Among the cytokines signaling pathways, the expression levels of genes related to TNFR and TNF signaling as well as the Il6, Il17, and Il-1β cytokine family, were uniquely enriched in MASH-HCC (Supplementary Fig. 1). Here, IL6 is linked to hepatocellular carcinoma.