The relationship between SPP1 and HCC can be summarized as follows, the interaction between SPP1 + macrophages and cancer-associated fibroblasts within the HCC microenvironment established a tumor immune barrier that impeded the efficacy of immunotherapy [23]. The gene discussed is SPP1; the disease is hepatocellular carcinoma.