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Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles
Various types of mutation and editing (M/E) events in microRNAs (miRNAs) can change the stabilities of pre-miRNAs and/or complementarities between miRNAs and their targets. Small RNA (sRNA) high-throughput sequencing (HTS) profiles can contain many mutated and edited miRNAs. Systematic detection of...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001599/ https://www.ncbi.nlm.nih.gov/pubmed/27229138 http://dx.doi.org/10.1093/nar/gkw471 |
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author | Zheng, Yun Ji, Bo Song, Renhua Wang, Shengpeng Li, Ting Zhang, Xiaotuo Chen, Kun Li, Tianqing Li, Jinyan |
author_facet | Zheng, Yun Ji, Bo Song, Renhua Wang, Shengpeng Li, Ting Zhang, Xiaotuo Chen, Kun Li, Tianqing Li, Jinyan |
author_sort | Zheng, Yun |
collection | PubMed |
description | Various types of mutation and editing (M/E) events in microRNAs (miRNAs) can change the stabilities of pre-miRNAs and/or complementarities between miRNAs and their targets. Small RNA (sRNA) high-throughput sequencing (HTS) profiles can contain many mutated and edited miRNAs. Systematic detection of miRNA mutation and editing sites from the huge volume of sRNA HTS profiles is computationally difficult, as high sensitivity and low false positive rate (FPR) are both required. We propose a novel method (named MiRME) for an accurate and fast detection of miRNA M/E sites using a progressive sequence alignment approach which refines sensitivity and improves FPR step-by-step. From 70 sRNA HTS profiles with over 1.3 billion reads, MiRME has detected thousands of statistically significant M/E sites, including 3′-editing sites, 57 A-to-I editing sites (of which 32 are novel), as well as some putative non-canonical editing sites. We demonstrated that a few non-canonical editing sites were not resulted from mutations in genome by integrating the analysis of genome HTS profiles of two human cell lines, suggesting the existence of new editing types to further diversify the functions of miRNAs. Compared with six existing studies or methods, MiRME has shown much superior performance for the identification and visualization of the M/E sites of miRNAs from the ever-increasing sRNA HTS profiles. |
format | Online Article Text |
id | pubmed-5001599 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-50015992016-12-07 Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles Zheng, Yun Ji, Bo Song, Renhua Wang, Shengpeng Li, Ting Zhang, Xiaotuo Chen, Kun Li, Tianqing Li, Jinyan Nucleic Acids Res Methods Online Various types of mutation and editing (M/E) events in microRNAs (miRNAs) can change the stabilities of pre-miRNAs and/or complementarities between miRNAs and their targets. Small RNA (sRNA) high-throughput sequencing (HTS) profiles can contain many mutated and edited miRNAs. Systematic detection of miRNA mutation and editing sites from the huge volume of sRNA HTS profiles is computationally difficult, as high sensitivity and low false positive rate (FPR) are both required. We propose a novel method (named MiRME) for an accurate and fast detection of miRNA M/E sites using a progressive sequence alignment approach which refines sensitivity and improves FPR step-by-step. From 70 sRNA HTS profiles with over 1.3 billion reads, MiRME has detected thousands of statistically significant M/E sites, including 3′-editing sites, 57 A-to-I editing sites (of which 32 are novel), as well as some putative non-canonical editing sites. We demonstrated that a few non-canonical editing sites were not resulted from mutations in genome by integrating the analysis of genome HTS profiles of two human cell lines, suggesting the existence of new editing types to further diversify the functions of miRNAs. Compared with six existing studies or methods, MiRME has shown much superior performance for the identification and visualization of the M/E sites of miRNAs from the ever-increasing sRNA HTS profiles. Oxford University Press 2016-08-19 2016-05-26 /pmc/articles/PMC5001599/ /pubmed/27229138 http://dx.doi.org/10.1093/nar/gkw471 Text en © The Author(s) 2016. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Methods Online Zheng, Yun Ji, Bo Song, Renhua Wang, Shengpeng Li, Ting Zhang, Xiaotuo Chen, Kun Li, Tianqing Li, Jinyan Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles |
title | Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles |
title_full | Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles |
title_fullStr | Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles |
title_full_unstemmed | Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles |
title_short | Accurate detection for a wide range of mutation and editing sites of microRNAs from small RNA high-throughput sequencing profiles |
title_sort | accurate detection for a wide range of mutation and editing sites of micrornas from small rna high-throughput sequencing profiles |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001599/ https://www.ncbi.nlm.nih.gov/pubmed/27229138 http://dx.doi.org/10.1093/nar/gkw471 |
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