In the DEGs of ESCC, the top ten highly connected genes were CDK1, CCNB1, CCNA2, CDC20, BUB1, CDC6, CCNB2, CDC45, MAD2L1, and BUB1B. This evidence concerns the gene MAD2L1 and esophageal squamous cell carcinoma.