TNF and cancer: We found that in the mutation group, more cancer hallmarks related gene sets were enriched, such as KRAS signaling pathway, TNFα signaling pathway, P53 signaling pathway, and IL6/JAK/STAT3 signaling pathway (Figure S2B).