We comprehensively analyzed gene functions and pathway for the candidate biomarkers of SSD and MDD and found that potential biomarkers act in some pathways which have been found associated with function of CNS and implicated in depression, including insulin signaling pathway, signaling by NGF, ErbB signaling pathway and neurotrophin signaling pathway. Here, INS is linked to depressive disorder.