The article proposes that CCL2-regulated macrophage infiltration and foster a nuanced M2-type polarization, together with the increased expression of the presence of Programmed Death Ligand 1 (PD-L1) in tumor cells, may be the underlying mechanisms through which deficiency in SLFN11 promotes immune escape in liver cancer. The gene discussed is SLFN11; the disease is liver cancer.