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MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs
Recent studies have shown that dysfunctional microRNAs (miRNAs) are involved in the progression of various cancers. Dysfunctional miRNAs may jointly regulate their target genes and further alter the activities of canonical biological pathways. Identification of the pathways regulated by a group of d...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5342398/ https://www.ncbi.nlm.nih.gov/pubmed/27474169 http://dx.doi.org/10.18632/oncotarget.10839 |
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author | Han, Junwei Liu, Siyao Zhang, Yunpeng Xu, Yanjun Jiang, Ying Zhang, Chunlong Li, Chunquan Li, Xia |
author_facet | Han, Junwei Liu, Siyao Zhang, Yunpeng Xu, Yanjun Jiang, Ying Zhang, Chunlong Li, Chunquan Li, Xia |
author_sort | Han, Junwei |
collection | PubMed |
description | Recent studies have shown that dysfunctional microRNAs (miRNAs) are involved in the progression of various cancers. Dysfunctional miRNAs may jointly regulate their target genes and further alter the activities of canonical biological pathways. Identification of the pathways regulated by a group of dysfunctional miRNAs could help uncover the pathogenic mechanisms of cancer and facilitate development of new drug targets. Current miRNA-pathway analyses mainly use differentially-expressed miRNAs to predict the shared pathways on which they act. However, these methods fail to consider the level of differential expression level, which could improve our understanding of miRNA function. We propose a novel computational method, MicroRNA Set Enrichment Analysis (MiRSEA), to identify the pathways regulated by dysfunctional miRNAs. MiRSEA integrates the differential expression levels of miRNAs with the strength of miRNA pathway associations to perform direct enrichment analysis using miRNA expression data. We describe the MiRSEA methodology and illustrate its effectiveness through analysis of data from hepatocellular cancer, gastric cancer and lung cancer. With these analyses, we show that MiRSEA can successfully detect latent biological pathways regulated by dysfunctional miRNAs. We have implemented MiRSEA as a freely available R-based package on CRAN (https://cran.r-project.org/web/packages/MiRSEA/). |
format | Online Article Text |
id | pubmed-5342398 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-53423982017-03-22 MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs Han, Junwei Liu, Siyao Zhang, Yunpeng Xu, Yanjun Jiang, Ying Zhang, Chunlong Li, Chunquan Li, Xia Oncotarget Research Paper Recent studies have shown that dysfunctional microRNAs (miRNAs) are involved in the progression of various cancers. Dysfunctional miRNAs may jointly regulate their target genes and further alter the activities of canonical biological pathways. Identification of the pathways regulated by a group of dysfunctional miRNAs could help uncover the pathogenic mechanisms of cancer and facilitate development of new drug targets. Current miRNA-pathway analyses mainly use differentially-expressed miRNAs to predict the shared pathways on which they act. However, these methods fail to consider the level of differential expression level, which could improve our understanding of miRNA function. We propose a novel computational method, MicroRNA Set Enrichment Analysis (MiRSEA), to identify the pathways regulated by dysfunctional miRNAs. MiRSEA integrates the differential expression levels of miRNAs with the strength of miRNA pathway associations to perform direct enrichment analysis using miRNA expression data. We describe the MiRSEA methodology and illustrate its effectiveness through analysis of data from hepatocellular cancer, gastric cancer and lung cancer. With these analyses, we show that MiRSEA can successfully detect latent biological pathways regulated by dysfunctional miRNAs. We have implemented MiRSEA as a freely available R-based package on CRAN (https://cran.r-project.org/web/packages/MiRSEA/). Impact Journals LLC 2016-07-26 /pmc/articles/PMC5342398/ /pubmed/27474169 http://dx.doi.org/10.18632/oncotarget.10839 Text en Copyright: © 2016 Han et al. http://creativecommons.org/licenses/by/2.5/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Han, Junwei Liu, Siyao Zhang, Yunpeng Xu, Yanjun Jiang, Ying Zhang, Chunlong Li, Chunquan Li, Xia MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs |
title | MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs |
title_full | MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs |
title_fullStr | MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs |
title_full_unstemmed | MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs |
title_short | MiRSEA: Discovering the pathways regulated by dysfunctional MicroRNAs |
title_sort | mirsea: discovering the pathways regulated by dysfunctional micrornas |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5342398/ https://www.ncbi.nlm.nih.gov/pubmed/27474169 http://dx.doi.org/10.18632/oncotarget.10839 |
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