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Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Evaluations of molecular docking programs for virtual screening
Kenji Onodera1, Kazuhito Satou, Hiroshi Hirota
1RIKEN Genomic Sciences Center, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama 230-0045, Japan. onodera.kenji@gmail.com
Journal of Chemical Information and Modeling
|July 3, 2007
Summary
This study evaluated three molecular docking programs (DOCK, AutoDock, GOLD) for structure-based virtual screening. DOCK demonstrated superior screening performance in enrichment rates across 116 targets.
Area of Science:
- Computational chemistry
- Drug discovery
- Bioinformatics
Background:
- Structure-based virtual screening (SBVS) is crucial for identifying drug candidates.
- Numerous molecular docking programs exist, making tool selection challenging.
- Understanding program performance is essential for effective SBVS.
Purpose of the Study:
- To evaluate and compare the screening performance of three prominent molecular docking programs: DOCK, AutoDock, and GOLD.
- To provide data-driven recommendations for enhancing molecular docking program efficacy.
- To validate screening performance using established and novel metrics.
Main Methods:
- Evaluated DOCK, AutoDock, and GOLD against 116 diverse protein targets.
- Employed a rigorous validation approach using two novel standards and traditional enrichment rates.
- Conducted 1000 docking runs per program with three ligand conformations for statistical robustness.
Main Results:
- Each program exhibited unique strengths and weaknesses in screening performance.
- DOCK consistently outperformed AutoDock and GOLD in enrichment rate measurements.
- Performance variations were observed across different target proteins and docking programs.
Conclusions:
- DOCK shows significant promise for structure-based virtual screening applications.
- Recommendations are provided to improve the screening capabilities of molecular docking software.
- This comparative analysis aids researchers in selecting appropriate tools for drug discovery pipelines.
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