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Updated: Apr 5, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
NRGsuite: a PyMOL plugin to perform docking simulations in real time using FlexAID.
Francis Gaudreault1, Louis-Philippe Morency1, Rafael J Najmanovich1
1Department of Biochemistry, Faculty of Medicine and Health Sciences, University of Sherbrooke, Sherbrooke, Canada.
The NRGsuite is a new PyMOL plugin for protein binding site analysis and molecular docking simulations. It aids in structure-guided drug design and education by enabling real-time visualization and parameter control.
Area of Science:
- Computational Biology
- Structural Biology
- Drug Discovery
Background:
- Molecular recognition is crucial for biological processes.
- Understanding protein-ligand interactions is key in drug design.
- Existing tools may lack comprehensive features for binding site analysis.
Purpose of the Study:
- Introduce NRGsuite, a PyMOL plugin for protein surface cavity detection and refinement.
- Facilitate the use of identified cavities as target binding sites for docking simulations.
- Enhance control over docking simulation parameters and real-time visualization.
Main Methods:
- Developed NRGsuite as a PyMOL plugin using Python and C/C++.
- Integrated NRGsuite with the FlexAID docking software.
- Implemented features for cavity detection, refinement, volume calculation, and parameter control.
Main Results:
- NRGsuite enables precise identification and refinement of protein surface cavities.
- Users can define flexible side-chains and geometric constraints for docking.
- Real-time visualization of docking simulations is provided.
Conclusions:
- NRGsuite offers a powerful and user-friendly tool for molecular docking simulations.
- The plugin supports structure-guided drug design and serves as an educational resource.
- NRGsuite is compatible with Windows, Linux, and MacOS.
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Ligand Binding Sites
Ligand Binding Sites
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...