According to analysis of PPI network and miRNA-mRNA network, we identified eight candidate genes, TNF, AKR1C1, AKR1C2, ICAM1, GPR68, GNB4, SERPINE1 and MMP12, that were associated with progression of ESCC progression. Here, TNF is linked to esophageal squamous cell carcinoma.