Our study illuminates the role of CEBPB in GBM subcluster 6, demonstrating its ability to recruit and polarize macrophages into the M2 phenotype by regulating the secretion of CCL2 and SPP1 by tumor cells. Here, CCL2 is linked to neoplasm.