In summary, these findings suggest that scATAC-seq is sensitive enough to annotate the cellular composition of PLC and identified no significant difference in B or T cell subtype composition between HCC or iCCA, although higher-grade tumors of both PLC subtypes trended toward having higher T cell infiltration and lower monocyte infiltration. This evidence concerns the gene HSPG2 and hepatocellular carcinoma.