PRRT2 and hepatocellular carcinoma: In the clustering analysis of ligand–receptor activities using our single-cell cohort, we found Cluster 1 comprised both HCC and iCCA while Cluster 2 was mainly composed of HCC (Fig. 5a), indicating some HCC shared ligand–receptor communication features with iCCA while others did not.