Predicting Protein Dynamics and Allostery Using Multi-Protein Atomic Distance Constraints.
Joe G Greener1, Ioannis Filippis1, Michael J E Sternberg1
1Centre for Integrative Systems Biology and Bioinformatics, Department of Life Sciences, Imperial College London, London SW7 2AZ, UK.
Structure (London, England : 1993)
|February 14, 2017
Summary
ExProSE, a new method, efficiently explores protein dynamics and conformational ensembles. It accurately predicts allosteric sites by generating protein structures from two inputs, overcoming limitations of existing molecular dynamics approaches.
Area of Science:
- Computational Biology
- Structural Biology
- Biophysics
Background:
- Studying protein dynamics, conformational ensembles, and allostery is challenging for molecular dynamics (MD) due to timescale limitations.
- Existing coarse-grained methods struggle to capture large conformational changes in proteins.
Purpose of the Study:
- To present ExProSE (Exploration of Protein Structural Ensembles), a novel distance geometry-based method for generating protein structural ensembles.
- To provide a fast and accessible framework for exploring protein structure and dynamics.
- To assess ExProSE's ability to predict allosteric sites.
Main Methods:
- ExProSE generates an ensemble of protein structures from two input structures using a distance geometry approach.
- The method was evaluated using apo/holo protein pairs and compared against existing coarse-grained methods (tCONCOORD, NMSim) and targeted MD.
- Additional constraints representing potential modulators were incorporated to predict allosteric sites.
Main Results:
- ExProSE successfully generates protein ensembles, outperforming tCONCOORD and NMSim for T4-lysozyme and achieving comparable results to targeted MD.
- ExProSE demonstrates capability in predicting allosteric sites, ranking the correct pocket first or second for 27 out of 58 tested allosteric proteins.
- The performance in allosteric site prediction is comparable and complementary to existing computational methods.
Conclusions:
- ExProSE offers a unified, fast, and accessible framework for exploring protein structure and dynamics, addressing limitations of traditional MD.
- The method effectively generates native-like conformational ensembles and shows promise in identifying allosteric sites.
- ExProSE is freely available, facilitating broader research in protein structure-function relationships.
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