Results revealed that COX10, ACADVL, AKR1A1, and LIAS exhibited significant expression differences and consistent expression trends in both TCGA-ESCC and combined-GEO datasets (P < 0.05). Here, AKR1A1 is linked to esophageal squamous cell carcinoma.