An extension of samples collected for SUD studies is illustrated by a recent GWAS of BMI in alcohol dependent participants that identified a significant variant in ALDH1A1, which is responsible for alcohol metabolism and adipocyte plasticity (Polimanti, et al., 2015). Thus, studies of this sort have the capacity to identify genetic and environmental influences that are shared or distinct for SUD and non-SUD outcomes.