In addition, our results provide a new perspective that FRGs, including RRM2, influence anti-PDL1 immunotherapeutic responses by regulating immune checkpoint gene expression and infiltration of immune cells in the tumor microenvironment. Here, RRM2 is linked to neoplasm.