Interestingly, seven hub genes (CDK1, ECT2, KIF20A, MAD2L1, PLK1, SFN, and TOP2A) were linked to cell cycle regulation, highlighting the significance of this process in ESCC pathogenesis. Here, SFN is linked to esophageal squamous cell carcinoma.