2341, aGBM5, STN49 cell lines: Total RNA was extracted using the RNeasy Plus kit (QIAGEN). 0.4µg of total RNA was submitted to Novogene (Novogene Corporation Inc) for RNA sample QC, library preparation and sequencing. RNA libraries for RNA-seq were prepared using Workflow of Novogene mRNA-seq services