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Published on: July 16, 2017
Modeling Protein Conformational Transition Pathways Using Collective Motions and the LASSO Method
1European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI) , Cambridge CB10 1SD, United Kingdom.
This study introduces a novel method to map protein conformational changes using collective motions and network models. The approach efficiently identifies low-energy pathways crucial for understanding protein recognition and function.
Area of Science:
- Structural Biology
- Computational Biology
- Biophysics
Background:
- Proteins exist in multiple conformational states, crucial for their diverse functions.
- Protein topology influences the global dynamics governing transitions between these states.
Purpose of the Study:
- To develop a method for generating transition pathways between protein conformational states.
- To identify the most efficient routes along collective motions for conformational changes.
Main Methods:
- Perturbing proteins toward target states along thermally accessible collective motions.
- Utilizing the least absolute shrinkage and selection operator (LASSO) to find parsimonious routes.
- Calculating soft modes using the anisotropic network model.
Main Results:
- A method was developed to generate transition pathways between protein conformational states.
- Analysis of 436 protein-protein interactions revealed such paths exist for most cases.
- Identified pathways were found to be low in energy, suggesting efficient transitions.
Conclusions:
- The method provides insights into atomic modeling for protein recognition.
- Identified pathways can constrain sampling in computational protein modeling.
- The findings have implications for understanding protein dynamics and function.
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