Although patients harboring positive PD-L1 and high CD8+ TIL infiltration showed improved survival, only the NLR was found as an independent predictor of HNSCC prognosis, with patients with low NLR having longer survival rates. The gene discussed is CD274; the disease is head and neck squamous cell carcinoma.