In addition, COL3A1, COL4A1, COL5A1, and COL15A1 are associated with immune infiltration in head and neck squamous cell carcinoma, breast cancer, mesothelioma, and other tumors [32–35]. The gene discussed is COL3A1; the disease is breast cancer.