Genes upregulated in astrocytomas include ID4, CD74 and FOS. The differentially expressed (DE) genes in astrocytomas were associated with translation-related and nonsense-mediated decay-related processes (Supplementary Fig. 10A, Supplementary Data 4). Here, FOS is linked to astrocytoma (excluding glioblastoma).