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Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery
BACKGROUND: Few drugs are clearly available for nonalcoholic fatty liver disease (NAFLD) and nonalcoholic steatohepatitis (NASH); nevertheless, mounting studies have provided sufficient evidence that bariatric surgery is efficient for multiple metabolic diseases, including NAFLD and NASH, while the...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250435/ https://www.ncbi.nlm.nih.gov/pubmed/35789605 http://dx.doi.org/10.1155/2022/4369329 |
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author | Zhang, Xiaoyan Li, Jingxin Liu, Tiancai Zhao, Min Liang, Baozhu Chen, Hong Zhang, Zhen |
author_facet | Zhang, Xiaoyan Li, Jingxin Liu, Tiancai Zhao, Min Liang, Baozhu Chen, Hong Zhang, Zhen |
author_sort | Zhang, Xiaoyan |
collection | PubMed |
description | BACKGROUND: Few drugs are clearly available for nonalcoholic fatty liver disease (NAFLD) and nonalcoholic steatohepatitis (NASH); nevertheless, mounting studies have provided sufficient evidence that bariatric surgery is efficient for multiple metabolic diseases, including NAFLD and NASH, while the molecular mechanisms are still poorly understood. METHODS: The mRNA expression profiling of GSE48452 and GSE83452 were retrieved and obtained from the Gene Expression Omnibus (GEO) database. The limma package was employed for identifying differentially expressed genes (DEGs), followed by clusterProfiler for performing Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses, and GSEA software for performing GSEA analyses. The PPI network analyses were constructed using Metascape online analyses. WGCNA was also utilized to identify and verify the hub genes. CIBERSORT tools contributed to the analysis of immune cell infiltration of liver diseases. RESULTS: We identify coexpressed differential genes including 10 upregulated and 55 downregulated genes in liver tissue after bariatric surgery. GO and KEGG enrichment analyses indicated that DEGs were remarkably involved in the immune response. GSEA demonstrated that DEGs were markedly enriched in the immune response before surgery, while most were enriched in metabolism after surgery. Seven genes were screened through the MCC algorithm and KME values, including SRGN, CD53, EVI2B, MPEG1, NCKAP1L, LCP1, and TYROBP. The mRNA levels of these genes were verified in the Attie Lab Diabetes Database, and only LCP1 was found to have significant differences and correlation with certain immune cells. CONCLUSION: Our knowledge of the mechanisms by which bariatric surgery benefits the liver and the discovery of LCP1 is expected to serve as potential biomarkers or therapeutic targets for NAFLD and NASH. |
format | Online Article Text |
id | pubmed-9250435 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-92504352022-07-03 Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery Zhang, Xiaoyan Li, Jingxin Liu, Tiancai Zhao, Min Liang, Baozhu Chen, Hong Zhang, Zhen Dis Markers Research Article BACKGROUND: Few drugs are clearly available for nonalcoholic fatty liver disease (NAFLD) and nonalcoholic steatohepatitis (NASH); nevertheless, mounting studies have provided sufficient evidence that bariatric surgery is efficient for multiple metabolic diseases, including NAFLD and NASH, while the molecular mechanisms are still poorly understood. METHODS: The mRNA expression profiling of GSE48452 and GSE83452 were retrieved and obtained from the Gene Expression Omnibus (GEO) database. The limma package was employed for identifying differentially expressed genes (DEGs), followed by clusterProfiler for performing Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses, and GSEA software for performing GSEA analyses. The PPI network analyses were constructed using Metascape online analyses. WGCNA was also utilized to identify and verify the hub genes. CIBERSORT tools contributed to the analysis of immune cell infiltration of liver diseases. RESULTS: We identify coexpressed differential genes including 10 upregulated and 55 downregulated genes in liver tissue after bariatric surgery. GO and KEGG enrichment analyses indicated that DEGs were remarkably involved in the immune response. GSEA demonstrated that DEGs were markedly enriched in the immune response before surgery, while most were enriched in metabolism after surgery. Seven genes were screened through the MCC algorithm and KME values, including SRGN, CD53, EVI2B, MPEG1, NCKAP1L, LCP1, and TYROBP. The mRNA levels of these genes were verified in the Attie Lab Diabetes Database, and only LCP1 was found to have significant differences and correlation with certain immune cells. CONCLUSION: Our knowledge of the mechanisms by which bariatric surgery benefits the liver and the discovery of LCP1 is expected to serve as potential biomarkers or therapeutic targets for NAFLD and NASH. Hindawi 2022-06-25 /pmc/articles/PMC9250435/ /pubmed/35789605 http://dx.doi.org/10.1155/2022/4369329 Text en Copyright © 2022 Xiaoyan Zhang 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 Zhang, Xiaoyan Li, Jingxin Liu, Tiancai Zhao, Min Liang, Baozhu Chen, Hong Zhang, Zhen Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery |
title | Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery |
title_full | Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery |
title_fullStr | Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery |
title_full_unstemmed | Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery |
title_short | Identification of Key Biomarkers and Immune Infiltration in Liver Tissue after Bariatric Surgery |
title_sort | identification of key biomarkers and immune infiltration in liver tissue after bariatric surgery |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250435/ https://www.ncbi.nlm.nih.gov/pubmed/35789605 http://dx.doi.org/10.1155/2022/4369329 |
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