For SNPs with modest genetic effects, as above, there is little gain from the increased computational demands of applying mixture models for the analyses. To examine a scenario where the mixture models might offer an advantage, we repeated the above simulations with larger genetic effects (and thus smaller sample sizes so that power was below 100%). This situation might be found in expression quantitative trait loci (eQTL) mapping studies, for example. These results are in Table III.