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Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
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GRAIL: GRids of phArmacophore Interaction fieLds
Doris A Schuetz1, Thomas Seidel2, Arthur Garon2
1Inte:Ligand GmbH , Mariahilferstrasse 74B/11 , A-1070 Vienna , Austria.
Journal of Chemical Theory and Computation
|August 5, 2018
Summary
GRAIL identifies favorable interaction sites on receptors using a novel pharmacophore approach. This method aids in rational drug design by analyzing protein structures and dynamics, even without experimental ligand-bound complexes.
Area of Science:
- Computational chemistry
- Structural biology
- Drug discovery
Background:
- Experimentally determined 3D structures of ligand-receptor complexes are often unavailable.
- Understanding receptor-ligand interactions is crucial for de novo ligand design and lead optimization.
- Existing methods may be computationally intensive for analyzing large datasets like molecular dynamics simulations.
Purpose of the Study:
- To present a novel computational method, GRAIL, for identifying energetically favorable interaction sites on receptor binding sites.
- To enable efficient analysis of protein structures and dynamics for guiding rational drug design.
- To assess conformation-dependent characteristics of key interactions over time.
Main Methods:
- Combines grid-based approaches with the pharmacophore concept.
- Utilizes a reduced pharmacophoric abstraction for rapid computation of interaction grid maps.
- Applies the method to analyze large coordinate sets from long-time molecular dynamics (MD) simulations.
- Incorporates protein conformational changes into the analysis.
Main Results:
- GRAIL enables rapid computation of interaction grid maps.
- The method facilitates the analysis of conformation-dependent interactions from MD trajectories.
- Demonstrated performance on the oncology target heat shock protein 90 with various inhibitors.
- Provided insights into optimizing molecular features of inhibitors.
Conclusions:
- GRAIL is an effective tool for identifying key interaction sites in receptor binding pockets.
- The method enhances rational ligand design by considering protein dynamics and conformational flexibility.
- GRAIL offers a valuable approach for drug discovery, particularly when experimental structures are limited.
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