TNF and neoplasm: Secondly, from the perspective of molecular mechanism, we found that the cell cycle, p53 signaling, TNF signaling related pathways were positively enriched in the high-risk group, while chemical carcinogenesis, bile secretion related pathways were upregulated in the low-risk group, these results suggested that the risk score may affect tumor progression by regulating tumor cell proliferation and metabolism.