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Modeling of protein complexes in CAPRI Round 37 using template-based approach combined with model selection
Justas Dapkūnas1, Kliment Olechnovič1, Česlovas Venclovas1
1Institute of Biotechnology, Vilnius University, Saulėtekio 7, Vilnius, LT-10257, Lithuania.
Proteins
|September 15, 2017
Summary
We evaluated PPI3D and VoroMQA for protein complex modeling in CAPRI. PPI3D identified templates, and VoroMQA ranked models, showing potential for protein-protein interaction structure prediction.
Area of Science:
- Computational biology
- Structural bioinformatics
- Protein structure prediction
Background:
- Protein-protein interactions (PPIs) are crucial for cellular functions.
- Accurate prediction of protein complex structures is essential for understanding biological processes.
- Computational methods are vital for predicting these complex structures.
Purpose of the Study:
- To assess the PPI3D web server for template identification in comparative modeling of protein complexes.
- To evaluate the VoroMQA method for scoring and ranking structural models of protein-protein interactions.
- To test the utility of these tools in the Critical Assessment of PRediction of Interactions (CAPRI) and Critical Assessment of protein Structure Prediction (CASP12) challenges.
Main Methods:
- Utilized PPI3D and HHpred for sequence searches to identify multimeric templates.
- Employed clustering and visual analysis in PPI3D for detecting alternative interaction interfaces.
- Applied VoroMQA, combining full structure and interface scores, for model accuracy estimation and ranking.
Main Results:
- Identified suitable templates for 7 out of 11 CAPRI targets using PPI3D.
- Successfully constructed acceptable quality models for 6 targets.
- VoroMQA effectively ranked structural models, selecting higher quality predictions from CAPRI Scoring sets.
- Manual intervention was sometimes required to select the correct interaction template among alternatives.
Conclusions:
- PPI3D and VoroMQA demonstrate utility in the structural modeling of protein-protein interactions.
- The tools show promise for aiding in the prediction of protein complex structures.
- Further improvements to PPI3D and VoroMQA are suggested based on the evaluation results.
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