CFAP54 and astrocytoma (excluding glioblastoma): The topmost DE genes were IGFBP5, CFAP54 and COLEC12. Similar to astrocytomas, DE genes in ependymomas were associated with translation and nonsense-mediated decay-related processes (Supplementary Fig. 10C, Supplementary Data 6).