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Updated: Sep 16, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based
Ahmad Fadhlurrahman Ahmad Hidayat1, Saharuddin Bin Mohamad2
1Bioinformatics Programme, Institute of Biological Sciences, Faculty of Science, Universiti Malaya.
Ensemble-based docking enhances drug discovery by modeling protein flexibility. This computational method, using lysozyme and Flovokawain B, improves binding predictions for more efficient drug development.
Area of Science:
- Computational chemistry
- Structural biology
- Drug discovery
Background:
- Drug discovery is resource-intensive, necessitating efficient computational methods.
- Traditional docking methods often overlook protein flexibility, limiting accuracy.
- Ensemble-based docking offers a more dynamic approach to ligand-protein interactions.
Purpose of the Study:
- To demonstrate the application of ensemble-based docking for incorporating protein flexibility.
- To analyze the binding of Flovokawain B to lysozyme using this advanced technique.
- To improve the reliability of molecular docking predictions in drug discovery.
Main Methods:
- Molecular dynamics simulations of lysozyme to capture conformational dynamics.
- Conformation clustering based on molecular dynamics trajectories.
- Ligand-protein docking using selected protein conformations.
Main Results:
- Ensemble-based docking successfully introduced protein flexibility into the simulation.
- Cluster 2 of lysozyme conformations yielded the lowest binding energy with Flovokawain B (-29.37 kJ/mol).
- Molecular docking visualizations confirmed potential binding interactions.
Conclusions:
- Ensemble-based docking provides a more comprehensive understanding of dynamic protein behavior.
- This method enhances the accuracy of predicting ligand-protein binding outcomes.
- Incorporating protein dynamics is crucial for efficient and reliable drug discovery pipelines.
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