In addition, CD48, CTLA4, HHLA2, TNFSF9, and TNFSF15 were elevated in high-risk group, suggesting that the high-risk group are more likely to show immunosuppressive phenotype in tumor microenvironment (Fig. 8B). This evidence concerns the gene CD48 and neoplasm.