Univariate Cox regression, multivariate Cox regression, and receiver operating characteristic (ROC) analysis were employed to determine whether the CRRGPI has prognostic value in HNSCC overall survival independent of clinicopathological indicators such as age, pathological stage, sex, PDCD1, CD274, and TMB. This evidence concerns the gene PDCD1 and head and neck squamous cell carcinoma.