The signatures AOX1, NMRK1, SIRT3, and PARP1 were able to discriminate stage 1 from stage 4 HNSCC (AUC = 0.7585; p < 0.0001). This evidence concerns the gene NMRK1 and head and neck squamous cell carcinoma.