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Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome

Knowledge of the distribution of N(6)-methyladenosine (m(6)A) is invaluable for understanding RNA biological functions. However, limitation in experimental methods impedes the progress towards the identification of m(6)A site. As a complement of experimental methods, a support vector machine based-m...

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Autores principales: Chen, Wei, Tran, Hong, Liang, Zhiyong, Lin, Hao, Zhang, Liqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4561376/
https://www.ncbi.nlm.nih.gov/pubmed/26343792
http://dx.doi.org/10.1038/srep13859
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author Chen, Wei
Tran, Hong
Liang, Zhiyong
Lin, Hao
Zhang, Liqing
author_facet Chen, Wei
Tran, Hong
Liang, Zhiyong
Lin, Hao
Zhang, Liqing
author_sort Chen, Wei
collection PubMed
description Knowledge of the distribution of N(6)-methyladenosine (m(6)A) is invaluable for understanding RNA biological functions. However, limitation in experimental methods impedes the progress towards the identification of m(6)A site. As a complement of experimental methods, a support vector machine based-method is proposed to identify m(6)A sites in Saccharomyces cerevisiae genome. In this model, RNA sequences are encoded by their nucleotide chemical property and accumulated nucleotide frequency information. It is observed in the jackknife test that the accuracy achieved by the proposed model in identifying the m(6)A site was 78.15%. For the convenience of experimental scientists, a web-server for the proposed model is provided at http://lin.uestc.edu.cn/server/m6Apred.php.
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spelling pubmed-45613762015-09-15 Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome Chen, Wei Tran, Hong Liang, Zhiyong Lin, Hao Zhang, Liqing Sci Rep Article Knowledge of the distribution of N(6)-methyladenosine (m(6)A) is invaluable for understanding RNA biological functions. However, limitation in experimental methods impedes the progress towards the identification of m(6)A site. As a complement of experimental methods, a support vector machine based-method is proposed to identify m(6)A sites in Saccharomyces cerevisiae genome. In this model, RNA sequences are encoded by their nucleotide chemical property and accumulated nucleotide frequency information. It is observed in the jackknife test that the accuracy achieved by the proposed model in identifying the m(6)A site was 78.15%. For the convenience of experimental scientists, a web-server for the proposed model is provided at http://lin.uestc.edu.cn/server/m6Apred.php. Nature Publishing Group 2015-09-07 /pmc/articles/PMC4561376/ /pubmed/26343792 http://dx.doi.org/10.1038/srep13859 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by-nc-nd/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the licenseholder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/4.0/
spellingShingle Article
Chen, Wei
Tran, Hong
Liang, Zhiyong
Lin, Hao
Zhang, Liqing
Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome
title Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome
title_full Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome
title_fullStr Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome
title_full_unstemmed Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome
title_short Identification and analysis of the N(6)-methyladenosine in the Saccharomyces cerevisiae transcriptome
title_sort identification and analysis of the n(6)-methyladenosine in the saccharomyces cerevisiae transcriptome
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4561376/
https://www.ncbi.nlm.nih.gov/pubmed/26343792
http://dx.doi.org/10.1038/srep13859
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