Cargando…
Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network
OBJECTIVE: The aim of this study is to explore the potential pathogenesis of juvenile dermatomyositis by bioinformatics analysis of gene chips, which would screen the hub genes, identify potential biomarkers, and reveal the development mechanism of juvenile dermatomyositis. MATERIAL AND METHODS: We...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6925816/ https://www.ncbi.nlm.nih.gov/pubmed/31886250 http://dx.doi.org/10.1155/2019/7814287 |
_version_ | 1783481982199529472 |
---|---|
author | Qiu, Cheng-Cheng Su, Qi-Sheng Zhu, Shang-Yong Liu, Ruo-Chuan |
author_facet | Qiu, Cheng-Cheng Su, Qi-Sheng Zhu, Shang-Yong Liu, Ruo-Chuan |
author_sort | Qiu, Cheng-Cheng |
collection | PubMed |
description | OBJECTIVE: The aim of this study is to explore the potential pathogenesis of juvenile dermatomyositis by bioinformatics analysis of gene chips, which would screen the hub genes, identify potential biomarkers, and reveal the development mechanism of juvenile dermatomyositis. MATERIAL AND METHODS: We retrieved juvenile dermatomyositis's original expression microarray data of message RNAs (mRNAs) and microRNAs (miRNAs) from NCBI's Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/); through the R package of limma in Bioconductor, we can screen the differentially expressed miRNAs and mRNAs, and then we further analyzed the predicted target genes by the methods such as Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis and miRNA-mRNA regulatory network construction and protein-protein interaction (PPI) network using Cytoscape 3.6.1. RESULTS: Compared with normal juvenile skin tissues, 6 upregulated microRNAs and 5 downregulated microRNAs were identified from 166 downregulated microRNAs and 58 upregulated microRNAs in juvenile dermatomyositis tissues. The enrichment pathways of differentially expressed microRNAs include cell adhesion molecules (CAMs), autoimmune thyroid disease, Type I diabetes mellitus, antigen and presentation, viral myocardium, graft-versus-host disease, and Kaposi sarcoma-associated herpes virus infection. By screening of microRNA-messenger RNA regulatory network and construction of PPI network map, three target miRNAs were identified, namely, miR-193b, miR-199b-5p, and miR-665. CONCLUSION: We identified mir-193b, mir-199b-5p, and mir-6653 target miRNAs by exploring the miRNA-mRNA regulation network mechanism related to the pathogenesis of juvenile dermatomyositis, which will be of great significance for further study on the pathogenesis and targeted therapy of juvenile dermatomyositis. |
format | Online Article Text |
id | pubmed-6925816 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-69258162019-12-29 Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network Qiu, Cheng-Cheng Su, Qi-Sheng Zhu, Shang-Yong Liu, Ruo-Chuan Biomed Res Int Research Article OBJECTIVE: The aim of this study is to explore the potential pathogenesis of juvenile dermatomyositis by bioinformatics analysis of gene chips, which would screen the hub genes, identify potential biomarkers, and reveal the development mechanism of juvenile dermatomyositis. MATERIAL AND METHODS: We retrieved juvenile dermatomyositis's original expression microarray data of message RNAs (mRNAs) and microRNAs (miRNAs) from NCBI's Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/); through the R package of limma in Bioconductor, we can screen the differentially expressed miRNAs and mRNAs, and then we further analyzed the predicted target genes by the methods such as Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis and miRNA-mRNA regulatory network construction and protein-protein interaction (PPI) network using Cytoscape 3.6.1. RESULTS: Compared with normal juvenile skin tissues, 6 upregulated microRNAs and 5 downregulated microRNAs were identified from 166 downregulated microRNAs and 58 upregulated microRNAs in juvenile dermatomyositis tissues. The enrichment pathways of differentially expressed microRNAs include cell adhesion molecules (CAMs), autoimmune thyroid disease, Type I diabetes mellitus, antigen and presentation, viral myocardium, graft-versus-host disease, and Kaposi sarcoma-associated herpes virus infection. By screening of microRNA-messenger RNA regulatory network and construction of PPI network map, three target miRNAs were identified, namely, miR-193b, miR-199b-5p, and miR-665. CONCLUSION: We identified mir-193b, mir-199b-5p, and mir-6653 target miRNAs by exploring the miRNA-mRNA regulation network mechanism related to the pathogenesis of juvenile dermatomyositis, which will be of great significance for further study on the pathogenesis and targeted therapy of juvenile dermatomyositis. Hindawi 2019-12-07 /pmc/articles/PMC6925816/ /pubmed/31886250 http://dx.doi.org/10.1155/2019/7814287 Text en Copyright © 2019 Cheng-Cheng Qiu et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Qiu, Cheng-Cheng Su, Qi-Sheng Zhu, Shang-Yong Liu, Ruo-Chuan Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network |
title | Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network |
title_full | Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network |
title_fullStr | Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network |
title_full_unstemmed | Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network |
title_short | Identification of Potential Biomarkers and Biological Pathways in Juvenile Dermatomyositis Based on miRNA-mRNA Network |
title_sort | identification of potential biomarkers and biological pathways in juvenile dermatomyositis based on mirna-mrna network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6925816/ https://www.ncbi.nlm.nih.gov/pubmed/31886250 http://dx.doi.org/10.1155/2019/7814287 |
work_keys_str_mv | AT qiuchengcheng identificationofpotentialbiomarkersandbiologicalpathwaysinjuveniledermatomyositisbasedonmirnamrnanetwork AT suqisheng identificationofpotentialbiomarkersandbiologicalpathwaysinjuveniledermatomyositisbasedonmirnamrnanetwork AT zhushangyong identificationofpotentialbiomarkersandbiologicalpathwaysinjuveniledermatomyositisbasedonmirnamrnanetwork AT liuruochuan identificationofpotentialbiomarkersandbiologicalpathwaysinjuveniledermatomyositisbasedonmirnamrnanetwork |