The present study addresses this knowledge gap by demonstrating OLFM4’s significant correlation with poor OS in HNSCC patients from a cohort from TCGA, along with its functional promotion of invasion, migration, and proliferation in CAL27 and 5-8F cell lines. The gene discussed is OLFM4; the disease is head and neck squamous cell carcinoma.