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Related Concept Videos

Genetic Screens02:46

Genetic Screens

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Genetic screens are tools used to identify genes and mutations responsible for phenotypes of interest. Genetic screens help identify individuals or a group of people at risk of developing  genetic diseases and help them with early intervention, targeted therapy, and reproductive options.
Forward genetic screens
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Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
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A graph-based approach to construct target-focused libraries for virtual screening.

Misagh Naderi1, Chris Alvin2, Yun Ding3

  • 1Department of Biological Sciences, Louisiana State University, Baton Rouge, LA USA.

Journal of Cheminformatics
|March 17, 2016
PubMed
Summary
This summary is machine-generated.

eSynth computationally synthesizes novel drug candidates by assembling molecular fragments. This automated method accelerates targeted drug discovery by efficiently generating diverse compound libraries with desired activity profiles.

Keywords:
Chemical spaceMolecular synthesisTarget-focused librariesTargeted drug discoveryVirtual screeningeSynth

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Area of Science:

  • Computational chemistry
  • Drug discovery
  • cheminformatics

Background:

  • Virtual screening is cost-effective but often yields low hit rates.
  • Existing compound libraries are vast and difficult to navigate for novel bioactives.
  • Targeted library design is crucial for efficient drug discovery.

Purpose of the Study:

  • To develop an automated computational method for synthesizing novel drug-like molecules.
  • To create tailored screening libraries for specific protein targets.
  • To address the limitations of traditional virtual screening approaches.

Main Methods:

  • Developed eSynth, an exhaustive graph-based search algorithm.
  • Decomposed organic compounds into rigid fragments and flexible linkers.
  • Reconnected molecular fragments based on atomic connectivity patterns.

Main Results:

  • eSynth successfully reconstructed over 80% of active molecules from fragments.
  • Successfully generated novel scaffolds by reconstructing 40% of target molecules from distinct fragments.
  • Demonstrated computational efficiency, generating 90% of molecules within a minute.

Conclusions:

  • eSynth reconstructs chemically feasible molecules from fragments.
  • Generates diverse molecular collections with desired activity profiles for targeted drug discovery.
  • Provides a freely available tool to accelerate the development of novel screening libraries.