Harris SE","Deary IJ","Gejman PV","Meyer MN","Hayward C","Bonnelykke K","Jugessur A","Cucca F","Hoffmann W","Visscher PM","Peyrot WJ","Madden PA","Gjorgjieva T","Raitakari O","Nelson CP","Magnusson PKE","Posthuma D","Sathirapongsasuti JF","Steinhagen-Thiessen E","Chabris CF","Sorensen TIA","Staessen JA","Chen GB","Baumeister SE","Vuckovic D","Harris TB","Petrovic KE","Ware EB","Turley P","Davies G","Keltigangas-Jarvinen L","Tobin MD","Franke L","Borecki IB","Amin N","Kraja AT","Salomaa V","Vacic V","Dedoussis GV","Rueedi R","Franke B","Groenen PJF","Hinds DA","Deloukas P","Paternoster L","Kong A","Pedersen NL","Hofman A","Kanoni S","Smith JA","Boomsma DI","Eklund N","Terracciano A","Liewald DCM","Qian Y","Bennett DA","Pers TH","Teumer A","Shi J","Karlsson R","De Neve JE","Kaakinen MA","Schmidt B","Kolcic I","Stefansson K","Payton A","Sanders AR","Bell RK","Schmidt H","Wang N","Meddens SFW","Schmidt R","Watson C","Bultmann U","Spector TD","Marten J","Meitinger T","Joshi PK","Wu Y","Meddens GA","Yang J","Bacelis J","Wilson CH","Wright AF","Pitts SJ","de Jager PL","Porteous DJ","Ollier WER","Rietveld CA","Maki-Opas T","Abdellaoui A","Horikoshi M","Litterman NK","Boyle PA","Kroh M","Conley D","Benjamin DJ","McGue M","Oskarsson S","Kutalik Z","van der Most PJ","Polasek O","Hofer E","Halldorsson BV","Sidorenko J","Ding J","Social Science Genetic Association Consortium","Power C","Jacobsson B","Krueger RF","Schlessinger D","Mihailov E","Lehrer SF","de Leeuw C","Alipanahi B","McIntyre MH","van der Lee SJ","Koskinen S","van der Harst P","Lehtimaki T","Galesloot TE","Rudan I","Jala J","Lichtenstein P","Mountain JL","Vitart V","Conley DC","Campbell H","Lichtner P","Smith GD","Waage J","Thurik AR","Ahlskog R","Campbell A","Kleinman A"],"additional_accession":[]},"is_claimable":false,"name":"Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals.","description":"We conduct a genome-wide association study (GWAS) of educational attainment (EA) in a sample of ~3 million individuals and identify 3,952 approximately uncorrelated genome-wide-significant single-nucleotide polymorphisms (SNPs). A genome-wide polygenic predictor, or polygenic index (PGI), explains 12-16% of EA variance and contributes to risk prediction for ten diseases. Direct effects (i.e., controlling for parental PGIs) explain roughly half the PGI's magnitude of association with EA and other phenotypes. The correlation between mate-pair PGIs is far too large to be consistent with phenotypic assortment alone, implying additional assortment on PGI-associated factors. In an additional GWAS of dominance deviations from the additive model, we identify no genome-wide-significant SNPs, and a ","dates":{"release":"2022-01-01T00:00:00Z","publication":"2022 Apr","modification":"2026-06-03T10:21:23.174Z","creation":"2025-04-05T08:40:37.166Z"},"accession":"S-EPMC9005349","cross_references":{"pubmed":["35361970"],"doi":["10.1038/s41588-022-01016-z"]}}