The research on immune cells in GEP-NEN G3 patients showed dense infiltration of PD-1+ CD8+ immune cells (the preferred cytotoxic cells in anti-tumor responses) only in PD-L1-positive areas of the tumor but not in PD-L1-negative areas. Here, PDCD1 is linked to neoplasm.