Conventional GWAS strategies typically remove those subjects that are missing self-reported census race, those endorsing more than one census race, or those census categories with small sample sizes. By applying our population matching methodology we were able to create more genetically homogenous groups while retaining those groups that are commonly removed from analyses. As shown in Table 1, were able to retain greater than 9% of the sample, which would otherwise have been excluded.