TNF and cancer: In addition, according to the results of KEGG official website signaling pathway-related gene set score analysis, the DEGs of high-risk group were significantly enriched in several signaling pathways such as TGF-beta signaling pathway, TNF signaling pathway and Wnt signaling pathway which may contribute to cancer resistance (24, 25).