The interaction between SPP1 macrophages and tumor associated fibroflasts exert important functions such as determines the efficacy of immunotherapy (7, 18), metastasis angiogenesis (70–73); immune suppression of cancer (74, 75), CD8 T cell exhaustion (28). The gene discussed is SPP1; the disease is cancer.