Collectively, these findings point to distinct yet overlapping immunological footprints for each gene, reinforcing the hypothesis that PSD3, CD274, and TNFSF18 collectively contribute to the dynamic immunoarchitecture of ESCC. The gene discussed is TNFSF18; the disease is esophageal squamous cell carcinoma.