Additionally, five independent HNSCC patients' cohorts from GEO database such as GSE13601, GSE25099, GSE30784, GSE9844X, and GSE37991 cohorts were utilized to identify MMP1 mRNA expression. Here, MMP1 is linked to head and neck squamous cell carcinoma.