Moreover, there were many more cancer-related pathways enriched during the relapse of lower grade astrocytoma compared to grade 4 astrocytoma and GB, such as HIF-1, PI3K-Akt, Jak-STAT signaling pathways (Fig. 4b). Here, AKT1 is linked to astrocytoma (excluding glioblastoma).