TNF and hepatocellular carcinoma: As illustrated in Figure 1A, the pathway activities of two immune pathways, including inflammatory response and TNF-α signaling via NFKB, were weakened in HCC (Supplementary Figure S1), which suggested that immune inactivation might be a key signal of HCC progression.