In the DEG-ESCC dataset, six hub genes—CHEK1, TPX2, TRIP13, MCM4, MCM10, and KIF18A—were significantly overexpressed in ESCC tissues compared to normal tissues, supporting their role in ESCC-specific tumorigenesis. This evidence concerns the gene CHEK1 and esophageal squamous cell carcinoma.