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mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs

Being involved in many important biological processes, miRNAs can regulate gene expression by targeting mRNAs to facilitate their degradation or translational inhibition. Many miRNA sequencing studies reveal that miRNA variations such as isomiRs and “arm switching” are biologically relevant. However...

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Autores principales: Shi, Jieming, Dong, Min, Li, Lei, Liu, Lin, Luz-Madrigal, Agustin, Tsonis, Panagiotis A., Del Rio-Tsonis, Katia, Liang, Chun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4592965/
https://www.ncbi.nlm.nih.gov/pubmed/26434581
http://dx.doi.org/10.1038/srep14617
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author Shi, Jieming
Dong, Min
Li, Lei
Liu, Lin
Luz-Madrigal, Agustin
Tsonis, Panagiotis A.
Del Rio-Tsonis, Katia
Liang, Chun
author_facet Shi, Jieming
Dong, Min
Li, Lei
Liu, Lin
Luz-Madrigal, Agustin
Tsonis, Panagiotis A.
Del Rio-Tsonis, Katia
Liang, Chun
author_sort Shi, Jieming
collection PubMed
description Being involved in many important biological processes, miRNAs can regulate gene expression by targeting mRNAs to facilitate their degradation or translational inhibition. Many miRNA sequencing studies reveal that miRNA variations such as isomiRs and “arm switching” are biologically relevant. However, existing standalone tools usually do not provide comprehensive, detailed information on miRNA variations. To deepen our understanding of miRNA variability, we developed a new standalone tool called “mirPRo” to quantify known miRNAs and predict novel miRNAs. Compared with the most widely used standalone program, miRDeep2, mirPRo offers several new functions including read cataloging based on genome annotation, optional seed region check, miRNA family expression quantification, isomiR identification and categorization, and “arm switching” detection. Our comparative data analyses using three datasets from mouse, human and chicken demonstrate that mirPRo is more accurate than miRDeep2 by avoiding over-counting of sequence reads and by implementing different approaches in adapter trimming, mapping and quantification. mirPRo is an open-source standalone program (https://sourceforge.net/projects/mirpro/).
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spelling pubmed-45929652015-10-19 mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs Shi, Jieming Dong, Min Li, Lei Liu, Lin Luz-Madrigal, Agustin Tsonis, Panagiotis A. Del Rio-Tsonis, Katia Liang, Chun Sci Rep Article Being involved in many important biological processes, miRNAs can regulate gene expression by targeting mRNAs to facilitate their degradation or translational inhibition. Many miRNA sequencing studies reveal that miRNA variations such as isomiRs and “arm switching” are biologically relevant. However, existing standalone tools usually do not provide comprehensive, detailed information on miRNA variations. To deepen our understanding of miRNA variability, we developed a new standalone tool called “mirPRo” to quantify known miRNAs and predict novel miRNAs. Compared with the most widely used standalone program, miRDeep2, mirPRo offers several new functions including read cataloging based on genome annotation, optional seed region check, miRNA family expression quantification, isomiR identification and categorization, and “arm switching” detection. Our comparative data analyses using three datasets from mouse, human and chicken demonstrate that mirPRo is more accurate than miRDeep2 by avoiding over-counting of sequence reads and by implementing different approaches in adapter trimming, mapping and quantification. mirPRo is an open-source standalone program (https://sourceforge.net/projects/mirpro/). Nature Publishing Group 2015-10-05 /pmc/articles/PMC4592965/ /pubmed/26434581 http://dx.doi.org/10.1038/srep14617 Text en Copyright © 2015, Macmillan Publishers Limited 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
Shi, Jieming
Dong, Min
Li, Lei
Liu, Lin
Luz-Madrigal, Agustin
Tsonis, Panagiotis A.
Del Rio-Tsonis, Katia
Liang, Chun
mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs
title mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs
title_full mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs
title_fullStr mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs
title_full_unstemmed mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs
title_short mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs
title_sort mirpro–a novel standalone program for differential expression and variation analysis of mirnas
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4592965/
https://www.ncbi.nlm.nih.gov/pubmed/26434581
http://dx.doi.org/10.1038/srep14617
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