Among these 27 genes enrolled in IRGS, six genes (ULBP1, CCR6, CCL22, ROBO1, DKK1 and PDGFA) have previously shown to correlate with the tumorigenesis of HNSCC [20–25]. This evidence concerns the gene DKK1 and head and neck squamous cell carcinoma.