SAA1 and astrocytoma (excluding glioblastoma): We used data from GlioVis to detect the hub gene expression level between GBM and LGG including astrocytoma, oligodendroglioma, and oligoastrocytoma, the expression level of SAA1 and TIMP1 significantly increased in GBM (Figs. 5A and 5C).