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A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Can a physics-based, all-atom potential find a protein's native structure among misfolded structures? I. Large scale
Liliana Wroblewska1, Jeffrey Skolnick
1Center for the Study of Systems Biology, School of Biology, Georgia Institute of Technology, Atlanta, Georgia 30318, USA.
Journal of Computational Chemistry
|April 5, 2007
Summary
Physics-based energy functions like AMBER can score protein structures but struggle with refinement. This study examines why the AMBER potential fails to consistently refine protein models to their native states, proposing corrections.
Area of Science:
- Computational Biology
- Structural Bioinformatics
- Molecular Modeling
Background:
- Physics-based, all-atom energy functions (AMBER, CHARMM, OPLS-AA) and local minimization effectively discriminate between native and decoy protein structures during scoring.
- However, their application in refining protein models from initial conformations to native-like states has seen limited success.
Purpose of the Study:
- To investigate the discrepancy between scoring and refinement capabilities of physics-based potentials, specifically the AMBER potential.
- To identify reasons why the AMBER potential may not reliably guide protein models towards their native structures during conformational search.
Main Methods:
- Conformational search using molecular dynamics driven by the AMBER potential.
- Analysis of 150 nonhomologous proteins and their associated decoys to evaluate energy landscapes.
Main Results:
- For a significant number of proteins, the native state did not correspond to the lowest free energy state when using the AMBER potential for refinement.
- This indicates a limitation in the AMBER potential's ability to accurately represent the native state as the global minimum.
Conclusions:
- The AMBER potential, while effective for scoring, faces challenges in accurately refining protein models to native-like structures.
- Potential corrections to the AMBER potential function are proposed to improve its suitability for protein model refinement and achieve better native-likeness.
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