The high-risk group presented an immune-inactivated TME type and activated cancer-related pathways, including Myc, p53, TGF-β pathways, etc. Of note, the cell communication analysis of HNSCC showed that CAFs played a key role in cell–cell interaction among the TME. Here, TGFB1 is linked to head and neck squamous cell carcinoma.