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MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways
MicroRNAs (miRs) are short noncoding RNA molecules that regulate expression of target mRNAs. Many published sources provide information about miRs and their targets. However, bioinformatic tools elucidating higher level impact of the established total miR profiles, are still largely missing. Recentl...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4845938/ https://www.ncbi.nlm.nih.gov/pubmed/27027999 http://dx.doi.org/10.1080/15384101.2016.1147633 |
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author | Artcibasova, Alina V. Korzinkin, Mikhail B. Sorokin, Maksim I. Shegay, Peter V. Zhavoronkov, Alex A. Gaifullin, Nurshat Alekseev, Boris Y. Vorobyev, Nikolay V. Kuzmin, Denis V. Kaprin, Аndrey D. Borisov, Nikolay M. Buzdin, Anton A. |
author_facet | Artcibasova, Alina V. Korzinkin, Mikhail B. Sorokin, Maksim I. Shegay, Peter V. Zhavoronkov, Alex A. Gaifullin, Nurshat Alekseev, Boris Y. Vorobyev, Nikolay V. Kuzmin, Denis V. Kaprin, Аndrey D. Borisov, Nikolay M. Buzdin, Anton A. |
author_sort | Artcibasova, Alina V. |
collection | PubMed |
description | MicroRNAs (miRs) are short noncoding RNA molecules that regulate expression of target mRNAs. Many published sources provide information about miRs and their targets. However, bioinformatic tools elucidating higher level impact of the established total miR profiles, are still largely missing. Recently, we developed a method termed OncoFinder enabling quantification of the activities of intracellular molecular pathways basing on gene expression data. Here we propose a new technique, MiRImpact, which enables to link miR expression data with its estimated outcome on the regulation of molecular pathways, like signaling, metabolic, cytoskeleton rearrangement, and DNA repair pathways. MiRImpact uses OncoFinder rationale for pathway activity calculations, with the major distinctions that (i) it deals with the concentrations of miRs - known regulators of gene products participating in molecular pathways, and (ii) miRs are considered as negative regulators of target molecules, if other is not specified. MiRImpact operates with 2 types of databases: for molecular targets of miRs and for gene products participating in molecular pathways. We applied MiRImpact to compare regulation of human bladder cancer-specific signaling pathways at the levels of mRNA and miR expression. We took 2 most complete alternative databases of experimentally validated miR targets – miRTarBase and DianaTarBase, and an OncoFinder database featuring 2725 gene products and 271 signaling pathways. We showed that the impact of miRs is orthogonal to pathway regulation at the mRNA level, which stresses the importance of studying posttranscriptional regulation of gene expression. We also report characteristic set of miR and mRNA regulation features linked with bladder cancer. |
format | Online Article Text |
id | pubmed-4845938 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-48459382016-05-09 MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways Artcibasova, Alina V. Korzinkin, Mikhail B. Sorokin, Maksim I. Shegay, Peter V. Zhavoronkov, Alex A. Gaifullin, Nurshat Alekseev, Boris Y. Vorobyev, Nikolay V. Kuzmin, Denis V. Kaprin, Аndrey D. Borisov, Nikolay M. Buzdin, Anton A. Cell Cycle Report MicroRNAs (miRs) are short noncoding RNA molecules that regulate expression of target mRNAs. Many published sources provide information about miRs and their targets. However, bioinformatic tools elucidating higher level impact of the established total miR profiles, are still largely missing. Recently, we developed a method termed OncoFinder enabling quantification of the activities of intracellular molecular pathways basing on gene expression data. Here we propose a new technique, MiRImpact, which enables to link miR expression data with its estimated outcome on the regulation of molecular pathways, like signaling, metabolic, cytoskeleton rearrangement, and DNA repair pathways. MiRImpact uses OncoFinder rationale for pathway activity calculations, with the major distinctions that (i) it deals with the concentrations of miRs - known regulators of gene products participating in molecular pathways, and (ii) miRs are considered as negative regulators of target molecules, if other is not specified. MiRImpact operates with 2 types of databases: for molecular targets of miRs and for gene products participating in molecular pathways. We applied MiRImpact to compare regulation of human bladder cancer-specific signaling pathways at the levels of mRNA and miR expression. We took 2 most complete alternative databases of experimentally validated miR targets – miRTarBase and DianaTarBase, and an OncoFinder database featuring 2725 gene products and 271 signaling pathways. We showed that the impact of miRs is orthogonal to pathway regulation at the mRNA level, which stresses the importance of studying posttranscriptional regulation of gene expression. We also report characteristic set of miR and mRNA regulation features linked with bladder cancer. Taylor & Francis 2016-03-30 /pmc/articles/PMC4845938/ /pubmed/27027999 http://dx.doi.org/10.1080/15384101.2016.1147633 Text en © 2016 The Author(s). Published with license by Taylor & Francis Group, LLC http://creativecommons.org/licenses/by-nc/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-Non-Commercial License http://creativecommons.org/licenses/by-nc/3.0/, which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. The moral rights of the named author(s) have been asserted. |
spellingShingle | Report Artcibasova, Alina V. Korzinkin, Mikhail B. Sorokin, Maksim I. Shegay, Peter V. Zhavoronkov, Alex A. Gaifullin, Nurshat Alekseev, Boris Y. Vorobyev, Nikolay V. Kuzmin, Denis V. Kaprin, Аndrey D. Borisov, Nikolay M. Buzdin, Anton A. MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways |
title | MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways |
title_full | MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways |
title_fullStr | MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways |
title_full_unstemmed | MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways |
title_short | MiRImpact, a new bioinformatic method using complete microRNA expression profiles to assess their overall influence on the activity of intracellular molecular pathways |
title_sort | mirimpact, a new bioinformatic method using complete microrna expression profiles to assess their overall influence on the activity of intracellular molecular pathways |
topic | Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4845938/ https://www.ncbi.nlm.nih.gov/pubmed/27027999 http://dx.doi.org/10.1080/15384101.2016.1147633 |
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