By integrating datasets from GEO and TCGA databases, we employed differential expression profiling, protein–protein interaction network topology screening, LASSO regression modeling, and ROC curve validation to identify BHLHE41, EpCAM, and GSTM2 as mechanism-associated genes connecting Depression with BC. This evidence concerns the gene EPCAM and major depressive disorder.