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PRmePRed: A protein arginine methylation prediction tool

Protein methylation is an important Post-Translational Modification (PTMs) of proteins. Arginine methylation carries out and regulates several important biological functions, including gene regulation and signal transduction. Experimental identification of arginine methylation site is a daunting tas...

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Detalles Bibliográficos
Autores principales: Kumar, Pawan, Joy, Joseph, Pandey, Ashutosh, Gupta, Dinesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5557562/
https://www.ncbi.nlm.nih.gov/pubmed/28813517
http://dx.doi.org/10.1371/journal.pone.0183318
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author Kumar, Pawan
Joy, Joseph
Pandey, Ashutosh
Gupta, Dinesh
author_facet Kumar, Pawan
Joy, Joseph
Pandey, Ashutosh
Gupta, Dinesh
author_sort Kumar, Pawan
collection PubMed
description Protein methylation is an important Post-Translational Modification (PTMs) of proteins. Arginine methylation carries out and regulates several important biological functions, including gene regulation and signal transduction. Experimental identification of arginine methylation site is a daunting task as it is costly as well as time and labour intensive. Hence reliable prediction tools play an important task in rapid screening and identification of possible methylation sites in proteomes. Our preliminary assessment using the available prediction methods on collected data yielded unimpressive results. This motivated us to perform a comprehensive data analysis and appraisal of features relevant in the context of biological significance, that led to the development of a prediction tool PRmePRed with better performance. The PRmePRed perform reasonably well with an accuracy of 84.10%, 82.38% sensitivity, 83.77% specificity, and Matthew’s correlation coefficient of 66.20% in 10-fold cross-validation. PRmePRed is freely available at http://bioinfo.icgeb.res.in/PRmePRed/
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spelling pubmed-55575622017-08-25 PRmePRed: A protein arginine methylation prediction tool Kumar, Pawan Joy, Joseph Pandey, Ashutosh Gupta, Dinesh PLoS One Research Article Protein methylation is an important Post-Translational Modification (PTMs) of proteins. Arginine methylation carries out and regulates several important biological functions, including gene regulation and signal transduction. Experimental identification of arginine methylation site is a daunting task as it is costly as well as time and labour intensive. Hence reliable prediction tools play an important task in rapid screening and identification of possible methylation sites in proteomes. Our preliminary assessment using the available prediction methods on collected data yielded unimpressive results. This motivated us to perform a comprehensive data analysis and appraisal of features relevant in the context of biological significance, that led to the development of a prediction tool PRmePRed with better performance. The PRmePRed perform reasonably well with an accuracy of 84.10%, 82.38% sensitivity, 83.77% specificity, and Matthew’s correlation coefficient of 66.20% in 10-fold cross-validation. PRmePRed is freely available at http://bioinfo.icgeb.res.in/PRmePRed/ Public Library of Science 2017-08-15 /pmc/articles/PMC5557562/ /pubmed/28813517 http://dx.doi.org/10.1371/journal.pone.0183318 Text en © 2017 Kumar et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Kumar, Pawan
Joy, Joseph
Pandey, Ashutosh
Gupta, Dinesh
PRmePRed: A protein arginine methylation prediction tool
title PRmePRed: A protein arginine methylation prediction tool
title_full PRmePRed: A protein arginine methylation prediction tool
title_fullStr PRmePRed: A protein arginine methylation prediction tool
title_full_unstemmed PRmePRed: A protein arginine methylation prediction tool
title_short PRmePRed: A protein arginine methylation prediction tool
title_sort prmepred: a protein arginine methylation prediction tool
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5557562/
https://www.ncbi.nlm.nih.gov/pubmed/28813517
http://dx.doi.org/10.1371/journal.pone.0183318
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