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Assessing the binding properties of CASP14 targets and models
Megan Egbert1, Usman Ghani1, Ryota Ashizawa2,3
1Department of Biomedical Engineering, Boston University, Boston, Massachusetts, USA.
Proteins
|August 9, 2021
Summary
We assessed how well computational models capture protein binding properties. High accuracy models can identify binding sites, but precise ligand docking requires accounting for conformational changes.
Area of Science:
- Structural bioinformatics
- Computational biology
- Protein modeling
Background:
- Assessing the accuracy of protein models is crucial for their application in biological research.
- The Critical Assessment of protein Structure Prediction (CASP) provides a benchmark for protein structure modeling.
- Understanding how well CASP models retain native protein properties, especially binding sites, is an open question.
Purpose of the Study:
- To evaluate the ability of CASP models to preserve native protein binding site characteristics.
- To determine if CASP models can be used for predicting binding sites and facilitating ligand docking.
- To assess the utility of CASP models in understanding protein-protein interactions.
Main Methods:
- Calculated binding fingerprints based on residue interactions with small molecule probes.
- Quantified fingerprint similarity using correlation coefficients between X-ray structures and models.
- Performed ligand docking and protein-protein interaction analyses using CASP models and X-ray structures.
Main Results:
- Fingerprint similarity weakly correlates with global accuracy measures (GDT_TS).
- A GDT_TS score above 80 is necessary but not sufficient for conserving surface binding properties.
- CASP14 models demonstrated quality comparable to X-ray crystallography for identifying binding/regulatory sites and protein complexes.
- Ligand docking success is sensitive to binding interface details and may necessitate simulations for conformational changes.
Conclusions:
- CASP models are increasingly reliable for identifying functional sites and protein complexes.
- While models show promise, accurate ligand docking may require advanced simulation techniques to capture conformational dynamics.
Keywords:
binding hot spotsligand dockingprotein binding siteprotein mappingprotein-protein interactionquality measuresstructure predictionMore Related Videos
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