In the NASH group, the recurrent enrichment of TNF-JNK signaling pathway and Environmental factor-mediated RAS-ERK signaling cascade further validates conserved mechanisms underlying inflammation-carcinogenesis transition. This evidence concerns the gene TNF and metabolic dysfunction-associated steatohepatitis.