Unknown

Dataset Information

0

A systems-level framework for drug discovery identifies Csf1R as an anti-epileptic drug target.


ABSTRACT: 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.

SUBMITTER: Srivastava PK 

PROVIDER: S-EPMC6120885 | biostudies-literature | 2018 Sep

REPOSITORIES: biostudies-literature

altmetric image

Publications


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 id  ...[more]

Similar Datasets

2023-04-22 | GSE230217 | GEO
2023-04-23 | GSE230216 | GEO
2023-04-23 | GSE230215 | GEO
2023-04-23 | GSE230214 | GEO
| S-EPMC7116218 | biostudies-literature
| S-EPMC9794136 | biostudies-literature
| S-EPMC6761107 | biostudies-literature
| S-EPMC6409623 | biostudies-literature
| S-EPMC7887754 | biostudies-literature
| S-EPMC8942365 | biostudies-literature