In summary, we found that exosomal miR-3591-3p can facilitate macrophage polarization toward the M2 phenotype by targeting CBLB to activate the JAK2/PI3K/Akt/mTOR and STAT3 pathways, which in turn promotes glioma progression. The gene discussed is CBLB; the disease is central nervous system cancer.