The forest plot showed that TGF-β signaling pathway-associated gene-based characteristics might be major risk factors for HNSCC (HR = 2.069, 95%CI = 1.582–2.698, p < 0.001) (Figure 2I). Here, TGFB1 is linked to head and neck squamous cell carcinoma.