Fourth, polygenic scores by design only capture common genetic variation. Fifth, despite evidence for polygenic association even after controlling for family-level confounders, the polygenic scores accounted for a relatively small amount of variance. This limited predictive power cautions against incorporating polygenic scores into clinical screening or intervention efforts for substance use disorders.