Spatial transcriptomics and scRNA-seq analysis revealed that SPP1+ macrophages and cancer-associated fibroblasts interacted to form an immune barrier near the HCC tumor boundary, blocking the infiltration of cytotoxic T lymphocytes into the tumor core, thereby inhibiting the therapeutic effect of immune checkpoint blockade [37]. This evidence concerns the gene SPP1 and hepatocellular carcinoma.