To the best of our knowledge, this study is the first one to screen key factors of malignant transformation in glioma, and proved crucial modulating roles of CCNB2/SASP/Cathepsin B & PGE2 axis on cell senescence mediated tumor aggressiveness (Figure 1). Here, CTSB is linked to central nervous system cancer.