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MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers

MicroRNAs (miRNAs) are small RNAs that regulate the expression of target mRNAs by specific binding on the mRNA 3'UTR and promoting mRNA degradation in the majority of cases. It is often of interest to know the specific targets of a miRNA in order to study them in a particular disease context. I...

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Autores principales: Vila-Casadesús, Maria, Gironella, Meritxell, Lozano, Juan José
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4788200/
https://www.ncbi.nlm.nih.gov/pubmed/26967326
http://dx.doi.org/10.1371/journal.pone.0151127
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author Vila-Casadesús, Maria
Gironella, Meritxell
Lozano, Juan José
author_facet Vila-Casadesús, Maria
Gironella, Meritxell
Lozano, Juan José
author_sort Vila-Casadesús, Maria
collection PubMed
description MicroRNAs (miRNAs) are small RNAs that regulate the expression of target mRNAs by specific binding on the mRNA 3'UTR and promoting mRNA degradation in the majority of cases. It is often of interest to know the specific targets of a miRNA in order to study them in a particular disease context. In that sense, some databases have been designed to predict potential miRNA-mRNA interactions based on hybridization sequences. However, one of the main limitations is that these databases have too many false positives and do not take into account disease-specific interactions. We have developed an R package (miRComb) able to combine miRNA and mRNA expression data with hybridization information, in order to find potential miRNA-mRNA targets that are more reliable to occur in a specific physiological or disease context. This article summarizes the pipeline and the main outputs of this package by using as example TCGA data from five gastrointestinal cancers (colon cancer, rectal cancer, liver cancer, stomach cancer and esophageal cancer). The obtained results can be used to develop a huge number of testable hypotheses by other authors. Globally, we show that the miRComb package is a useful tool to deal with miRNA and mRNA expression data, that helps to filter the high amount of miRNA-mRNA interactions obtained from the pre-existing miRNA target prediction databases and it presents the results in a standardised way (pdf report). Moreover, an integrative analysis of the miRComb miRNA-mRNA interactions from the five digestive cancers is presented. Therefore, miRComb is a very useful tool to start understanding miRNA gene regulation in a specific context. The package can be downloaded in http://mircomb.sourceforge.net.
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spelling pubmed-47882002016-03-23 MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers Vila-Casadesús, Maria Gironella, Meritxell Lozano, Juan José PLoS One Research Article MicroRNAs (miRNAs) are small RNAs that regulate the expression of target mRNAs by specific binding on the mRNA 3'UTR and promoting mRNA degradation in the majority of cases. It is often of interest to know the specific targets of a miRNA in order to study them in a particular disease context. In that sense, some databases have been designed to predict potential miRNA-mRNA interactions based on hybridization sequences. However, one of the main limitations is that these databases have too many false positives and do not take into account disease-specific interactions. We have developed an R package (miRComb) able to combine miRNA and mRNA expression data with hybridization information, in order to find potential miRNA-mRNA targets that are more reliable to occur in a specific physiological or disease context. This article summarizes the pipeline and the main outputs of this package by using as example TCGA data from five gastrointestinal cancers (colon cancer, rectal cancer, liver cancer, stomach cancer and esophageal cancer). The obtained results can be used to develop a huge number of testable hypotheses by other authors. Globally, we show that the miRComb package is a useful tool to deal with miRNA and mRNA expression data, that helps to filter the high amount of miRNA-mRNA interactions obtained from the pre-existing miRNA target prediction databases and it presents the results in a standardised way (pdf report). Moreover, an integrative analysis of the miRComb miRNA-mRNA interactions from the five digestive cancers is presented. Therefore, miRComb is a very useful tool to start understanding miRNA gene regulation in a specific context. The package can be downloaded in http://mircomb.sourceforge.net. Public Library of Science 2016-03-11 /pmc/articles/PMC4788200/ /pubmed/26967326 http://dx.doi.org/10.1371/journal.pone.0151127 Text en © 2016 Vila-Casadesús et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Vila-Casadesús, Maria
Gironella, Meritxell
Lozano, Juan José
MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers
title MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers
title_full MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers
title_fullStr MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers
title_full_unstemmed MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers
title_short MiRComb: An R Package to Analyse miRNA-mRNA Interactions. Examples across Five Digestive Cancers
title_sort mircomb: an r package to analyse mirna-mrna interactions. examples across five digestive cancers
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4788200/
https://www.ncbi.nlm.nih.gov/pubmed/26967326
http://dx.doi.org/10.1371/journal.pone.0151127
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