The hallmarks of the immune-regulated group included an inflammatory microenvironment with the infiltration of polyclonal exhausted CD8+/PD-1+/Tim-3+/Lag-3+ tumor-infiltrating leukocytes (TIL) lacking in cytotoxicity, linked to infiltration of dysfunctional DCs. Here, PDCD1 is linked to neoplasm.