Expectedly, cluster I was defined as cold tumor, characterized by the lack of tumor T cell infiltration and decreased expression of immunosuppressive molecules, and cluster II was recognized as hot tumor, characterized by abundant immune cells and elevated PD-L1 expression. Here, CD274 is linked to neoplasm.