High-throughput identification of repurposable neuroactive drugs with potent anti-glioblastoma activity

被引:6
作者
Lee, Sohyon [1 ]
Weiss, Tobias [2 ,3 ]
Buehler, Marcel [2 ]
Mena, Julien [1 ]
Lottenbach, Zuzanna [1 ]
Wegmann, Rebekka [1 ]
Sun, Miaomiao [2 ,3 ]
Bihl, Michel [4 ]
Augustynek, Bartlomiej [5 ,6 ,7 ]
Baumann, Sven P. [5 ,6 ]
Goetze, Sandra [8 ,9 ,10 ]
van Drogen, Audrey [8 ,9 ,10 ]
Pedrioli, Patrick G. A. [8 ,9 ,10 ]
Penton, David [11 ]
Festl, Yasmin [1 ]
Buck, Alicia [1 ,2 ,3 ]
Kirschenbaum, Daniel [3 ,12 ]
Zeitlberger, Anna M. [13 ]
Neidert, Marian C. [13 ]
Vasella, Flavio [3 ,14 ]
Rushing, Elisabeth J. [3 ,12 ]
Wollscheid, Bernd [8 ,9 ,10 ]
Hediger, Matthias A. [5 ,6 ]
Weller, Michael [2 ,3 ,15 ]
Snijder, Berend [1 ,9 ,15 ]
机构
[1] Swiss Fed Inst Technol, Inst Mol Syst Biol, Dept Biol, Zurich, Switzerland
[2] Univ Hosp Zurich, Dept Neurol, Clin Neurosci Ctr, Zurich, Switzerland
[3] Univ Zurich, Zurich, Switzerland
[4] Univ Zurich Hosp, Inst Pathol, Zurich, Switzerland
[5] Univ Bern, Inselspital, Dept Nephrol & Hypertens, Membrane Transport Discovery Lab, Bern, Switzerland
[6] Univ Bern, Inselspital, Dept Biomed Res, Bern, Switzerland
[7] Univ Bern, Inst Biochem & Mol Med, Bern, Switzerland
[8] Swiss Fed Inst Technol, Inst Translat Med ITM, Dept Hlth Sci & Technol, CH-8092 Zurich, Switzerland
[9] Swiss Inst Bioinformat, Lausanne, Switzerland
[10] ETH PHRT Swiss Multiom Ctr SMOC, Zurich, Switzerland
[11] Univ Zurich, Electrophysiol Facil, Zurich, Switzerland
[12] Univ Hosp Zurich, Dept Neuropathol, Zurich, Switzerland
[13] Cantonal Hosp St Gallen, Dept Neurosurg, St Gallen, Switzerland
[14] Univ Hosp, Clin Neurosci Ctr, Dept Neurol, Zurich, Switzerland
[15] Univ Hosp Zurich, Comprehens Canc Ctr Zurich, Zurich, Switzerland
基金
欧洲研究理事会; 瑞士国家科学基金会;
关键词
D O I
10.1038/s41591-024-03224-y
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Glioblastoma, the most aggressive primary brain cancer, has a dismal prognosis, yet systemic treatment is limited to DNA-alkylating chemotherapies. New therapeutic strategies may emerge from exploring neurodevelopmental and neurophysiological vulnerabilities of glioblastoma. To this end, we systematically screened repurposable neuroactive drugs in glioblastoma patient surgery material using a clinically concordant and single-cell resolved platform. Profiling more than 2,500 ex vivo drug responses across 27 patients and 132 drugs identified class-diverse neuroactive drugs with potent anti-glioblastoma efficacy that were validated across model systems. Interpretable molecular machine learning of drug-target networks revealed neuroactive convergence on AP-1/BTG-driven glioblastoma suppression, enabling expanded in silico screening of more than 1 million compounds with high patient validation accuracy. Deep multimodal profiling confirmed Ca2+-driven AP-1/BTG-pathway induction as a neuro-oncological glioblastoma vulnerability, epitomized by the anti-depressant vortioxetine synergizing with current standard-of-care chemotherapies in vivo. These findings establish an actionable framework for glioblastoma treatment rooted in its neural etiology. 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.
引用
收藏
页码:3196 / 3208
页数:43
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