CCL3 and CCL4 are considered potential biomarkers of oral squamous cell carcinoma, and they are also related to monocyte aggregation and inflammatory infiltration, but there are few studies on their relationship with oral flora [22]. The gene discussed is CCL4; the disease is oral cavity squamous cell carcinoma.