CD274 and TNFSF18 were consistently up-regulated in ESCC across both TCGA and GEO datasets, while PSD3 showed significantly higher expression in TCGA but no significant difference in the GEO cohort. This evidence concerns the gene TNFSF18 and esophageal squamous cell carcinoma.