TNF and astrocytoma (excluding glioblastoma): In both groups, GSVA showed that astrocytoma was associated with hallmark gene sets, such as KRAS signaling, fatty acid metabolism, and hypoxia, and oligodendroglioma was associated with the EMT, DDR, TGF-β, and TNF-α pathways.