COL1A1 and esophageal squamous cell carcinoma: In this network, we found that the five nodes with the highest degree centrality were FN1, VEGFA, COL1A1, PTGS2, and SPARC, suggesting that these genes were key signatures driving carcinogenesis and paclitaxel resistance in ESCC.