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Updated: Feb 27, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Implementing QM in docking calculations: is it a waste of computational time?
Adebayo A Adeniyi1, Mahmoud E S Soliman1
1School of Health Sciences, University of KwaZulu-Natal, Westville, Durban 4001, South Africa.
Molecular docking scoring functions are unreliable due to oversimplification. Quantum-mechanical methods, particularly atomic partial charges, offer a path to more accurate and reliable protein-ligand interaction predictions.
Area of Science:
- Computational chemistry
- Structural biology
- Drug discovery
Background:
- Molecular docking (MD) is crucial for drug discovery, but its reliability is hampered by scoring function (SF) deficiencies.
- Current SFs oversimplify the complex free energy of protein-ligand interactions, often sacrificing accuracy for speed.
- This necessitates the exploration of more robust methods for accurate interaction prediction.
Purpose of the Study:
- To highlight the limitations of current molecular docking scoring functions.
- To introduce quantum-mechanical (QM) methods as a superior reference for developing improved docking tools.
- To emphasize the critical role of atomic partial charges in enhancing SF accuracy.
Main Methods:
- Review and discussion of existing literature on molecular docking scoring functions.
- Analysis of quantum-mechanical (QM) approaches for calculating interaction energies.
- Focus on the significance of atomic partial charges derived from QM calculations.
Main Results:
- Scoring functions in molecular docking are inherently limited by their simplified approximations.
- Quantum-mechanical (QM) methods provide a more accurate basis for understanding protein-ligand interactions.
- The accuracy of atomic partial charges, derived from QM, is a key determinant of scoring function predictive power.
Conclusions:
- Improving molecular docking reliability requires moving beyond simplified scoring functions.
- Quantum-mechanical (QM) parameters, especially atomic partial charges, are vital for developing accurate and efficient docking tools.
- Accurate atomic partial charges are essential for advancing the predictive capabilities of molecular docking in drug discovery.
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