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LEADS-PEP: A Benchmark Data Set for Assessment of Peptide Docking Performance
Alexander Sebastian Hauser1, Björn Windshügel1
1Fraunhofer Institute for Molecular Biology and Applied Ecology IME , Schnackenburgallee 114, 22525 Hamburg, Germany.
A new benchmark dataset, LEADS-PEP, aids peptide docking research. Small molecule docking programs show promise for peptide placement, especially for longer peptides when using advanced scoring functions.
Area of Science:
- Computational Chemistry
- Drug Discovery
- Structural Biology
Background:
- Peptide-based therapeutics are gaining interest, increasing the need for computational tools like peptide docking.
- Existing peptide docking tools require independent benchmarks for performance assessment and development.
Purpose of the Study:
- To introduce the LEADS-PEP benchmark dataset for evaluating peptide docking performance.
- To assess the suitability of small molecule docking programs for peptide structure prediction.
Main Methods:
- Developed the LEADS-PEP dataset comprising 53 protein-peptide complexes (3-12 residues).
- Evaluated multiple small molecule docking programs against the LEADS-PEP dataset.
- Utilized scoring functions (ChemPLP, ChemScore, ASP) for pose rescoring.
Main Results:
- LEADS-PEP dataset is publicly available at www.leads-x.org.
- Most small molecule docking programs could model small peptides.
- Surflex-Dock and AutoDock Vina performed well for peptides >5 residues.
- Rescoring improved the accuracy of near-native peptide conformations.
Conclusions:
- Small molecule docking programs offer a viable and efficient alternative to specialized peptide docking tools.
- The LEADS-PEP dataset facilitates the development and validation of peptide docking methodologies.
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