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Published on: July 25, 2013
Efficient Binding Affinity Estimation for Fragment-Based Compounds Using a Separated Topologies Approach
Ana-Maria Caldaruse1, Hannah M Baumann2, David L Mobley1
1School of Pharmacy and Pharmaceutical Sciences, University of California, Irvine, California 92697, United States.
Fragment-based drug discovery (FBDD) benefits from accurate binding affinity predictions. The Separated Topologies (SepTop) method shows promise for modeling fragment transformations and optimizing drug leads.
Area of Science:
- Computational Chemistry
- Drug Discovery
- Biophysics
Background:
- Fragment-based drug discovery (FBDD) is crucial for early-stage drug development.
- Predicting binding affinities of fragments and analogs presents computational challenges due to weak interactions and structural diversity.
- Existing free-energy methods are often not optimized for FBDD's specific needs.
Purpose of the Study:
- To evaluate the Separated Topologies (SepTop) approach for modeling fragment-based transformations in drug discovery.
- To assess SepTop's accuracy in predicting binding affinities for fragment merging and linking.
- To determine SepTop's suitability for fragment optimization in early drug development.
Main Methods:
- Retrospective analysis using established FBDD datasets (Cyclophilin D, SARS-CoV-2 Macrodomain 1).
- Application of the Separated Topologies (SepTop) computational method.
- Validation of binding free-energy calculations for fragment and lead-like compounds.
Main Results:
- The SepTop approach accurately recovered experimental binding affinities.
- Good predictive accuracy was observed across both fragment and lead-like compounds.
- SepTop demonstrated effectiveness in modeling fragment merging and linking transformations.
Conclusions:
- SepTop is a suitable method for fragment optimization in FBDD.
- SepTop can extend the application of binding free-energy calculations to earlier drug discovery stages.
- This method enhances computational strategies for developing novel therapeutics.
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