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iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition

Occurring at cytosine (C) of RNA, 5-methylcytosine (m(5)C) is an important post-transcriptional modification (PTCM). The modification plays significant roles in biological processes by regulating RNA metabolism in both eukaryotes and prokaryotes. It may also, however, cause cancers and other major d...

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Autores principales: Qiu, Wang-Ren, Jiang, Shi-Yu, Xu, Zhao-Chun, Xiao, Xuan, Chou, Kuo-Chen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals LLC 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5522291/
https://www.ncbi.nlm.nih.gov/pubmed/28476023
http://dx.doi.org/10.18632/oncotarget.17104
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author Qiu, Wang-Ren
Jiang, Shi-Yu
Xu, Zhao-Chun
Xiao, Xuan
Chou, Kuo-Chen
author_facet Qiu, Wang-Ren
Jiang, Shi-Yu
Xu, Zhao-Chun
Xiao, Xuan
Chou, Kuo-Chen
author_sort Qiu, Wang-Ren
collection PubMed
description Occurring at cytosine (C) of RNA, 5-methylcytosine (m(5)C) is an important post-transcriptional modification (PTCM). The modification plays significant roles in biological processes by regulating RNA metabolism in both eukaryotes and prokaryotes. It may also, however, cause cancers and other major diseases. Given an uncharacterized RNA sequence that contains many C residues, can we identify which one of them can be of m(5)C modification, and which one cannot? It is no doubt a crucial problem, particularly with the explosive growth of RNA sequences in the postgenomic age. Unfortunately, so far no user-friendly web-server whatsoever has been developed to address such a problem. To meet the increasingly high demand from most experimental scientists working in the area of drug development, we have developed a new predictor called iRNAm5C-PseDNC by incorporating ten types of physical-chemical properties into pseudo dinucleotide composition via the auto/cross-covariance approach. Rigorous jackknife tests show that its anticipated accuracy is quite high. For most experimental scientists’ convenience, a user-friendly web-server for the predictor has been provided at http://www.jci-bioinfo.cn/iRNAm5C-PseDNC along with a step-by-step user guide, by which users can easily obtain their desired results without the need to go through the complicated mathematical equations involved. It has not escaped our notice that the approach presented here can also be used to deal with many other problems in genome analysis.
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spelling pubmed-55222912017-08-21 iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition Qiu, Wang-Ren Jiang, Shi-Yu Xu, Zhao-Chun Xiao, Xuan Chou, Kuo-Chen Oncotarget Research Paper Occurring at cytosine (C) of RNA, 5-methylcytosine (m(5)C) is an important post-transcriptional modification (PTCM). The modification plays significant roles in biological processes by regulating RNA metabolism in both eukaryotes and prokaryotes. It may also, however, cause cancers and other major diseases. Given an uncharacterized RNA sequence that contains many C residues, can we identify which one of them can be of m(5)C modification, and which one cannot? It is no doubt a crucial problem, particularly with the explosive growth of RNA sequences in the postgenomic age. Unfortunately, so far no user-friendly web-server whatsoever has been developed to address such a problem. To meet the increasingly high demand from most experimental scientists working in the area of drug development, we have developed a new predictor called iRNAm5C-PseDNC by incorporating ten types of physical-chemical properties into pseudo dinucleotide composition via the auto/cross-covariance approach. Rigorous jackknife tests show that its anticipated accuracy is quite high. For most experimental scientists’ convenience, a user-friendly web-server for the predictor has been provided at http://www.jci-bioinfo.cn/iRNAm5C-PseDNC along with a step-by-step user guide, by which users can easily obtain their desired results without the need to go through the complicated mathematical equations involved. It has not escaped our notice that the approach presented here can also be used to deal with many other problems in genome analysis. Impact Journals LLC 2017-04-17 /pmc/articles/PMC5522291/ /pubmed/28476023 http://dx.doi.org/10.18632/oncotarget.17104 Text en Copyright: © 2017 Qiu et al. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License 3.0 (http://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Qiu, Wang-Ren
Jiang, Shi-Yu
Xu, Zhao-Chun
Xiao, Xuan
Chou, Kuo-Chen
iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition
title iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition
title_full iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition
title_fullStr iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition
title_full_unstemmed iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition
title_short iRNAm5C-PseDNC: identifying RNA 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition
title_sort irnam5c-psednc: identifying rna 5-methylcytosine sites by incorporating physical-chemical properties into pseudo dinucleotide composition
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5522291/
https://www.ncbi.nlm.nih.gov/pubmed/28476023
http://dx.doi.org/10.18632/oncotarget.17104
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