To further investigate the expression differences and biological significance of the four key genes (COL1A1, EMP1, MYH11, and SASH1) in HNSCC, single-gene expression analysis was performed using the TCGA-HNSC cohort (Fig. 7(a-d)). Here, COL1A1 is linked to head and neck squamous cell carcinoma.