First, we uncovered a novel and previously unidentified association among SPHK1, MMP1, and PD-L1, all of which are crucial molecules in tumor initiation and progression, particularly in highly immunogenic HNSCC. The gene discussed is CD274; the disease is head and neck squamous cell carcinoma.