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]. Here, COL15A1 is linked to breast carcinoma.