Prospective molecular mechanism exploration suggested that APOL3 and APOL6 were associated with HCC prognosis via the immune response, inflammatory response, cytokine-mediated signaling pathways, and fatty acid metabolism. The gene discussed is APOL6; the disease is hepatocellular carcinoma.