Our study had >80% power to detect loci responsible for 0.4% of the phenotypic variation in temperament scales, at genome-wide significance levels. Failure of our study to detect significant association to what are clearly heritable phenotypes suggests that either the true effect sizes of causal loci are much smaller, and/or that the causal loci are rare and not well tagged by common variation.