A single-cell ex vivo screening of repurposable drugs in glioblastoma and machine learning of drug–target networks show that anti-tumor neuroactive drugs converge on the AP-1/BTG pathway, based on which prediction models and experimental in vivo and in silico validation identify the anti-depressant vortioxetine as a potential therapeutic agent. Here, FOS is linked to glioblastoma.