Nature communications · 2018
A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target.
СтатьяПоддержка исследования: вне правительства СШАНазвание и аннотация: Перевод в очереди
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Srivastava Prashant K, van Eyll Jonathan, Godard Patrice, Mazzuferi Manuela, Delahaye-Duriez Andree, Van Steenwinckel Juliette, Gressens Pierre, Danis Benedicte, Vandenplas Catherine, Foerch Patrik, Leclercq Karine, Mairet-Coello Georges, Cardenas Alvaro, Vanclef Frederic, Laaniste Liisi, Niespodziany Isabelle, Keaney James, Gasser Julien, Gillet Gaelle, Shkura Kirill, Chong Seon-Ah, Behmoaras Jacques, Kadiu Irena, Petretto Enrico, Kaminski Rafal M, Johnson Michael R
Аннотация
The identification of drug targets is highly challenging, particularly for diseases of the brain. To address this problem, we developed and experimentally validated a general computational framework for drug target discovery that combines gene regulatory information with causal reasoning ("Causal Reasoning Analytical Framework for Target discovery"-CRAFT). Using a systems genetics approach and starting from gene expression data from the target tissue, CRAFT provides a predictive framework for identifying cell membrane receptors with a direction-specified influence over disease-related gene expression profiles. As proof of concept, we applied CRAFT to epilepsy and predicted the tyrosine kinase receptor Csf1R as a potential therapeutic target. The predicted effect of Csf1R blockade in attenuating epilepsy seizures was validated in three pre-clinical models of epilepsy. These results highlight CRAFT as a systems-level framework for target discovery and suggest Csf1R blockade as a novel therapeutic strategy in epilepsy. CRAFT is applicable to disease settings other than epilepsy.
Предметные рубрики MeSH
AnimalsAnticonvulsantsComputer SimulationDisease Models, AnimalDrug DiscoveryEpilepsyEpilepsy, Temporal LobeGene Expression ProfilingGene Expression RegulationGenetic Association StudiesHigh-Throughput Nucleotide SequencingHumansMiceMolecular Targeted TherapyMuscarinic AgonistsPilocarpineReceptors, Granulocyte-Macrophage Colony-Stimulating FactorSequence Analysis, RNASystems BiologyReceptor, Macrophage Colony-Stimulating Factor