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The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment

The structure of a protein provides insight into its physiological interactions with other components of the cellular soup. Methods that predict putative structures from sequences typically yield multiple, closely-ranked possibilities. A critical component in the process is the model quality assessi...

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Autores principales: Chakraborty, Sandeep, Venkatramani, Ravindra, Rao, Basuthkar J., Asgeirsson, Bjarni, Dandekar, Abhaya M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000Research 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4257144/
https://www.ncbi.nlm.nih.gov/pubmed/25506420
http://dx.doi.org/10.12688/f1000research.2-243.v3
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author Chakraborty, Sandeep
Venkatramani, Ravindra
Rao, Basuthkar J.
Asgeirsson, Bjarni
Dandekar, Abhaya M.
author_facet Chakraborty, Sandeep
Venkatramani, Ravindra
Rao, Basuthkar J.
Asgeirsson, Bjarni
Dandekar, Abhaya M.
author_sort Chakraborty, Sandeep
collection PubMed
description The structure of a protein provides insight into its physiological interactions with other components of the cellular soup. Methods that predict putative structures from sequences typically yield multiple, closely-ranked possibilities. A critical component in the process is the model quality assessing program (MQAP), which selects the best candidate from this pool of structures. Here, we present a novel MQAP based on the physical properties of sidechain atoms. We propose a method for assessing the quality of protein structures based on the electrostatic potential difference (EPD) of Cβ atoms in consecutive residues. We demonstrate that the EPDs of Cβ atoms on consecutive residues provide unique signatures of the amino acid types. The EPD of Cβ atoms are learnt from a set of 1000 non-homologous protein structures with a resolution cuto of 1.6 Å obtained from the PISCES database. Based on the Boltzmann hypothesis that lower energy conformations are proportionately sampled more, and on Annsen's thermodynamic hypothesis that the native structure of a protein is the minimum free energy state, we hypothesize that the deviation of observed EPD values from the mean values obtained in the learning phase is minimized in the native structure. We achieved an average specificity of 0.91, 0.94 and 0.93 on hg_structal, 4state_reduced and ig_structal decoy sets, respectively, taken from the Decoys `R' Us database. The source code and manual is made available at https://github.com/sanchak/mqap and permanently available on 10.5281/zenodo.7134.
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spelling pubmed-42571442014-12-11 The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment Chakraborty, Sandeep Venkatramani, Ravindra Rao, Basuthkar J. Asgeirsson, Bjarni Dandekar, Abhaya M. F1000Res Research Article The structure of a protein provides insight into its physiological interactions with other components of the cellular soup. Methods that predict putative structures from sequences typically yield multiple, closely-ranked possibilities. A critical component in the process is the model quality assessing program (MQAP), which selects the best candidate from this pool of structures. Here, we present a novel MQAP based on the physical properties of sidechain atoms. We propose a method for assessing the quality of protein structures based on the electrostatic potential difference (EPD) of Cβ atoms in consecutive residues. We demonstrate that the EPDs of Cβ atoms on consecutive residues provide unique signatures of the amino acid types. The EPD of Cβ atoms are learnt from a set of 1000 non-homologous protein structures with a resolution cuto of 1.6 Å obtained from the PISCES database. Based on the Boltzmann hypothesis that lower energy conformations are proportionately sampled more, and on Annsen's thermodynamic hypothesis that the native structure of a protein is the minimum free energy state, we hypothesize that the deviation of observed EPD values from the mean values obtained in the learning phase is minimized in the native structure. We achieved an average specificity of 0.91, 0.94 and 0.93 on hg_structal, 4state_reduced and ig_structal decoy sets, respectively, taken from the Decoys `R' Us database. The source code and manual is made available at https://github.com/sanchak/mqap and permanently available on 10.5281/zenodo.7134. F1000Research 2014-09-16 /pmc/articles/PMC4257144/ /pubmed/25506420 http://dx.doi.org/10.12688/f1000research.2-243.v3 Text en Copyright: © 2014 Chakraborty S et al. http://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. http://creativecommons.org/publicdomain/zero/1.0/ Data associated with the article are available under the terms of the Creative Commons Zero "No rights reserved" data waiver (CC0 1.0 Public domain dedication).
spellingShingle Research Article
Chakraborty, Sandeep
Venkatramani, Ravindra
Rao, Basuthkar J.
Asgeirsson, Bjarni
Dandekar, Abhaya M.
The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment
title The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment
title_full The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment
title_fullStr The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment
title_full_unstemmed The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment
title_short The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment
title_sort electrostatic profile of consecutive cβ atoms applied to protein structure quality assessment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4257144/
https://www.ncbi.nlm.nih.gov/pubmed/25506420
http://dx.doi.org/10.12688/f1000research.2-243.v3
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