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Benchmarking Docking Protocols on Predicting Alternative Binding Modes
Alžbeta Kubincová1, Süleyman Selim Çinaroǧlu2, Jianna Ongsioco1
1Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, California92697, United States.
Accurate ligand positioning is crucial for drug design. Current docking methods struggle to identify alternative binding modes in lead optimization, with success rates of only 30-50%.
Area of Science:
- Computational Chemistry
- Structural Biology
- Drug Discovery
Background:
- Protein-ligand binding pose accuracy is critical for affinity prediction.
- High-throughput virtual screening prioritizes speed over pose accuracy.
- Docking protocols are used in lead optimization, but their accuracy with template structures is less understood.
Purpose of the Study:
- To assess the ability of templated docking protocols to predict alternative ligand binding modes.
- To evaluate pose prediction methods when a reference ligand structure is known.
- To focus on cases with multiple potential binding modes for new compounds.
Main Methods:
- Collected 60 complex structures from the Protein Data Bank (PDB) with multiple ligand binding modes.
- Assessed templated docking protocols using these structures as benchmarks.
- Compared success rates to standard docking benchmarks.
Main Results:
- Templated docking protocols showed modest success rates of 30-50% in identifying alternative binding modes.
- These success rates are significantly lower than those on standard diverse sets (70-90%).
- Ligand modifications breaking local symmetry pose challenges for prediction.
Conclusions:
- Current docking methods require further improvement for effective use in lead optimization.
- Enhanced pose prediction capabilities are needed to identify viable alternate binding modes.
- The study highlights limitations in applying standard docking benchmarks to lead optimization scenarios.
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