SNP-MaP allele frequency estimates for groups such as cases and controls (or low and high individuals for quantitative traits) can be compared to nominate SNPs that show the greatest allele frequency differences; these nominated SNPs can then be confirmed with individual genotyping and traditional parametric statistics.