SPP1<sup>+</sup> macrophage was exclusive to HCC and might contribute to cytotoxic T-cell (Tc) dysfunction but do not directly demonstrate functional suppression or exhaustion.Subsequently, we sought to validate the robustness of these signature genes. Here, SPP1 is linked to hepatocellular carcinoma.