In summary, we indeed established the core roles of the four chemokines-CXCL9, CXCL10, CXCL11, and CLL5-in HNSCC immunity by combining TAMM differentiation and HNSCC TME. Here, CXCL11 is linked to head and neck squamous cell carcinoma.