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MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes

Colorectal cancer (CRC) transcriptional subtypes have been recently identified by gene expression profiling. Here we describe an analytical pipeline, microRNA master regulator analysis (MMRA), developed to search for microRNAs potentially driving CRC subtypes. Starting from a microRNA–mRNA tumour ex...

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Autores principales: Cantini, Laura, Isella, Claudio, Petti, Consalvo, Picco, Gabriele, Chiola, Simone, Ficarra, Elisa, Caselle, Michele, Medico, Enzo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Pub. Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4660217/
https://www.ncbi.nlm.nih.gov/pubmed/27305450
http://dx.doi.org/10.1038/ncomms9878
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author Cantini, Laura
Isella, Claudio
Petti, Consalvo
Picco, Gabriele
Chiola, Simone
Ficarra, Elisa
Caselle, Michele
Medico, Enzo
author_facet Cantini, Laura
Isella, Claudio
Petti, Consalvo
Picco, Gabriele
Chiola, Simone
Ficarra, Elisa
Caselle, Michele
Medico, Enzo
author_sort Cantini, Laura
collection PubMed
description Colorectal cancer (CRC) transcriptional subtypes have been recently identified by gene expression profiling. Here we describe an analytical pipeline, microRNA master regulator analysis (MMRA), developed to search for microRNAs potentially driving CRC subtypes. Starting from a microRNA–mRNA tumour expression data set, MMRA identifies candidate regulator microRNAs by assessing their subtype-specific expression, target enrichment in subtype mRNA signatures and network analysis-based contribution to subtype gene expression. When applied to a CRC data set of 450 samples, assigned to subtypes by 3 different transcriptional classifiers, MMRA identifies 24 candidate microRNAs, in most cases downregulated in the stem/serrated/mesenchymal (SSM) poor prognosis subtype. Functional validation in CRC cell lines confirms downregulation of the SSM subtype by miR-194, miR-200b, miR-203 and miR-429, which share target genes and pathways mediating this effect. These results show that, by combining statistical tests, target prediction and network analysis, MMRA effectively identifies microRNAs functionally associated to cancer subtypes.
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spelling pubmed-46602172015-12-04 MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes Cantini, Laura Isella, Claudio Petti, Consalvo Picco, Gabriele Chiola, Simone Ficarra, Elisa Caselle, Michele Medico, Enzo Nat Commun Article Colorectal cancer (CRC) transcriptional subtypes have been recently identified by gene expression profiling. Here we describe an analytical pipeline, microRNA master regulator analysis (MMRA), developed to search for microRNAs potentially driving CRC subtypes. Starting from a microRNA–mRNA tumour expression data set, MMRA identifies candidate regulator microRNAs by assessing their subtype-specific expression, target enrichment in subtype mRNA signatures and network analysis-based contribution to subtype gene expression. When applied to a CRC data set of 450 samples, assigned to subtypes by 3 different transcriptional classifiers, MMRA identifies 24 candidate microRNAs, in most cases downregulated in the stem/serrated/mesenchymal (SSM) poor prognosis subtype. Functional validation in CRC cell lines confirms downregulation of the SSM subtype by miR-194, miR-200b, miR-203 and miR-429, which share target genes and pathways mediating this effect. These results show that, by combining statistical tests, target prediction and network analysis, MMRA effectively identifies microRNAs functionally associated to cancer subtypes. Nature Pub. Group 2015-11-17 /pmc/articles/PMC4660217/ /pubmed/27305450 http://dx.doi.org/10.1038/ncomms9878 Text en Copyright © 2015, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. 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
Cantini, Laura
Isella, Claudio
Petti, Consalvo
Picco, Gabriele
Chiola, Simone
Ficarra, Elisa
Caselle, Michele
Medico, Enzo
MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes
title MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes
title_full MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes
title_fullStr MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes
title_full_unstemmed MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes
title_short MicroRNA–mRNA interactions underlying colorectal cancer molecular subtypes
title_sort microrna–mrna interactions underlying colorectal cancer molecular subtypes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4660217/
https://www.ncbi.nlm.nih.gov/pubmed/27305450
http://dx.doi.org/10.1038/ncomms9878
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