In lip cancer, UV-induced neutrophil infiltration and oxidative stress boost NLR’s prognostic importance, while in HPV-negative HNCs or tobacco - related cases, PD-L1 driven T-cell exhaustion or platelet activation makes other PBIBs more clinically relevant. This evidence concerns the gene CD274 and lip cancer.