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The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease
BACKGROUND: Nonalcoholic fatty liver disease (NAFLD) is becoming a critical risk of hepatocellular carcinoma (HCC). As both NAFLD and HCC are heterogeneous diseases, this study aims to identify the similarity between the subtypes of NAFLD and HCC based on gene modules. METHODS: Coexpressed gene modu...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8035011/ https://www.ncbi.nlm.nih.gov/pubmed/33868403 http://dx.doi.org/10.1155/2021/6630535 |
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author | Ge, Jiayun Bai, Yannan Tang, Bo Wei, Dong Yan, Maolin |
author_facet | Ge, Jiayun Bai, Yannan Tang, Bo Wei, Dong Yan, Maolin |
author_sort | Ge, Jiayun |
collection | PubMed |
description | BACKGROUND: Nonalcoholic fatty liver disease (NAFLD) is becoming a critical risk of hepatocellular carcinoma (HCC). As both NAFLD and HCC are heterogeneous diseases, this study aims to identify the similarity between the subtypes of NAFLD and HCC based on gene modules. METHODS: Coexpressed gene modules were extracted for both NAFLD and HCC. The association between the coexpressed gene modules of NAFLD and HCC was evaluated by Fisher's exact test. The overlapping coexpressed gene module was validated in three independent human NAFLD datasets. Furthermore, the preserved gene module was assessed in four independent NAFLD mouse datasets. The significantly enriched motifs within the gene module were inferred from upstream sequences. RESULTS: Four coexpressed gene modules were extracted from NAFLD. Of the four coexpressed gene modules, one was significantly overlapping with a module of HCC. This overlapping gene module was regarded as the HCC-associated NAFLD gene module (HANM). Enrichment analysis of biological processes revealed inflammatory response in HANM. Specifically, within the inflammatory response biological process, IL-17, TNF-α, and NF-κB signaling pathways were enriched. HANM was found to be strongly or moderately conserved across four mouse NAFLD datasets. Motif analysis of the upstream genomic sequences of HANM revealed nine transcription factors (FLI1, NRF1, ZBTB33, ELK1, YY1, ZNF143, TAF1, SF1, and E2F1), of which three transcription factors (YY1, E2F1, and ZNF143) were significantly highly expressed in the NAFLD patients and exhibited survival significance in HCC. CONCLUSION: This study demonstrated a robust way to identify the sharing gene signature between subtypes of NAFLD and HCC, which contributed to a comprehensive understanding of pathogenesis from NAFLD to HCC. |
format | Online Article Text |
id | pubmed-8035011 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-80350112021-04-16 The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease Ge, Jiayun Bai, Yannan Tang, Bo Wei, Dong Yan, Maolin J Oncol Research Article BACKGROUND: Nonalcoholic fatty liver disease (NAFLD) is becoming a critical risk of hepatocellular carcinoma (HCC). As both NAFLD and HCC are heterogeneous diseases, this study aims to identify the similarity between the subtypes of NAFLD and HCC based on gene modules. METHODS: Coexpressed gene modules were extracted for both NAFLD and HCC. The association between the coexpressed gene modules of NAFLD and HCC was evaluated by Fisher's exact test. The overlapping coexpressed gene module was validated in three independent human NAFLD datasets. Furthermore, the preserved gene module was assessed in four independent NAFLD mouse datasets. The significantly enriched motifs within the gene module were inferred from upstream sequences. RESULTS: Four coexpressed gene modules were extracted from NAFLD. Of the four coexpressed gene modules, one was significantly overlapping with a module of HCC. This overlapping gene module was regarded as the HCC-associated NAFLD gene module (HANM). Enrichment analysis of biological processes revealed inflammatory response in HANM. Specifically, within the inflammatory response biological process, IL-17, TNF-α, and NF-κB signaling pathways were enriched. HANM was found to be strongly or moderately conserved across four mouse NAFLD datasets. Motif analysis of the upstream genomic sequences of HANM revealed nine transcription factors (FLI1, NRF1, ZBTB33, ELK1, YY1, ZNF143, TAF1, SF1, and E2F1), of which three transcription factors (YY1, E2F1, and ZNF143) were significantly highly expressed in the NAFLD patients and exhibited survival significance in HCC. CONCLUSION: This study demonstrated a robust way to identify the sharing gene signature between subtypes of NAFLD and HCC, which contributed to a comprehensive understanding of pathogenesis from NAFLD to HCC. Hindawi 2021-04-02 /pmc/articles/PMC8035011/ /pubmed/33868403 http://dx.doi.org/10.1155/2021/6630535 Text en Copyright © 2021 Jiayun Ge et al. https://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 Ge, Jiayun Bai, Yannan Tang, Bo Wei, Dong Yan, Maolin The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease |
title | The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease |
title_full | The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease |
title_fullStr | The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease |
title_full_unstemmed | The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease |
title_short | The Gene Signature Associated with Hepatocellular Carcinoma in Patients with Nonalcoholic Fatty Liver Disease |
title_sort | gene signature associated with hepatocellular carcinoma in patients with nonalcoholic fatty liver disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8035011/ https://www.ncbi.nlm.nih.gov/pubmed/33868403 http://dx.doi.org/10.1155/2021/6630535 |
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