Our study indicates that a unique tumor-macrophage link via ligand–receptor interactions from LGALS9-SLC1A5 and/or SPP1-PTGER4 signaling pairs appears a stable molecular feature to define ITH linked to overall survival of patients with HCC. Here, SPP1 is linked to hepatocellular carcinoma.