PDCD1 and neoplasm: Different mechanisms have previously been incorporated in mathematical models, such as a regulatory compartment controlled by tumor size [12], the proliferation and accumulation of immune-suppressive cells (Tregs), and the PD-1/PD-L1 expression on cancer cells [21,25].