Among the DEGs, 21 hub genes were identified in the PPI network, and five of these genes, namely, SPP1, SPARC, BGN, POSTN, and COL1A2, were associated with the DFS of ESCC patients, in which higher expression levels of these genes were associated with a shorter DFS. This evidence concerns the gene BGN and esophageal squamous cell carcinoma.