The researchers found that the local immune status was less heterogeneous than the tumor cells, and phosphatidylinositol-3-kinase-Akt signaling and ketone body metabolism in tumor cells was associated with CD8+ T cell infiltration in the HCC microenvironment. The gene discussed is CD8A; the disease is neoplasm.