Overall, SPP1+ macrophages play a central role in shaping an immunosuppressive TME and driving cancer progression in malignancies such as ovarian cancer, hepatocellular carcinoma, and head and neck squamous cell carcinoma. Here, SPP1 is linked to hepatocellular carcinoma.