In addition, astrocytoma exhibited activated epithelial mesenchymal transformation (EMT) and dMMR, TGF-β and TNF pathway functions (Fig. 5B; Additional file 8: Table S8). The gene discussed is TGFB1; the disease is astrocytoma (excluding glioblastoma).