Subsequently, S100A12, TIGIT, SERPINB2, GRB10, and LHFPL2 in peripheral blood were identified as Potential diagnostic biomarkers in peripheral blood for depression by SVM–REF, Random forest, and LASSO algorithms. This evidence concerns the gene S100A12 and depressive symptom measurement.