Furthermore, the KEGG algorithm revealed that the high-risk set was correlated with cell adhesion molecules (CAMs), the TNF signaling pathway, and apoptosis-related processes (Fig. 5F), all of which are closely associated with tumor angiogenesis, malignant processes and the development of the immune microenvironment. Here, TNF is linked to neoplasm.