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Published on: May 16, 2021
Benchmark Sets for Binding Hot Spot Identification in Fragment-Based Ligand Discovery
Amanda E Wakefield1,2, Christine Yueh3, Dmitri Beglov3
1Department of Biomedical Engineering, Boston University, Boston, Massachusetts 02215, United States.
We developed benchmark sets to evaluate computational methods for identifying protein binding hot spots, crucial for fragment-based drug discovery. These sets aid in assessing tools for predicting where small molecules bind to proteins.
Area of Science:
- Biochemistry
- Computational Biology
- Drug Discovery
Background:
- Binding hot spots are protein regions with high affinity for small molecules, contributing significantly to binding energy.
- Identifying these hot spots is key for efficient fragment-based ligand discovery.
- Existing benchmark sets have limitations for evaluating hot spot prediction methods.
Purpose of the Study:
- To present novel benchmark sets for assessing computational methods aimed at identifying protein binding hot spots.
- To facilitate the evaluation of tools used in fragment-based ligand discovery.
- To establish a baseline for testing prediction methods using FTMap.
Main Methods:
- Creation of benchmark sets including protein structures with bound fragments and corresponding unbound structures.
- Inclusion of a set from Astex Pharmaceuticals focusing on fragment binding validation.
- Utilizing FTMap, a computational tool analogous to fragment screening, to test the benchmark sets.
Main Results:
- The study presents four distinct benchmark sets for evaluating hot spot identification methods.
- FTMap was used to establish a performance baseline across these sets.
- Differences and characteristics of the benchmark sets were analyzed.
Conclusions:
- The developed benchmark sets provide a valuable resource for testing and validating computational hot spot prediction tools.
- These sets are particularly relevant for fragment-based drug discovery efforts.
- The study highlights the importance of both bound and unbound structures in benchmark set design.
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