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Genetic and environmental variation in educational attainment: an individual-based analysis of 28 twin cohorts

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dc.contributor.author Silventoinen, Karri
dc.contributor.author Jelenkovic, Aline
dc.contributor.author Sund, Reijo
dc.contributor.author Latvala, Antti
dc.contributor.author Honda, Chika
dc.contributor.author Inui, Fujio
dc.contributor.author Tomizawa, Rie
dc.contributor.author Watanabe, Mikio
dc.contributor.author Sakai, Norio
dc.contributor.author Rebato, Esther
dc.contributor.author Busjahn, Andreas
dc.contributor.author Tyler, Jessica
dc.contributor.author Hopper, John-L
dc.contributor.author Ordoñana, Juan-Ramón
dc.contributor.author Sánchez-Romera, Juan-F
dc.contributor.author Colodro-Conde, Lucía
dc.contributor.author Calais-Ferreira, Lucas
dc.contributor.author Oliveira, Vinicius-C
dc.contributor.author Ferreira, Paulo-H
dc.contributor.author Medda, Emanuela
dc.contributor.author Nistico, Lorenza
dc.contributor.author Toccaceli, Virgilia
dc.contributor.author Derom, Catherine-A
dc.contributor.author Vlietinck, Robert-F
dc.contributor.author Loos, Ruth-JF
dc.contributor.author Siribaddana, Sisira-H
dc.contributor.author Hotopf, Matthew
dc.contributor.author Sumathipala, Athula
dc.contributor.author Rijsdijk, Fruhling
dc.contributor.author Duncan, Glen-E
dc.contributor.author Buchwald, Dedra
dc.contributor.author Tynelius, Per
dc.contributor.author Rasmussen, Finn
dc.contributor.author Tan, Qihua
dc.contributor.author Zhang, Dongfeng
dc.contributor.author Pang, Zengchang
dc.contributor.author Magnusson, Patrik-KE
dc.contributor.author Pedersen, Nancy-L
dc.contributor.author Aslan, Anna-KDahl
dc.contributor.author Hwang, Amie-E
dc.contributor.author Mack, Thomas-M
dc.contributor.author Krueger, Robert-F
dc.contributor.author McGue, Matt
dc.contributor.author Pahlen, Shandell
dc.contributor.author Brandt, Ingunn
dc.contributor.author Nilsen, Thomas-S
dc.contributor.author Harris, Jennifer-R
dc.contributor.author Martín, Nicholas-G
dc.contributor.author Medland, Sarah-E
dc.contributor.author Montgomery, Grant-W
dc.contributor.author Willemsen, Gonneke
dc.contributor.author Bartels, Meike
dc.contributor.author van-Beijsterveldt, Catharina-EM
dc.contributor.author Franz, Carol-E
dc.contributor.author Kremen, William-S
dc.contributor.author Lyons, Michael-J
dc.contributor.author Silberg, Judy-L
dc.contributor.author Maes, Hermine-H
dc.contributor.author Kandler, Christian
dc.contributor.author Nelson, Tracy-L
dc.contributor.author Whitfield, Keith-E
dc.contributor.author Corley, Robin-P
dc.contributor.author Huibregtse, Brooke-M
dc.contributor.author Gatz, Margaret
dc.contributor.author Butler, David-A
dc.contributor.author Tarnoki, Adam-D
dc.contributor.author Tarnoki, David-L
dc.contributor.author Park, Hang-A
dc.contributor.author Lee, Jooyeon
dc.contributor.author Lee, Soo-Ji
dc.contributor.author Sung, Joohon
dc.contributor.author Yokoyama, Yoshie
dc.contributor.author Sorensen, Thorkild-IA
dc.contributor.author Boomsma, Dorret
dc.contributor.author Kaprio, Jaakko
dc.date.accessioned 2025-11-19T15:34:58Z
dc.date.available 2025-11-19T15:34:58Z
dc.date.issued 2020-07
dc.identifier.citation Silventoinen K, Jelenkovic A, Sund R, Latvala A, Honda C, Inui F, et al. Genetic and environmental variation in educational attainment: an individual-based analysis of 28 twin cohorts. Sci Rep. 29 de julio de 2020;10(1):12681.
dc.identifier.issn 2045-2322
dc.identifier.uri https://sms.carm.es/ricsmur/handle/123456789/21225
dc.description.abstract We investigated the heritability of educational attainment and how it differed between birth cohorts and cultural-geographic regions. A classical twin design was applied to pooled data from 28 cohorts representing 16 countries and including 193,518 twins with information on educational attainment at 25 years of age or older. Genetic factors explained the major part of individual differences in educational attainment (heritability: a(2) = 0.43; 0.41-0.44), but also environmental variation shared by co-twins was substantial (c(2) = 0.31; 0.30-0.33). The proportions of educational variation explained by genetic and shared environmental factors did not differ between Europe, North America and Australia, and East Asia. When restricted to twins 30 years or older to confirm finalized education, the heritability was higher in the older cohorts born in 1900-1949 (a(2) = 0.44; 0.41-0.46) than in the later cohorts born in 1950-1989 (a(2) = 0.38; 0.36-0.40), with a corresponding lower influence of common environmental factors (c(2) = 0.31; 0.29-0.33 and c(2) = 0.34; 0.32-0.36, respectively). In conclusion, both genetic and environmental factors shared by co-twins have an important influence on individual differences in educational attainment. The effect of genetic factors on educational attainment has decreased from the cohorts born before to those born after the 1950s.
dc.language.iso eng
dc.publisher NATURE PORTFOLIO
dc.rights Atribución-NoComercial-SinDerivadas 3.0 España
dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/3.0/es *
dc.subject.mesh Academic Success
dc.subject.mesh Adult
dc.subject.mesh Australia
dc.subject.mesh Cohort Studies
dc.subject.mesh Educational Status
dc.subject.mesh Europe
dc.subject.mesh Asia, Eastern
dc.subject.mesh Female
dc.subject.mesh Gene-Environment Interaction
dc.subject.mesh Humans
dc.subject.mesh Male
dc.subject.mesh North America
dc.subject.mesh Quantitative Trait, Heritable
dc.subject.mesh Twins, Dizygotic/education/genetics
dc.subject.mesh Twins, Monozygotic/education/genetics
dc.title Genetic and environmental variation in educational attainment: an individual-based analysis of 28 twin cohorts
dc.type info:eu-repo/semantics/article
dc.identifier.pmid 32728164
dc.relation.publisherversion https://www.nature.com/articles/s41598-020-69526-6
dc.identifier.doi 10.1038/s41598-020-69526-6
dc.journal.title Scientific Reports


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