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

Author:

Rietveld Cornelius A.12,Conley Dalton3,Eriksson Nicholas4,Esko Tõnu5,Medland Sarah E.6,Vinkhuyzen Anna A. E.7,Yang Jian7,Boardman Jason D.89,Chabris Christopher F.10,Dawes Christopher T.11,Domingue Benjamin W.8,Hinds David A.4,Johannesson Magnus12,Kiefer Amy K.4,Laibson David13,Magnusson Patrik K. E.14,Mountain Joanna L.4,Oskarsson Sven15,Rostapshova Olga13,Teumer Alexander16,Tung Joyce Y.4,Visscher Peter M.717,Benjamin Daniel J.18,Cesarini David1920,Koellinger Philipp D.1221,Eriksson N.,Hinds D. A.,Kiefer A. K.,Mountain J. L.,Tung J. Y.,Medland S. E.,Vinkhuyzen A. A. E.,Yang J.,Visscher P. M.,Conley D.,Boardman J. D.,Dawes C. T.,Domingue B. W.,Rietveld C. A.,Benjamin D. J.,Cesarini D.,Koellinger P. D.,Conley D.,Eriksson N.,Esko T.,Chabris C. F.,Johannesson M.,Laibson D.,Magnusson P. K. E.,Oskarsson S.,Rostapshova O.,Teumer A.,Visscher P. M.,Benjamin D. J.,Cesarini D.,Koellinger P. D.,

Affiliation:

1. Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam

2. Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands

3. Department of Sociology, New York University

4. 23andMe, Inc., Mountain View, California

5. Estonian Genome Center, University of Tartu

6. Queensland Institute of Medical Research Berghofer Medical Research Institute, Brisbane, Queensland, Australia

7. Queensland Brain Institute, The University of Queensland, Brisbane

8. Institute of Behavioral Science, University of Colorado, Boulder

9. Department of Sociology, University of Colorado, Denver

10. Department of Psychology, Union College

11. Wilf Family Department of Politics, New York University

12. Department of Economics, Stockholm School of Economics

13. Department of Economics, Harvard University

14. Department of Medical Epidemiology and Biostatistics, Karolinska Institutet

15. Department of Government, Uppsala University

16. Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, Greifswald Medical School

17. University of Queensland Diamantina Institute, Princess Alexandra Hospital, The University of Queensland, Brisbane

18. Department of Economics, Cornell University

19. Center for Experimental Social Science, Department of Economics, New York University

20. Institute for the Interdisciplinary Study of Decision Making, New York University

21. Faculty of Economics and Business, University of Amsterdam

Abstract

A recent genome-wide-association study of educational attainment identified three single-nucleotide polymorphisms (SNPs) whose associations, despite their small effect sizes (each R2 ≈ 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 ( R2 ≈ 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.

Publisher

SAGE Publications

Subject

General Psychology

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