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Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network
LncRNAs are regulatory noncoding RNAs that play crucial roles in many biological processes. The dysregulation of lncRNA is thought to be involved in many complex diseases; lncRNAs are often the targets of miRNAs in the indirect regulation of gene expression. Numerous studies have indicated that miRN...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5929565/ https://www.ncbi.nlm.nih.gov/pubmed/29715309 http://dx.doi.org/10.1371/journal.pone.0196681 |
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author | Zhang, Guangle Pian, Cong Chen, Zhi Zhang, Jin Xu, Mingmin Zhang, Liangyun Chen, Yuanyuan |
author_facet | Zhang, Guangle Pian, Cong Chen, Zhi Zhang, Jin Xu, Mingmin Zhang, Liangyun Chen, Yuanyuan |
author_sort | Zhang, Guangle |
collection | PubMed |
description | LncRNAs are regulatory noncoding RNAs that play crucial roles in many biological processes. The dysregulation of lncRNA is thought to be involved in many complex diseases; lncRNAs are often the targets of miRNAs in the indirect regulation of gene expression. Numerous studies have indicated that miRNA-lncRNA interactions are closely related to the occurrence and development of cancers. Thus, it is important to develop an effective method for the identification of cancer-related miRNA-lncRNA interactions. In this study, we compiled 155653 experimentally validated and predicted miRNA-lncRNA associations, which we defined as basic interactions. We next constructed an individual-specific miRNA-lncRNA network (ISMLN) for each cancer sample and a basic miRNA-lncRNA network (BMLN) for each type of cancer by examining the expression profiles of miRNAs and lncRNAs in the TCGA (The Cancer Genome Atlas) database. We then selected potential miRNA-lncRNA biomarkers based on the BLMN. Using this method, we identified cancer-related miRNA-lncRNA biomarkers and modules specific to a certain cancer. This method of profiling will contribute to the diagnosis and treatment of cancers at the level of gene regulatory networks. |
format | Online Article Text |
id | pubmed-5929565 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59295652018-05-11 Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network Zhang, Guangle Pian, Cong Chen, Zhi Zhang, Jin Xu, Mingmin Zhang, Liangyun Chen, Yuanyuan PLoS One Research Article LncRNAs are regulatory noncoding RNAs that play crucial roles in many biological processes. The dysregulation of lncRNA is thought to be involved in many complex diseases; lncRNAs are often the targets of miRNAs in the indirect regulation of gene expression. Numerous studies have indicated that miRNA-lncRNA interactions are closely related to the occurrence and development of cancers. Thus, it is important to develop an effective method for the identification of cancer-related miRNA-lncRNA interactions. In this study, we compiled 155653 experimentally validated and predicted miRNA-lncRNA associations, which we defined as basic interactions. We next constructed an individual-specific miRNA-lncRNA network (ISMLN) for each cancer sample and a basic miRNA-lncRNA network (BMLN) for each type of cancer by examining the expression profiles of miRNAs and lncRNAs in the TCGA (The Cancer Genome Atlas) database. We then selected potential miRNA-lncRNA biomarkers based on the BLMN. Using this method, we identified cancer-related miRNA-lncRNA biomarkers and modules specific to a certain cancer. This method of profiling will contribute to the diagnosis and treatment of cancers at the level of gene regulatory networks. Public Library of Science 2018-05-01 /pmc/articles/PMC5929565/ /pubmed/29715309 http://dx.doi.org/10.1371/journal.pone.0196681 Text en © 2018 Zhang 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 Zhang, Guangle Pian, Cong Chen, Zhi Zhang, Jin Xu, Mingmin Zhang, Liangyun Chen, Yuanyuan Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network |
title | Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network |
title_full | Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network |
title_fullStr | Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network |
title_full_unstemmed | Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network |
title_short | Identification of cancer-related miRNA-lncRNA biomarkers using a basic miRNA-lncRNA network |
title_sort | identification of cancer-related mirna-lncrna biomarkers using a basic mirna-lncrna network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5929565/ https://www.ncbi.nlm.nih.gov/pubmed/29715309 http://dx.doi.org/10.1371/journal.pone.0196681 |
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