APOE and major depressive disorder: These results suggest that overlapping maturational deviations linked to MDD and no-APOE-based AD vulnerability may indicate primarily direct genetic effects, while shared neural alterations associated with MDD and APOE-based AD liability may stem from correlated gene-environment influences, reflecting both the direct and indirect impact of genes.