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Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions
BACKGROUND: Accurate evaluation and modelling of residue-residue interactions within and between proteins is a key aspect of computational structure prediction including homology modelling, protein-protein docking, refinement of low-resolution structures, and computational protein design. RESULTS: H...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2912888/ https://www.ncbi.nlm.nih.gov/pubmed/20624289 http://dx.doi.org/10.1186/1471-2105-11-374 |
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author | Potapov, Vladimir Cohen, Mati Inbar, Yuval Schreiber, Gideon |
author_facet | Potapov, Vladimir Cohen, Mati Inbar, Yuval Schreiber, Gideon |
author_sort | Potapov, Vladimir |
collection | PubMed |
description | BACKGROUND: Accurate evaluation and modelling of residue-residue interactions within and between proteins is a key aspect of computational structure prediction including homology modelling, protein-protein docking, refinement of low-resolution structures, and computational protein design. RESULTS: Here we introduce a method for accurate protein structure modelling and evaluation based on a novel 4-distance description of residue-residue interaction geometry. Statistical 4-distance preferences were extracted from high-resolution protein structures and were used as a basis for a knowledge-based potential, called Hunter. We demonstrate that 4-distance description of side chain interactions can be used reliably to discriminate the native structure from a set of decoys. Hunter ranked the native structure as the top one in 217 out of 220 high-resolution decoy sets, in 25 out of 28 "Decoys 'R' Us" decoy sets and in 24 out of 27 high-resolution CASP7/8 decoy sets. The same concept was applied to side chain modelling in protein structures. On a set of very high-resolution protein structures the average RMSD was 1.47 Å for all residues and 0.73 Å for buried residues, which is in the range of attainable accuracy for a model. Finally, we show that Hunter performs as good or better than other top methods in homology modelling based on results from the CASP7 experiment. The supporting web site http://bioinfo.weizmann.ac.il/hunter/ was developed to enable the use of Hunter and for visualization and interactive exploration of 4-distance distributions. CONCLUSIONS: Our results suggest that Hunter can be used as a tool for evaluation and for accurate modelling of residue-residue interactions in protein structures. The same methodology is applicable to other areas involving high-resolution modelling of biomolecules. |
format | Text |
id | pubmed-2912888 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-29128882010-07-31 Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions Potapov, Vladimir Cohen, Mati Inbar, Yuval Schreiber, Gideon BMC Bioinformatics Methodology Article BACKGROUND: Accurate evaluation and modelling of residue-residue interactions within and between proteins is a key aspect of computational structure prediction including homology modelling, protein-protein docking, refinement of low-resolution structures, and computational protein design. RESULTS: Here we introduce a method for accurate protein structure modelling and evaluation based on a novel 4-distance description of residue-residue interaction geometry. Statistical 4-distance preferences were extracted from high-resolution protein structures and were used as a basis for a knowledge-based potential, called Hunter. We demonstrate that 4-distance description of side chain interactions can be used reliably to discriminate the native structure from a set of decoys. Hunter ranked the native structure as the top one in 217 out of 220 high-resolution decoy sets, in 25 out of 28 "Decoys 'R' Us" decoy sets and in 24 out of 27 high-resolution CASP7/8 decoy sets. The same concept was applied to side chain modelling in protein structures. On a set of very high-resolution protein structures the average RMSD was 1.47 Å for all residues and 0.73 Å for buried residues, which is in the range of attainable accuracy for a model. Finally, we show that Hunter performs as good or better than other top methods in homology modelling based on results from the CASP7 experiment. The supporting web site http://bioinfo.weizmann.ac.il/hunter/ was developed to enable the use of Hunter and for visualization and interactive exploration of 4-distance distributions. CONCLUSIONS: Our results suggest that Hunter can be used as a tool for evaluation and for accurate modelling of residue-residue interactions in protein structures. The same methodology is applicable to other areas involving high-resolution modelling of biomolecules. BioMed Central 2010-07-12 /pmc/articles/PMC2912888/ /pubmed/20624289 http://dx.doi.org/10.1186/1471-2105-11-374 Text en Copyright ©2010 Potapov et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methodology Article Potapov, Vladimir Cohen, Mati Inbar, Yuval Schreiber, Gideon Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions |
title | Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions |
title_full | Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions |
title_fullStr | Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions |
title_full_unstemmed | Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions |
title_short | Protein structure modelling and evaluation based on a 4-distance description of side-chain interactions |
title_sort | protein structure modelling and evaluation based on a 4-distance description of side-chain interactions |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2912888/ https://www.ncbi.nlm.nih.gov/pubmed/20624289 http://dx.doi.org/10.1186/1471-2105-11-374 |
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