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Systematic exploitation of multiple receptor conformations for virtual ligand screening
Giovanni Bottegoni1, Walter Rocchia, Manuel Rueda
1Department of Drug Discovery and Development, Istituto Italiano di Tecnologia, Genova, Italy.
Virtual ligand screening using multiple protein conformations improves drug discovery by better identifying active compounds. This ensemble approach enhances accuracy and chemical diversity compared to rigid receptor methods.
Area of Science:
- Computational chemistry
- Drug discovery
- Structural biology
Background:
- Virtual ligand screening (VLS) is crucial for identifying drug candidates.
- Incorporating receptor flexibility enhances VLS performance.
- Protein plasticity can be represented by multiple crystallographic conformations.
Purpose of the Study:
- To systematically assess the utility of multiple receptor conformations in VLS protocols.
- To evaluate the impact of ensemble receptor-based screening on discriminating binders from non-binders.
- To determine if ensemble methods can improve the enrichment and diversity of active compounds.
Main Methods:
- Systematic analysis of 36 pharmaceutical targets.
- Application of ensemble receptor-based VLS protocols.
- Comparison with single rigid receptor screening methods.
- Utilized actual molecules with reported activity against targets.
Main Results:
- Ensemble receptor-based protocols show superior discrimination between active and inactive molecules compared to single rigid receptor approaches.
- The ensemble method effectively enriches a higher number of active compounds.
- The protocol also enhances the chemical diversity of identified active compounds.
- Identified strategies for selecting optimal receptor conformation subsets for real-world screening.
Conclusions:
- Employing multiple crystallographic receptor conformations in VLS significantly boosts the accuracy and efficiency of drug candidate identification.
- Ensemble receptor-based screening is a powerful strategy for enriching diverse and active compounds in drug discovery pipelines.
- This approach offers a more robust alternative to traditional rigid receptor screening, paving the way for improved hit identification.
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