Overall, BHLHE41, EPCAM, and GSTM2 consistently suggested their potential as reliable mechanism-associated genes for Depression and BC, with AUC values exceeding 0.7 across both training and validation datasets. Here, BHLHE41 is linked to major depressive disorder.