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Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis
BACKGROUND: Non-alcoholic fatty liver disease (NAFLD), a metabolic disorder that develops from non-alcoholic fatty liver (NAFL) to non-alcoholic steatohepatitis (NASH), has become an epidemic of chronic liver dysfunction worldwide. However, mechanisms that govern the transition from NAFL to NASH hav...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9622801/ https://www.ncbi.nlm.nih.gov/pubmed/36329886 http://dx.doi.org/10.3389/fendo.2022.951093 |
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author | Li, Xiaoya Zhong, Shaoping Sun, Yifan Huang, Xinmei Li, Yue Wang, Lihong Wu, Yueyue Yang, Min Yuan, Hai-Xin Liu, Jun Zang, Shufei |
author_facet | Li, Xiaoya Zhong, Shaoping Sun, Yifan Huang, Xinmei Li, Yue Wang, Lihong Wu, Yueyue Yang, Min Yuan, Hai-Xin Liu, Jun Zang, Shufei |
author_sort | Li, Xiaoya |
collection | PubMed |
description | BACKGROUND: Non-alcoholic fatty liver disease (NAFLD), a metabolic disorder that develops from non-alcoholic fatty liver (NAFL) to non-alcoholic steatohepatitis (NASH), has become an epidemic of chronic liver dysfunction worldwide. However, mechanisms that govern the transition from NAFL to NASH have not been fully elucidated. METHODS: Gene expression profile data of NAFLD liver tissues were obtained from Gene Expression Omnibus (GEO), including three microarray datasets with 60 NAFL and 44 NASH patients. Integrative differentially expressed genes (DEGs) between NAFL and NASH patients were identified using robust rank aggregation (RRA) analysis. Hub genes were identified combined with gene ontology functional annotation and protein–protein interaction network construction and validated using a sequencing dataset. Huh-7 cells with palmitate-induced lipid overload and NAFLD-diet mouse model of different stages were used to verify our findings. RESULTS: RRA analysis determined 70 robust DEGs between NAFL and NASH. The most robustly upregulated genes were SPP1, AKR1B10, CHST9, and ANXA2, while the most robustly downregulated DEGs were SNORD94, SCARNA10, SNORA20, and MT1M. Cellular response to zinc ion (GO: 0071294) ranked first in GO analysis of downregulated genes, and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment showed that mineral absorption (hsa04978) was significantly enriched. The involvement of the metallothionein pathway was further validated by the decrease of Mt1 expression during NAFL to NASH progression in NAFLD mice and the protection from lipotoxicity in liver cells by overexpressing MT1M. CONCLUSIONS: Our integrated analysis identified novel gene signatures and provided comprehensive molecular mechanisms underlying the transition from NAFL to NASH. Metallothionein might be a potential intervention target for NAFLD progression. |
format | Online Article Text |
id | pubmed-9622801 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96228012022-11-02 Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis Li, Xiaoya Zhong, Shaoping Sun, Yifan Huang, Xinmei Li, Yue Wang, Lihong Wu, Yueyue Yang, Min Yuan, Hai-Xin Liu, Jun Zang, Shufei Front Endocrinol (Lausanne) Endocrinology BACKGROUND: Non-alcoholic fatty liver disease (NAFLD), a metabolic disorder that develops from non-alcoholic fatty liver (NAFL) to non-alcoholic steatohepatitis (NASH), has become an epidemic of chronic liver dysfunction worldwide. However, mechanisms that govern the transition from NAFL to NASH have not been fully elucidated. METHODS: Gene expression profile data of NAFLD liver tissues were obtained from Gene Expression Omnibus (GEO), including three microarray datasets with 60 NAFL and 44 NASH patients. Integrative differentially expressed genes (DEGs) between NAFL and NASH patients were identified using robust rank aggregation (RRA) analysis. Hub genes were identified combined with gene ontology functional annotation and protein–protein interaction network construction and validated using a sequencing dataset. Huh-7 cells with palmitate-induced lipid overload and NAFLD-diet mouse model of different stages were used to verify our findings. RESULTS: RRA analysis determined 70 robust DEGs between NAFL and NASH. The most robustly upregulated genes were SPP1, AKR1B10, CHST9, and ANXA2, while the most robustly downregulated DEGs were SNORD94, SCARNA10, SNORA20, and MT1M. Cellular response to zinc ion (GO: 0071294) ranked first in GO analysis of downregulated genes, and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment showed that mineral absorption (hsa04978) was significantly enriched. The involvement of the metallothionein pathway was further validated by the decrease of Mt1 expression during NAFL to NASH progression in NAFLD mice and the protection from lipotoxicity in liver cells by overexpressing MT1M. CONCLUSIONS: Our integrated analysis identified novel gene signatures and provided comprehensive molecular mechanisms underlying the transition from NAFL to NASH. Metallothionein might be a potential intervention target for NAFLD progression. Frontiers Media S.A. 2022-10-18 /pmc/articles/PMC9622801/ /pubmed/36329886 http://dx.doi.org/10.3389/fendo.2022.951093 Text en Copyright © 2022 Li, Zhong, Sun, Huang, Li, Wang, Wu, Yang, Yuan, Liu and Zang https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Endocrinology Li, Xiaoya Zhong, Shaoping Sun, Yifan Huang, Xinmei Li, Yue Wang, Lihong Wu, Yueyue Yang, Min Yuan, Hai-Xin Liu, Jun Zang, Shufei Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis |
title | Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis |
title_full | Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis |
title_fullStr | Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis |
title_full_unstemmed | Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis |
title_short | Integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis |
title_sort | integration analysis identifies the role of metallothionein in the progression from hepatic steatosis to steatohepatitis |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9622801/ https://www.ncbi.nlm.nih.gov/pubmed/36329886 http://dx.doi.org/10.3389/fendo.2022.951093 |
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