A hybrid, bottom-up, structurally accurate, Go¯-like coarse-grained protein model.
Tanmoy Sanyal1, Jeetain Mittal2, M Scott Shell1
1Department of Chemical Engineering, University of California Santa Barbara, Santa Barbara, California 93106, USA.
The Journal of Chemical Physics
|August 3, 2019
Summary
This study develops a novel coarse-grained (CG) protein model using relative entropy methods. The model accurately predicts protein structures by focusing on backbone interactions, offering a new tool for structural biology research.
Area of Science:
- Computational Biology
- Structural Biology
- Biophysics
Background:
- Coarse-grained (CG) protein models have evolved from simple tools to detailed structure predictors.
- Systematic development of CG models without bioinformatic data is an ongoing challenge.
Purpose of the Study:
- To develop a hybrid CG peptide model using bottom-up coarse-graining methods without bioinformatic data.
- To investigate the role of backbone and sidechain interactions in protein folding.
- To assess the accuracy of the developed CG model for predicting protein structures.
Main Methods:
- Utilized relative entropy coarse-graining to develop a hybrid CG peptide model.
- Employed an extended ensemble relative entropy method with multiple atomistic simulations.
- Combined backbone forcefield with sidechain interactions based on native contacts.
Main Results:
- The developed CG model achieved high accuracy (∼2 Å RMSD) in folding a range of proteins.
- Demonstrated the significant role of backbone conformational preferences in defining protein fold landscapes.
- Showcased the model's ability to capture varied secondary structures.
Conclusions:
- The systematic development of CG models from bottom-up methods is feasible without bioinformatic data.
- Backbone interactions are crucial for encoding the protein fold landscape.
- The developed model provides a foundation for extensions to non-natural amino acids and polymers.
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