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An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass

Proteins are highly dynamic entities attaining a myriad of different conformations. Protein side chains change their states during dynamics, causing clashes that are propagated at distal sites. A convenient formalism to analyze protein dynamics is based on network theory using Protein Structure Netw...

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Autores principales: Salamanca Viloria, Juan, Allega, Maria Francesca, Lambrughi, Matteo, Papaleo, Elena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5460117/
https://www.ncbi.nlm.nih.gov/pubmed/28588190
http://dx.doi.org/10.1038/s41598-017-01498-6
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author Salamanca Viloria, Juan
Allega, Maria Francesca
Lambrughi, Matteo
Papaleo, Elena
author_facet Salamanca Viloria, Juan
Allega, Maria Francesca
Lambrughi, Matteo
Papaleo, Elena
author_sort Salamanca Viloria, Juan
collection PubMed
description Proteins are highly dynamic entities attaining a myriad of different conformations. Protein side chains change their states during dynamics, causing clashes that are propagated at distal sites. A convenient formalism to analyze protein dynamics is based on network theory using Protein Structure Networks (PSNs). Despite their broad applicability, few efforts have been devoted to benchmarking PSN methods and to provide the community with best practices. In many applications, it is convenient to use the centers of mass of the side chains as nodes. It becomes thus critical to evaluate the minimal distance cutoff between the centers of mass which will provide stable network properties. Moreover, when the PSN is derived from a structural ensemble collected by molecular dynamics (MD), the impact of the MD force field has to be evaluated. We selected a dataset of proteins with different fold and size and assessed the two fundamental properties of the PSN, i.e. hubs and connected components. We identified an optimal cutoff of 5 Å that is robust to changes in the force field and the proteins. Our study builds solid foundations for the harmonization and standardization of the PSN approach.
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spelling pubmed-54601172017-06-06 An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass Salamanca Viloria, Juan Allega, Maria Francesca Lambrughi, Matteo Papaleo, Elena Sci Rep Article Proteins are highly dynamic entities attaining a myriad of different conformations. Protein side chains change their states during dynamics, causing clashes that are propagated at distal sites. A convenient formalism to analyze protein dynamics is based on network theory using Protein Structure Networks (PSNs). Despite their broad applicability, few efforts have been devoted to benchmarking PSN methods and to provide the community with best practices. In many applications, it is convenient to use the centers of mass of the side chains as nodes. It becomes thus critical to evaluate the minimal distance cutoff between the centers of mass which will provide stable network properties. Moreover, when the PSN is derived from a structural ensemble collected by molecular dynamics (MD), the impact of the MD force field has to be evaluated. We selected a dataset of proteins with different fold and size and assessed the two fundamental properties of the PSN, i.e. hubs and connected components. We identified an optimal cutoff of 5 Å that is robust to changes in the force field and the proteins. Our study builds solid foundations for the harmonization and standardization of the PSN approach. Nature Publishing Group UK 2017-06-06 /pmc/articles/PMC5460117/ /pubmed/28588190 http://dx.doi.org/10.1038/s41598-017-01498-6 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Salamanca Viloria, Juan
Allega, Maria Francesca
Lambrughi, Matteo
Papaleo, Elena
An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass
title An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass
title_full An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass
title_fullStr An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass
title_full_unstemmed An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass
title_short An optimal distance cutoff for contact-based Protein Structure Networks using side-chain centers of mass
title_sort optimal distance cutoff for contact-based protein structure networks using side-chain centers of mass
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5460117/
https://www.ncbi.nlm.nih.gov/pubmed/28588190
http://dx.doi.org/10.1038/s41598-017-01498-6
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