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How interacting pathways are regulated by miRNAs in breast cancer subtypes
BACKGROUND: An important challenge in cancer biology is to understand the complex aspects of the disease. It is increasingly evident that genes are not isolated from each other and the comprehension of how different genes are related to each other could explain biological mechanisms causing diseases...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5123339/ https://www.ncbi.nlm.nih.gov/pubmed/28185585 http://dx.doi.org/10.1186/s12859-016-1196-1 |
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author | Cava, Claudia Colaprico, Antonio Bertoli, Gloria Bontempi, Gianluca Mauri, Giancarlo Castiglioni, Isabella |
author_facet | Cava, Claudia Colaprico, Antonio Bertoli, Gloria Bontempi, Gianluca Mauri, Giancarlo Castiglioni, Isabella |
author_sort | Cava, Claudia |
collection | PubMed |
description | BACKGROUND: An important challenge in cancer biology is to understand the complex aspects of the disease. It is increasingly evident that genes are not isolated from each other and the comprehension of how different genes are related to each other could explain biological mechanisms causing diseases. Biological pathways are important tools to reveal gene interaction and reduce the large number of genes to be studied by partitioning it into smaller paths. Furthermore, recent scientific evidence has proven that a combination of pathways, instead than a single element of the pathway or a single pathway, could be responsible for pathological changes in a cell. RESULTS: In this paper we develop a new method that can reveal miRNAs able to regulate, in a coordinated way, networks of gene pathways. We applied the method to subtypes of breast cancer. The basic idea is the identification of pathways significantly enriched with differentially expressed genes among the different breast cancer subtypes and normal tissue. Looking at the pairs of pathways that were found to be functionally related, we created a network of dependent pathways and we focused on identifying miRNAs that could act as miRNA drivers in a coordinated regulation process. CONCLUSIONS: Our approach enables miRNAs identification that could have an important role in the development of breast cancer. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1196-1) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5123339 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-51233392016-12-06 How interacting pathways are regulated by miRNAs in breast cancer subtypes Cava, Claudia Colaprico, Antonio Bertoli, Gloria Bontempi, Gianluca Mauri, Giancarlo Castiglioni, Isabella BMC Bioinformatics Research BACKGROUND: An important challenge in cancer biology is to understand the complex aspects of the disease. It is increasingly evident that genes are not isolated from each other and the comprehension of how different genes are related to each other could explain biological mechanisms causing diseases. Biological pathways are important tools to reveal gene interaction and reduce the large number of genes to be studied by partitioning it into smaller paths. Furthermore, recent scientific evidence has proven that a combination of pathways, instead than a single element of the pathway or a single pathway, could be responsible for pathological changes in a cell. RESULTS: In this paper we develop a new method that can reveal miRNAs able to regulate, in a coordinated way, networks of gene pathways. We applied the method to subtypes of breast cancer. The basic idea is the identification of pathways significantly enriched with differentially expressed genes among the different breast cancer subtypes and normal tissue. Looking at the pairs of pathways that were found to be functionally related, we created a network of dependent pathways and we focused on identifying miRNAs that could act as miRNA drivers in a coordinated regulation process. CONCLUSIONS: Our approach enables miRNAs identification that could have an important role in the development of breast cancer. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1196-1) contains supplementary material, which is available to authorized users. BioMed Central 2016-11-08 /pmc/articles/PMC5123339/ /pubmed/28185585 http://dx.doi.org/10.1186/s12859-016-1196-1 Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Cava, Claudia Colaprico, Antonio Bertoli, Gloria Bontempi, Gianluca Mauri, Giancarlo Castiglioni, Isabella How interacting pathways are regulated by miRNAs in breast cancer subtypes |
title | How interacting pathways are regulated by miRNAs in breast cancer subtypes |
title_full | How interacting pathways are regulated by miRNAs in breast cancer subtypes |
title_fullStr | How interacting pathways are regulated by miRNAs in breast cancer subtypes |
title_full_unstemmed | How interacting pathways are regulated by miRNAs in breast cancer subtypes |
title_short | How interacting pathways are regulated by miRNAs in breast cancer subtypes |
title_sort | how interacting pathways are regulated by mirnas in breast cancer subtypes |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5123339/ https://www.ncbi.nlm.nih.gov/pubmed/28185585 http://dx.doi.org/10.1186/s12859-016-1196-1 |
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