Furthermore, SPHK1 and MMP1 could predict the efficacy of programmed cell death 1 monoclonal antibody (PD-1 mAb) immunotherapy in HNSCC and were independent risk factors for survival in patients with HNSCC. The gene discussed is MMP1; the disease is head and neck squamous cell carcinoma.