We also identified 10 hub genes, including CDK1, CCNB1, TOP2A, CCNB2, BUB1, CCNA2, NCAPG, AURKB, NDC80, and BUB1B, that might play important roles in ESCC. Here, NCAPG is linked to esophageal squamous cell carcinoma.