To develop a prognostic gene set signature, univariate cox regression analysis was used to identify 54 genes from the top 30 marker genes of GPNMB+ MDMs and COL6A3+ TAFs in the TCGA-GBM/LGG dataset (Additional file 2: Table S5). The gene discussed is GPNMB; the disease is glioblastoma.