Our findings suggest that resistance-associated DEGs such as RAMP1, GSG1L, and GRIK4 may contribute to shaping the tumor microenvironment through interactions with M0/M2 macrophages and resting CD4+ memory T cells. The gene discussed is CD4; the disease is neoplasm.