The results implied that MPC1, COX6C, CASP7 and CYCSB were the risk factors for ESCC patients’ prognosis, while CYB5R3 was the protective factor of ESCC, which was verified by K-M survival curve (Figs. 6C–6G). Here, CASP7 is linked to esophageal squamous cell carcinoma.