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. The gene discussed is BHLHE41; the disease is breast cancer.