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RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes

N(1)-methyladenosine (m(1)A) is a prominent RNA modification involved in many biological processes. Accurate identification of m(1)A site is invaluable for better understanding the biological functions of m(1)A. However, limitations in experimental methods preclude the progress towards the identific...

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Detalles Bibliográficos
Autores principales: Chen, Wei, Feng, Pengmian, Tang, Hua, Ding, Hui, Lin, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4980636/
https://www.ncbi.nlm.nih.gov/pubmed/27511610
http://dx.doi.org/10.1038/srep31080
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author Chen, Wei
Feng, Pengmian
Tang, Hua
Ding, Hui
Lin, Hao
author_facet Chen, Wei
Feng, Pengmian
Tang, Hua
Ding, Hui
Lin, Hao
author_sort Chen, Wei
collection PubMed
description N(1)-methyladenosine (m(1)A) is a prominent RNA modification involved in many biological processes. Accurate identification of m(1)A site is invaluable for better understanding the biological functions of m(1)A. However, limitations in experimental methods preclude the progress towards the identification of m(1)A site. As an excellent complement of experimental methods, a support vector machine based-method called RAMPred is proposed to identify m(1)A sites in H. sapiens, M. musculus and S. cerevisiae genomes for the first time. In this method, RNA sequences are encoded by using nucleotide chemical property and nucleotide compositions. RAMPred achieves promising performances in jackknife tests, cross cell line tests and cross species tests, indicating that RAMPred holds very high potential to become a useful tool for identifying m(1)A sites. For the convenience of experimental scientists, a web-server based on the proposed model was constructed and could be freely accessible at http://lin.uestc.edu.cn/server/RAMPred.
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spelling pubmed-49806362016-08-19 RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes Chen, Wei Feng, Pengmian Tang, Hua Ding, Hui Lin, Hao Sci Rep Article N(1)-methyladenosine (m(1)A) is a prominent RNA modification involved in many biological processes. Accurate identification of m(1)A site is invaluable for better understanding the biological functions of m(1)A. However, limitations in experimental methods preclude the progress towards the identification of m(1)A site. As an excellent complement of experimental methods, a support vector machine based-method called RAMPred is proposed to identify m(1)A sites in H. sapiens, M. musculus and S. cerevisiae genomes for the first time. In this method, RNA sequences are encoded by using nucleotide chemical property and nucleotide compositions. RAMPred achieves promising performances in jackknife tests, cross cell line tests and cross species tests, indicating that RAMPred holds very high potential to become a useful tool for identifying m(1)A sites. For the convenience of experimental scientists, a web-server based on the proposed model was constructed and could be freely accessible at http://lin.uestc.edu.cn/server/RAMPred. Nature Publishing Group 2016-08-11 /pmc/articles/PMC4980636/ /pubmed/27511610 http://dx.doi.org/10.1038/srep31080 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 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 license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Chen, Wei
Feng, Pengmian
Tang, Hua
Ding, Hui
Lin, Hao
RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes
title RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes
title_full RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes
title_fullStr RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes
title_full_unstemmed RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes
title_short RAMPred: identifying the N(1)-methyladenosine sites in eukaryotic transcriptomes
title_sort rampred: identifying the n(1)-methyladenosine sites in eukaryotic transcriptomes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4980636/
https://www.ncbi.nlm.nih.gov/pubmed/27511610
http://dx.doi.org/10.1038/srep31080
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