Still, through analysis of DEG-ESCC dataset, we only found novel genes already reported in prior studies such as CHEK1, TPX2, MCM4, MCM10, TRIP13, and KIF18A in ESCC. Here, MCM4 is linked to esophageal squamous cell carcinoma.