Our study, which is the first to investigate the function of PD-1/PD-L1 interactions in the immunotherapy response of HNSCC patients, has uncovered a crucial link between these interactions and the spatial arrangement of immune cells and tumours. This evidence concerns the gene CD274 and head and neck squamous cell carcinoma.