The support vector machine produced a significant classification of alcohol- and nicotine-dependent individuals relative to nondependent control subjects (Figure 3) in both halves of the data (p<0.05). The classification of cocaine-dependent individuals approached significance. The top 20 structural predictors distinguishing dependence on each substance from nondependent control subjects in each classification are listed in Table S3 in the online supplement.