Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals

23andMe Research Team, COGENT (Cognitive Genomics Consortium), Social Science Genetic Association Consortium

    Research output: Contribution to journalArticle

    Abstract

    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.

    Original languageEnglish (US)
    Pages (from-to)1112-1121
    Number of pages10
    JournalNature Genetics
    Volume50
    Issue number8
    DOIs
    StatePublished - Aug 1 2018

    Fingerprint

    Genome-Wide Association Study
    Genetic Association Studies
    Single Nucleotide Polymorphism
    Genome
    Phenotype
    Neurons
    Chromosomes, Human, Pair 10
    X Chromosome
    Joints
    Communication
    Brain
    Research
    Genes

    ASJC Scopus subject areas

    • Genetics

    Cite this

    23andMe Research Team, COGENT (Cognitive Genomics Consortium), & Social Science Genetic Association Consortium (2018). Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. Nature Genetics, 50(8), 1112-1121. https://doi.org/10.1038/s41588-018-0147-3

    Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. / 23andMe Research Team; COGENT (Cognitive Genomics Consortium); Social Science Genetic Association Consortium.

    In: Nature Genetics, Vol. 50, No. 8, 01.08.2018, p. 1112-1121.

    Research output: Contribution to journalArticle

    23andMe Research Team, COGENT (Cognitive Genomics Consortium) & Social Science Genetic Association Consortium 2018, 'Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals', Nature Genetics, vol. 50, no. 8, pp. 1112-1121. https://doi.org/10.1038/s41588-018-0147-3
    23andMe Research Team, COGENT (Cognitive Genomics Consortium), Social Science Genetic Association Consortium. Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. Nature Genetics. 2018 Aug 1;50(8):1112-1121. https://doi.org/10.1038/s41588-018-0147-3
    23andMe Research Team ; COGENT (Cognitive Genomics Consortium) ; Social Science Genetic Association Consortium. / Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. In: Nature Genetics. 2018 ; Vol. 50, No. 8. pp. 1112-1121.
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