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Comment
. 2019 May-Jun;19(3):182-183.
doi: 10.1177/1535759719842148. Epub 2019 Apr 29.

CRAFTing a New Approach to Antiepileptic Drug Discovery

Comment

CRAFTing a New Approach to Antiepileptic Drug Discovery

Kyle A Lyman et al. Epilepsy Curr. 2019 May-Jun.

Abstract

Srivastava PK, van Eyll J, Godard P, Mazzuferi M, Delahaye-Duriez A, Steenwinckel JV, et al. A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target. Nat Commun. 2018;9(1):3561. doi:10.1038/s41467-018-06008-4. 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 3 preclinical 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. The CRAFT is applicable to disease settings other than epilepsy.

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Comment on

  • A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target.
    Srivastava PK, van Eyll J, Godard P, Mazzuferi M, Delahaye-Duriez A, Van Steenwinckel J, Gressens P, Danis B, Vandenplas C, Foerch P, Leclercq K, Mairet-Coello G, Cardenas A, Vanclef F, Laaniste L, Niespodziany I, Keaney J, Gasser J, Gillet G, Shkura K, Chong SA, Behmoaras J, Kadiu I, Petretto E, Kaminski RM, Johnson MR. Srivastava PK, et al. Nat Commun. 2018 Sep 3;9(1):3561. doi: 10.1038/s41467-018-06008-4. Nat Commun. 2018. PMID: 30177815 Free PMC article.

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