Related Experiment Video
Updated: Mar 15, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Incorporation of side chain flexibility into protein binding pockets using MTflex
Nupur Bansal1, Zheng Zheng1, Kenneth M Merz2
1Department of Chemistry, Michigan State University, 578 South Shaw Lane, East Lansing, MI 48824, United States.
This study introduces the Movable Type with flexibility (MTflex) method to model receptor flexibility for drug discovery. MTflex improves the prediction of binding free energies by considering conformational states on the free energy surface.
Area of Science:
- Computational chemistry
- Molecular modeling
- Drug discovery
Background:
- Receptor flexibility is crucial for drug recognition and binding.
- Accurately modeling receptor flexibility in computational studies is a significant challenge.
- Existing methods often generate ensembles on the energy surface, not the more relevant free energy surface.
Purpose of the Study:
- To introduce a novel computational method, Movable Type with flexibility (MTflex), for incorporating receptor flexibility into drug docking studies.
- To generate relevant conformational ensembles on the free energy surface in a computationally tractable manner.
- To improve the accuracy of binding free energy predictions.
Main Methods:
- The MTflex method enumerates conformational states based on side chain flexibility.
- Relative free energies of these states are estimated using the Movable Type (MT) methodology.
- The generated ensembles are used for subsequent docking and scoring.
Main Results:
- The MTflex method generates ensembles on the more relevant free energy surface.
- This approach is computationally tractable.
- Using MTflex ensembles significantly improves the prediction of binding free energies compared to docking to a single crystal structure.
Conclusions:
- The MTflex method offers a computationally efficient and accurate way to model receptor flexibility.
- Incorporating flexibility via MTflex ensembles enhances the predictive power of docking studies.
- This advancement can lead to more effective drug discovery and development.
Related Concept Videos
Protein Folding
Protein Folding
Protein Structure Is Critical to Its Biological Function
Proteins perform a wide range of biological functions such as catalyzing chemical reactions, providing...
Protein Folding
Ligand Binding and Linkage
Conserved Binding Sites
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
Conserved Binding Sites

