High resolution analysis using single cell omics has provided insight into the dynamic nature of various immune subsets and their contribution to a largely immunosuppressive immune microenvironment in HCC. Immunosuppressive cell populations in the HCC TIME including Tregs, MDSCs and TAMS contribute to dysfunction of CD8+ T cells and DCs. LAMP3+ DCs may be a common DC subset that has maturation features and may play a role in T cell dysfunction. In HCC patients with ascites, immune cell subsets may migrate from the primary tumor (TAM-like, MDSC-like) or from the peripheral blood (MKI67+ CD8+ cells or NK cells). DC, dendritic cell; MDSC, myeloid-derived suppressor cells; TAM, tumor-associated macrophage; TIME, tumor immune microenvironment.