As shown in Figure 6D, we found that cluster 1 had the highest levels of expression in PD1, PDL1, PDL2, and CTLA4, indicating that high expression of immune checkpoint inhibitors in cluster 1 patients may form an immunosuppressive microenvironment, further leading to tumor escape. This evidence concerns the gene PDCD1 and neoplasm.