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A conformation ensemble approach to protein residue-residue contact

BACKGROUND: Protein residue-residue contact prediction is important for protein model generation and model evaluation. Here we develop a conformation ensemble approach to improve residue-residue contact prediction. We collect a number of structural models stemming from a variety of methods and imple...

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Autores principales: Eickholt, Jesse, Wang, Zheng, Cheng, Jianlin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3200154/
https://www.ncbi.nlm.nih.gov/pubmed/21989082
http://dx.doi.org/10.1186/1472-6807-11-38
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author Eickholt, Jesse
Wang, Zheng
Cheng, Jianlin
author_facet Eickholt, Jesse
Wang, Zheng
Cheng, Jianlin
author_sort Eickholt, Jesse
collection PubMed
description BACKGROUND: Protein residue-residue contact prediction is important for protein model generation and model evaluation. Here we develop a conformation ensemble approach to improve residue-residue contact prediction. We collect a number of structural models stemming from a variety of methods and implementations. The various models capture slightly different conformations and contain complementary information which can be pooled together to capture recurrent, and therefore more likely, residue-residue contacts. RESULTS: We applied our conformation ensemble approach to free modeling targets from both CASP8 and CASP9. Given a diverse ensemble of models, the method is able to achieve accuracies of. 48 for the top L/5 medium range contacts and. 36 for the top L/5 long range contacts for CASP8 targets (L being the target domain length). When applied to targets from CASP9, the accuracies of the top L/5 medium and long range contact predictions were. 34 and. 30 respectively. CONCLUSIONS: When operating on a moderately diverse ensemble of models, the conformation ensemble approach is an effective means to identify medium and long range residue-residue contacts. An immediate benefit of the method is that when tied with a scoring scheme, it can be used to successfully rank models.
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spelling pubmed-32001542011-10-25 A conformation ensemble approach to protein residue-residue contact Eickholt, Jesse Wang, Zheng Cheng, Jianlin BMC Struct Biol Research Article BACKGROUND: Protein residue-residue contact prediction is important for protein model generation and model evaluation. Here we develop a conformation ensemble approach to improve residue-residue contact prediction. We collect a number of structural models stemming from a variety of methods and implementations. The various models capture slightly different conformations and contain complementary information which can be pooled together to capture recurrent, and therefore more likely, residue-residue contacts. RESULTS: We applied our conformation ensemble approach to free modeling targets from both CASP8 and CASP9. Given a diverse ensemble of models, the method is able to achieve accuracies of. 48 for the top L/5 medium range contacts and. 36 for the top L/5 long range contacts for CASP8 targets (L being the target domain length). When applied to targets from CASP9, the accuracies of the top L/5 medium and long range contact predictions were. 34 and. 30 respectively. CONCLUSIONS: When operating on a moderately diverse ensemble of models, the conformation ensemble approach is an effective means to identify medium and long range residue-residue contacts. An immediate benefit of the method is that when tied with a scoring scheme, it can be used to successfully rank models. BioMed Central 2011-10-12 /pmc/articles/PMC3200154/ /pubmed/21989082 http://dx.doi.org/10.1186/1472-6807-11-38 Text en Copyright ©2011 Eickholt 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 Research Article
Eickholt, Jesse
Wang, Zheng
Cheng, Jianlin
A conformation ensemble approach to protein residue-residue contact
title A conformation ensemble approach to protein residue-residue contact
title_full A conformation ensemble approach to protein residue-residue contact
title_fullStr A conformation ensemble approach to protein residue-residue contact
title_full_unstemmed A conformation ensemble approach to protein residue-residue contact
title_short A conformation ensemble approach to protein residue-residue contact
title_sort conformation ensemble approach to protein residue-residue contact
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3200154/
https://www.ncbi.nlm.nih.gov/pubmed/21989082
http://dx.doi.org/10.1186/1472-6807-11-38
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