One of the limitations of efforts to identify epistasis in human complex diseases has been the statistical approach of searching for a nonadditive contribution of pairwise SNP effects, typically by testing for significant cross-product interaction terms between allele counts for these SNPs in regression models. These approaches require pairwise tests of millions of SNPs, and the multiple statistical testing penalty has likely been a limiting factor in epistasis detection.