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Updated: Mar 18, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Ligand Docking to Intermediate and Close-To-Bound Conformers Generated by an Elastic Network Model Based Algorithm
Zeynep Kurkcuoglu1, Pemra Doruker1
1Department of Chemical Engineering and Polymer Research Center, Bogazici University, Bebek, Istanbul, 34342, Turkey.
Developing new computational methods to predict how drugs bind to flexible proteins is crucial for drug discovery. Our algorithm successfully generates relevant protein shapes from inactive states, improving ligand docking accuracy for challenging targets.
Area of Science:
- Computational Biology
- Structural Biology
- Drug Discovery
Background:
- Accurately modeling protein flexibility is essential for small ligand-protein docking, especially for proteins with large conformational changes.
- Current methods struggle with proteins that undergo significant structural transitions, hindering drug design efforts.
- Sampling accessible protein conformers from the unbound (apo) state can aid docking and drug design.
Purpose of the Study:
- To develop an unbiased algorithm for sampling protein conformational states from the apo structure.
- To assess the algorithm's effectiveness in improving ligand docking accuracy for proteins with large conformational changes.
- To investigate the role of intermediate protein states in ligand binding.
Main Methods:
- An iterative algorithm integrating elastic network models, clustering, and energy minimization with implicit solvation was developed.
- The algorithm was applied to apo structures of five diverse proteins with large conformational changes (4.7-15 Å RMSD).
- Docking was performed on generated conformers, including apo, bound-like, and intermediate states, to evaluate binding pose accuracy.
Main Results:
- The algorithm successfully generated conformers close to the bound state (1.4-3.8 Å RMSD) and relevant intermediate states.
- For proteins with hinge-type closures, the best docking poses were achieved with conformers closest to the bound structure.
- Optimal ligand docking for adenylate kinase and calmodulin was achieved using intermediate or specifically generated conformational states, with final ligand RMSDs of 1.5-2.9 Å.
Conclusions:
- The developed algorithm effectively generates relevant protein conformational states starting from the apo structure.
- Intermediate protein conformational states are critical for accurate ligand docking, particularly for proteins undergoing large transitions.
- This approach offers a valuable tool for drug design and understanding ligand-protein interactions in flexible systems.
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