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Replicability and Robustness of Genome-Wide-Association Studies for Behavioral Traits

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2014

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Association for Psychological Science
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Rietveld, Cornelius A., Dalton Conley, Nicholas Eriksson, Tonu Esko, Sarah E. Medland, Anna A. E. Vinkhuyzen, Jian Yang, et al. 2014. Replicability and Robustness of Genome-Wide-Association Studies for Behavioral Traits. Psychological Science 25, no. 11: 1975-1986.

Abstract

A recent genome-wide-association study of educational attainment identified three single-nucleotide polymorphisms (SNPs) whose associations, despite their small effect sizes (each (R^2 \approx 0.02%)), reached genome-wide significance ((p < 5 × 10^{−8})) in a large discovery sample and were replicated in an independent sample (p < .05). The study also reported associations between educational attainment and indices of SNPs called “polygenic scores.” In three studies, we evaluated the robustness of these findings. Study 1 showed that the associations with all three SNPs were replicated in another large (N = 34,428) independent sample. We also found that the scores remained predictive ((R^2 \approx 2%)) in regressions with stringent controls for stratification (Study 2) and in new within-family analyses (Study 3). Our results show that large and therefore well-powered genome-wide-association studies can identify replicable genetic associations with behavioral traits. The small effect sizes of individual SNPs are likely to be a major contributing factor explaining the striking contrast between our results and the disappointing replication record of most candidate-gene studies.

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behavior genetics, educational attainment, individual differences, genome-wide association study, population stratification

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