Based on the correlation between 73 − 10 IHC and CD274 expression in HNSCC, SIN, and NOM, pathway analysis was performed using Visium-derived DEGs to elucidate the mechanisms driving poor prognosis in PD-L1-positive HNSCC cases. The gene discussed is CD274; the disease is head and neck squamous cell carcinoma.