could provide more nuanced information regarding these associations. Fifth, lower base rates of behavior and lower variances at younger ages may limit statistical power during this age period; however, both the large sample sizes and the numerous significant associations we observed at younger ages mitigates concerns regarding power. Finally, our analyses estimate associations, rather than causal effects or directional relationships between substance use behaviors and depressive symptoms.