Based on the results of the ROC (validation set AUC value > 0.7) analysis in the current study, S100A12, TIGIT, SERPINB2, GRB10, and LHFPL2 may possess potential as diagnostic biomarkers of depression. The gene discussed is LHFPL2; the disease is major depressive disorder.