Further analysis using RF in machine learning identified UTS2, NLRC4, GZMA, GPER1, IL1RN, CAPN1, NLRP3, HMGB1, ATF6, and ADORA3 as key PS genes affecting MDD classification. The gene discussed is NLRC4; the disease is major depressive disorder.