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. Here, SERPINB2 is linked to major depressive disorder.