The Kaplan-Meier survival curve indicated that HNSCC patients with ITGA5, MMP1, PLAU, SERPINE1, and SPP1 alterations had a worse overall survival while those with higher COL4A1 expression had a better disease-free survival (Figure 3B). Here, MMP1 is linked to head and neck squamous cell carcinoma.