Our results showed that the upregulated genes in cluster2 mainly participated in pathways such as PDL1 expression and PD1 checkpoint pathway in cancer, PI3K-Akt signaling pathway, Hippo signaling pathway, and pancreatic cancer. Here, PDCD1 is linked to cancer.