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Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach
Silicosis is a major health issue among workers exposed to crystalline silica. Genetic susceptibility has been implicated in silicosis. The present research demonstrates key regulatory targets and propagated network of gene/miRNA/transcription factor (TF) with interactions responsible for silicosis...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7809153/ https://www.ncbi.nlm.nih.gov/pubmed/33446673 http://dx.doi.org/10.1038/s41598-020-77636-4 |
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author | Choudhari, J. K. Verma, M. K. Choubey, J. Sahariah, B. P. |
author_facet | Choudhari, J. K. Verma, M. K. Choubey, J. Sahariah, B. P. |
author_sort | Choudhari, J. K. |
collection | PubMed |
description | Silicosis is a major health issue among workers exposed to crystalline silica. Genetic susceptibility has been implicated in silicosis. The present research demonstrates key regulatory targets and propagated network of gene/miRNA/transcription factor (TF) with interactions responsible for silicosis by integrating publicly available microarray data using a systems biology approach. Array quality is assessed with the Quality Metrics package of Bioconductor, limma package, and the network is constructed using Cytoscape. We observed and enlist 235 differentially expressed genes (DEGs) having up-regulation expression (85 nos) and down-regulation expression (150 nos.) in silicosis; and 24 TFs for the regulation of these DEGs entangled with thousands of miRNAs. Functional enrichment analysis of the DEGs enlighten that, the maximum number of DEGs are responsible for biological process viz, Rab proteins signal transduction (11 nos.) and Cellular Senescence (20 nos.), whereas IL-17 signaling pathway (16 nos.) and Signalling by Nuclear Receptors (14 nos.) etc. are Biological Pathway involving more DEGs. From the identified 1100 high target microRNA (miRNA)s involved in silicosis, 1055 miRNAs are found to relate with down-regulated genes and 847 miRNAs with up-regulated genes. The CDK19 gene (Up-regulated) is associated with 617 miRNAs whereas down-regulated gene ARID5B is regulated by as high as 747 high target miRNAs. In Prediction of Small-molecule signatures, maximum scoring small-molecule combinations for the DEGs have shown that CGP-60774 (with 20 combinations), alvocidib (with 15 combinations) and with AZD-7762 (24 combinations) with few other drugs having the high probability of success. |
format | Online Article Text |
id | pubmed-7809153 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78091532021-01-15 Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach Choudhari, J. K. Verma, M. K. Choubey, J. Sahariah, B. P. Sci Rep Article Silicosis is a major health issue among workers exposed to crystalline silica. Genetic susceptibility has been implicated in silicosis. The present research demonstrates key regulatory targets and propagated network of gene/miRNA/transcription factor (TF) with interactions responsible for silicosis by integrating publicly available microarray data using a systems biology approach. Array quality is assessed with the Quality Metrics package of Bioconductor, limma package, and the network is constructed using Cytoscape. We observed and enlist 235 differentially expressed genes (DEGs) having up-regulation expression (85 nos) and down-regulation expression (150 nos.) in silicosis; and 24 TFs for the regulation of these DEGs entangled with thousands of miRNAs. Functional enrichment analysis of the DEGs enlighten that, the maximum number of DEGs are responsible for biological process viz, Rab proteins signal transduction (11 nos.) and Cellular Senescence (20 nos.), whereas IL-17 signaling pathway (16 nos.) and Signalling by Nuclear Receptors (14 nos.) etc. are Biological Pathway involving more DEGs. From the identified 1100 high target microRNA (miRNA)s involved in silicosis, 1055 miRNAs are found to relate with down-regulated genes and 847 miRNAs with up-regulated genes. The CDK19 gene (Up-regulated) is associated with 617 miRNAs whereas down-regulated gene ARID5B is regulated by as high as 747 high target miRNAs. In Prediction of Small-molecule signatures, maximum scoring small-molecule combinations for the DEGs have shown that CGP-60774 (with 20 combinations), alvocidib (with 15 combinations) and with AZD-7762 (24 combinations) with few other drugs having the high probability of success. Nature Publishing Group UK 2021-01-14 /pmc/articles/PMC7809153/ /pubmed/33446673 http://dx.doi.org/10.1038/s41598-020-77636-4 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Choudhari, J. K. Verma, M. K. Choubey, J. Sahariah, B. P. Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach |
title | Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach |
title_full | Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach |
title_fullStr | Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach |
title_full_unstemmed | Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach |
title_short | Investigation of MicroRNA and transcription factor mediated regulatory network for silicosis using systems biology approach |
title_sort | investigation of microrna and transcription factor mediated regulatory network for silicosis using systems biology approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7809153/ https://www.ncbi.nlm.nih.gov/pubmed/33446673 http://dx.doi.org/10.1038/s41598-020-77636-4 |
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