We created a feature consisting of ten genes (ATP6V0D1, CD74, GSTP1, MLKL, NFATC4, TRAF1, TRIM27, VPS13C, XBP1, and ZBP1) associated with PCD and found that it could predict overall survival in melanoma patients. The gene discussed is TRAF1; the disease is melanoma.