Given the unique role of immune checkpoint molecules in tumor immune microenvironment (TIME), we explored the expression of PD-1, PD-L1, LAG3, GAL9 and CTLA4 and found that the expression of these molecules was significantly elevated in pyrocluster A than that in pyrocluster B (Fig. 3D). This evidence concerns the gene CTLA4 and neoplasm.