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

被引:75
作者
Rietveld, Cornelius A. [1 ,2 ]
Conley, Dalton [3 ]
Eriksson, Nicholas [4 ]
Esko, Tonu [5 ]
Medland, Sarah E. [6 ]
Vinkhuyzen, Anna A. E. [7 ]
Yang, Jian [7 ]
Boardman, Jason D. [8 ,9 ]
Chabris, Christopher F. [10 ]
Dawes, Christopher T. [11 ]
Domingue, Benjamin W. [8 ]
Hinds, David A. [4 ]
Johannesson, Magnus [12 ]
Kiefer, Amy K. [4 ]
Laibson, David [13 ]
Magnusson, Patrik K. E. [14 ]
Mountain, Joanna L. [4 ]
Oskarsson, Sven [15 ]
Rostapshova, Olga [13 ]
Teumer, Alexander [16 ]
Tung, Joyce Y. [4 ]
Visscher, Peter M. [7 ,17 ]
Benjamin, Daniel J. [18 ]
Cesarini, David [19 ,20 ]
Koellinger, Philipp D. [1 ,2 ,21 ]
机构
[1] Erasmus Univ, Erasmus Sch Econ, Dept Appl Econ, Rotterdam, Netherlands
[2] Erasmus MC, Dept Epidemiol, Rotterdam, Netherlands
[3] NYU, Dept Sociol, New York, NY 10003 USA
[4] 23andMe Inc, Mountain View, CA USA
[5] Univ Tartu, Estonian Genome Ctr, Tartu, Estonia
[6] Berghofer Med Res Inst, Queensland Inst Med Res, Brisbane, Qld, Australia
[7] Univ Queensland, Queensland Brain Inst, Brisbane, Qld, Australia
[8] Univ Colorado, Inst Behav Sci, Boulder, CO 80309 USA
[9] Univ Colorado, Dept Sociol, Denver, CO 80202 USA
[10] Union Coll, Dept Psychol, Union, NJ USA
[11] NYU, Wilf Family Dept Polit, New York, NY 10003 USA
[12] Stockholm Sch Econ, Dept Econ, Stockholm, Sweden
[13] Harvard Univ, Dept Econ, Cambridge, MA 02138 USA
[14] Karolinska Inst, Dept Med Epidemiol & Biostat, S-10401 Stockholm, Sweden
[15] Uppsala Univ, Dept Govt, Uppsala, Sweden
[16] Greifswald Med Sch, Interfac Inst Genet & Funct Genom, Dept Funct Genom, Greifswald, Germany
[17] Univ Queensland, Princess Alexandra Hosp, Diamantina Inst, Brisbane, Qld, Australia
[18] Cornell Univ, Dept Econ, Ithaca, NY 14853 USA
[19] NYU, Dept Econ, Ctr Expt Social Sci, New York, NY 10003 USA
[20] NYU, Inst Interdisciplinary Study Decis Making, New York, NY 10003 USA
[21] Univ Amsterdam, Fac Econ & Business, NL-1018 TV Amsterdam, Netherlands
关键词
behavior genetics; educational attainment; individual differences; genome-wide association study; population stratification; STRATIFICATION; GWAS; SELECTION;
D O I
10.1177/0956797614545132
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
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 approximate to 0.02%), reached genome-wide significance (p < 5 x 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 approximate to 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.
引用
收藏
页码:1975 / 1986
页数:12
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