Two notable observations in the analysis of the ascitic TME and spleen tissue from tumour-bearing mice were the systemic increase in PD-L1 expression on many immune cell types, as well as a universal ablation of both GM-CSF and IFN-α in response to anti-PD-L1. The gene discussed is CSF2; the disease is neoplasm.