In conclusion, these clinical results indicate that the SPHK1-MMP1 axis regulates PD-L1 expression in HNSCC and that SPHK1 and MMP1 levels can predict the prognosis of HNSCC. Here, SPHK1 is linked to head and neck squamous cell carcinoma.