Differences in allele frequencies in different populations could explain why some genes are strongly associated with substance dependence in European but not in African or Asian samples. Apparent failure to “replicate” in the present analyses could thus derive from the differential informativeness of SNP markers in samples from different racial/ethnic backgrounds.