In-depth studies of the immune landscape show that regulatory T cells(T) and CD8 resident memory T cells(T) are enriched in hbv-related HCC, while Tim-3CD8 T cells and CD244 natural killer cells are in non-virus-related HCC In the enrichment. Here, CD244 is linked to hepatocellular carcinoma.