Metformin inhibits CCR1 surface expression in HNSCC cells and the expression of CCL15 in M2-type TAMs, which promote HNSCC cell resistance to gefitinib under hypoxic conditions through the CCL15-CCR1-NF-κB pathway [138]. The gene discussed is CCL15; the disease is head and neck squamous cell carcinoma.