Network-Based Drug Discovery: Coupling Network Pharmacology with Phenotypic Screening for Neuronal Excitability. Issue 18 (14th September 2018)
- Record Type:
- Journal Article
- Title:
- Network-Based Drug Discovery: Coupling Network Pharmacology with Phenotypic Screening for Neuronal Excitability. Issue 18 (14th September 2018)
- Main Title:
- Network-Based Drug Discovery: Coupling Network Pharmacology with Phenotypic Screening for Neuronal Excitability
- Authors:
- Sidders, Ben
Karlsson, Anna
Kitching, Linda
Torella, Rubben
Karila, Paul
Phelan, Anne - Abstract:
- Abstract: Diseases such as chronic pain with complex etiologies are unlikely to respond to single, target-specific therapeutics but rather require intervention at multiple points within a perturbed disease system. Such approaches are being enabled by the rise of computational methods to identify key points of intervention and by new screening techniques that focus on a relevant condition or phenotype, rather than a specific target. Here we apply an in silico network pharmacology approach to identify small-molecule compounds with the potential to selectively disrupt the structure of a chronic-pain specific disease network, which we validate using a novel phenotypic screen that recapitulates key aspects of neuronal and pain biology by measuring changes in neuronal excitability in native sensory neurons. The combination of network pharmacology with a phenotypic screen is a powerful approach; we show that hit rates increase from 26% to 42%. This represents a rational approach to the discovery of compounds with a poly-pharmacology based therapeutic value, which will be vital for the discovery of treatments for complex disease. Graphical abstract: Highlights: A novel phenotypic screen for neuronal excitability recapitulates key aspects of chronic pain. Network pharmacology based predictions of drug activity in a disease-specific protein interaction network identify effective compounds (AUC 0.77) Our network-based approach significantly increases hit rates compared to manualAbstract: Diseases such as chronic pain with complex etiologies are unlikely to respond to single, target-specific therapeutics but rather require intervention at multiple points within a perturbed disease system. Such approaches are being enabled by the rise of computational methods to identify key points of intervention and by new screening techniques that focus on a relevant condition or phenotype, rather than a specific target. Here we apply an in silico network pharmacology approach to identify small-molecule compounds with the potential to selectively disrupt the structure of a chronic-pain specific disease network, which we validate using a novel phenotypic screen that recapitulates key aspects of neuronal and pain biology by measuring changes in neuronal excitability in native sensory neurons. The combination of network pharmacology with a phenotypic screen is a powerful approach; we show that hit rates increase from 26% to 42%. This represents a rational approach to the discovery of compounds with a poly-pharmacology based therapeutic value, which will be vital for the discovery of treatments for complex disease. Graphical abstract: Highlights: A novel phenotypic screen for neuronal excitability recapitulates key aspects of chronic pain. Network pharmacology based predictions of drug activity in a disease-specific protein interaction network identify effective compounds (AUC 0.77) Our network-based approach significantly increases hit rates compared to manual compound selection based on known primary pharmacology. … (more)
- Is Part Of:
- Journal of molecular biology. Volume 430:Issue 18(2018)Part A
- Journal:
- Journal of molecular biology
- Issue:
- Volume 430:Issue 18(2018)Part A
- Issue Display:
- Volume 430, Issue 18, Part 1 (2018)
- Year:
- 2018
- Volume:
- 430
- Issue:
- 18
- Part:
- 1
- Issue Sort Value:
- 2018-0430-0018-0001
- Page Start:
- 3005
- Page End:
- 3015
- Publication Date:
- 2018-09-14
- Subjects:
- network-based drug discovery -- neuroscience -- pain -- drug repurposing
EFS electric field stimulation -- DRG dorsal root ganglion -- PSA polar surface area -- PPIs protein–protein interactions -- NGF nerve growth factor
Molecular biology -- Periodicals
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Biologie moléculaire -- Périodiques
Biologie -- Périodiques
Biochimie -- Périodiques
Moleculaire biologie
Biochemistry
Biology
Molecular biology
Periodicals
572.805 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00222836 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jmb.2018.07.016 ↗
- Languages:
- English
- ISSNs:
- 0022-2836
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5020.700000
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- 7266.xml