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Characterization of transcriptional modules related to fibrosing-NAFLD progression
Based on the severity of liver fibrosis, low or high-risk profile of developing end-stage liver disease was present in nonalcoholic fatty liver disease (NAFLD). However, the mechanisms inducing transition from mild to advanced NAFLD are still elusive. We performed a system-level study on fibrosing-N...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5500537/ https://www.ncbi.nlm.nih.gov/pubmed/28684781 http://dx.doi.org/10.1038/s41598-017-05044-2 |
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author | Lou, Yi Tian, Guo-Yan Song, Yu Liu, Yin-Lan Chen, Yi-Dan Shi, Jun-Ping Yang, Jin |
author_facet | Lou, Yi Tian, Guo-Yan Song, Yu Liu, Yin-Lan Chen, Yi-Dan Shi, Jun-Ping Yang, Jin |
author_sort | Lou, Yi |
collection | PubMed |
description | Based on the severity of liver fibrosis, low or high-risk profile of developing end-stage liver disease was present in nonalcoholic fatty liver disease (NAFLD). However, the mechanisms inducing transition from mild to advanced NAFLD are still elusive. We performed a system-level study on fibrosing-NAFLD by weighted gene co-expression network analysis (WGCNA) to identify significant modules in the network, and followed by functional and pathway enrichment analyses. Moreover, hub genes in the module were analyzed by network feature selection. As a result, fourteen distinct gene modules were identified, and seven modules showed significant associations with the status of NAFLD. Module preservation analysis confirmed that these modules can also be found in diverse independent datasets. After network feature analysis, the magenta module demonstrated a remarkably correlation with NAFLD fibrosis. The top hub genes with high connectivity or gene significance in the module were ultimately determined, including LUM, THBS2, FBN1 and EFEMP1. These genes were further verified in clinical samples. Finally, the potential regulators of magenta module were characterized. These findings highlighted a module and affiliated genes as playing important roles in the regulation of fibrosis in NAFLD, which may point to potential targets for therapeutic interventions. |
format | Online Article Text |
id | pubmed-5500537 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55005372017-07-10 Characterization of transcriptional modules related to fibrosing-NAFLD progression Lou, Yi Tian, Guo-Yan Song, Yu Liu, Yin-Lan Chen, Yi-Dan Shi, Jun-Ping Yang, Jin Sci Rep Article Based on the severity of liver fibrosis, low or high-risk profile of developing end-stage liver disease was present in nonalcoholic fatty liver disease (NAFLD). However, the mechanisms inducing transition from mild to advanced NAFLD are still elusive. We performed a system-level study on fibrosing-NAFLD by weighted gene co-expression network analysis (WGCNA) to identify significant modules in the network, and followed by functional and pathway enrichment analyses. Moreover, hub genes in the module were analyzed by network feature selection. As a result, fourteen distinct gene modules were identified, and seven modules showed significant associations with the status of NAFLD. Module preservation analysis confirmed that these modules can also be found in diverse independent datasets. After network feature analysis, the magenta module demonstrated a remarkably correlation with NAFLD fibrosis. The top hub genes with high connectivity or gene significance in the module were ultimately determined, including LUM, THBS2, FBN1 and EFEMP1. These genes were further verified in clinical samples. Finally, the potential regulators of magenta module were characterized. These findings highlighted a module and affiliated genes as playing important roles in the regulation of fibrosis in NAFLD, which may point to potential targets for therapeutic interventions. Nature Publishing Group UK 2017-07-06 /pmc/articles/PMC5500537/ /pubmed/28684781 http://dx.doi.org/10.1038/s41598-017-05044-2 Text en © The Author(s) 2017 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Lou, Yi Tian, Guo-Yan Song, Yu Liu, Yin-Lan Chen, Yi-Dan Shi, Jun-Ping Yang, Jin Characterization of transcriptional modules related to fibrosing-NAFLD progression |
title | Characterization of transcriptional modules related to fibrosing-NAFLD progression |
title_full | Characterization of transcriptional modules related to fibrosing-NAFLD progression |
title_fullStr | Characterization of transcriptional modules related to fibrosing-NAFLD progression |
title_full_unstemmed | Characterization of transcriptional modules related to fibrosing-NAFLD progression |
title_short | Characterization of transcriptional modules related to fibrosing-NAFLD progression |
title_sort | characterization of transcriptional modules related to fibrosing-nafld progression |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5500537/ https://www.ncbi.nlm.nih.gov/pubmed/28684781 http://dx.doi.org/10.1038/s41598-017-05044-2 |
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