By prioritizing UCP2, SOD1, HK2, NDUFS4, and NEU1, our findings highlight novel, immune-mediated pathways in depression and nominate promising targets for future diagnosis and therapeutic intervention. The gene discussed is NDUFS4; the disease is major depressive disorder.