At the same time, in order to investigate the relationship between type and immune checkpoints, we selected genes related to tumor immune checkpoints: PD-L1, CTLA4, LAG3, PDCD1, PDCD1LG2, and TIGIT. Here, PDCD1 is linked to neoplasm.