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. Here, JAK2 is linked to central nervous system cancer.