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Updated: Dec 10, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Prediction of ligand binding mode among multiple cross-docking poses by molecular dynamics simulations
Kai Liu1, Hironori Kokubo2,3
1Institute of Marine Drugs, Guangxi University of Chinese Medicine, No. 13, Wuhe Avenue, Nanning, 530200, Guangxi, People's Republic of China.
This study introduces a two-step method using molecular dynamics (MD) simulations and binding free energy calculations to accurately identify correct protein-ligand binding modes. The approach successfully identified the correct binding mode for 72% of tested complexes.
Area of Science:
- Computational chemistry
- Molecular modeling
- Drug discovery
Background:
- Accurately predicting protein-ligand binding modes is crucial for rational drug design.
- Distinguishing correct poses from numerous false positives generated by docking is a significant challenge.
Purpose of the Study:
- To develop and validate a robust computational method for identifying the correct ligand binding pose among multiple docking predictions.
- To improve the accuracy of molecular docking by integrating molecular dynamics (MD) simulations and binding free energy calculations.
Main Methods:
- Utilizing five independent MD simulations with varied initial velocities to assess the stability of each docking pose.
- Filtering out unstable poses based on root-mean-square deviation (RMSD) thresholds (2.0 Å).
- Performing all-atom binding free energy calculations on the remaining stable poses to determine the most accurate binding mode.
Main Results:
- The proposed method successfully identified the correct ligand binding mode for 72% (75 out of 104) of the complexes in a cross-docking test set.
- The method effectively filters out incorrect poses using MD simulations before computationally intensive free energy calculations.
Conclusions:
- The combined approach of MD simulations and binding free energy calculations offers a reliable strategy for validating protein-ligand docking poses.
- Further investigation into failure cases is necessary to refine the method and enhance its accuracy for broader applications in drug discovery.
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