Additionally, performing immunohistochemistry and multiplex immunofluorescence staining on an independent HCC tissue cohort is speculated to confirm the co-expression of SPP1 and BCL2A1 within CD68+/CD163+ macrophages and to assess their spatial association with exhausted T cells. The gene discussed is SPP1; the disease is hepatocellular carcinoma.