The findings depicted that the expression of COL15A1 has an association with the tumor microenvironment (TME) in 15 types of cancers (Fig. 8A), including breast cancer, liver cancer, and pancreatic carcinoma. The gene discussed is COL15A1; the disease is neoplasm.