Our findings also demonstrated that SPHK1-MMP1 maintains an immunosuppressive state in HNSCC and promotes tumor immune evasion by positively regulating PD-L1 expression in squamous cancer cells, reducing the proportion of TILs, and inhibiting the ability of T cells to kill cancer cells. The gene discussed is MMP1; the disease is head and neck squamous cell carcinoma.