As researchers struggle to make the best use of the wealth of genetic data now available, a key goal is to account for more of the phenotypic variance that is expected to be attributable to genetics. The results of this study suggest that pair-wise examination of genetic data can be a useful tool for achieving this goal, uncovering substantial additional genetic contribution to phenotypic variance through joint effects of multiple loci.