S100A12 and major depressive disorder: 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.