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. The gene discussed is TGFB1; the disease is astrocytoma (excluding glioblastoma).