Additionally, transforming growth factor-beta1 (TGF-β1) was identified as a potential regulator of MMP9 expression, further highlighting the complex signaling networks contributing to HNSCC pathogenesis [27]. Here, MMP9 is linked to head and neck squamous cell carcinoma.