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. This evidence concerns the gene SPP1 and cancer.