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Updated: May 21, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Essential considerations for using protein-ligand structures in drug discovery
Gregory L Warren1, Thanh D Do, Brian P Kelley
1OpenEye Scientific Software, Inc., Santa Fe, NM 87508, USA. greg@eyesopen.com
Assessing protein-ligand structure quality is crucial for structure-based drug design (SBDD). A new quality assessment identified only 17% of 728 structures as acceptable, leading to the creation of the Iridium database for reliable SBDD tool development.
Area of Science:
- Computational chemistry
- Structural biology
- Drug discovery
Background:
- Protein-ligand structures are fundamental to structure-based drug design (SBDD).
- Accurate assessment of protein-ligand structure quality is vital for developing reliable SBDD tools.
- Existing datasets used for validating molecular docking software may contain significant errors.
Purpose of the Study:
- To present methods for assessing protein-ligand structure quality.
- To introduce new criteria for identifying high-quality protein-ligand structures.
- To create a trustworthy database of protein-ligand structures for SBDD tool development.
Main Methods:
- Development of novel criteria for assessing protein-ligand structure quality.
- Application of these criteria to a dataset of 728 protein-ligand structures.
- Re-refinement of structures to ensure internal consistency for quality assessment.
Main Results:
- Only 17% of the 728 evaluated protein-ligand structures met the new quality criteria.
- A refined set of structures was established based on rigorous quality assessment.
- The creation of Iridium, a high-quality protein-ligand structure database.
Conclusions:
- A significant portion of existing protein-ligand structural data is of insufficient quality for SBDD.
- The developed quality assessment criteria are effective in identifying reliable structures.
- The Iridium database provides a robust resource for the development and validation of SBDD tools.
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