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Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data
BACKGROUND: Immune cells play an essential role in virus-induced liver fibrosis. However, the underlying mechanisms remain unclear. In this study, we systematically explored immune cell infiltration and feature genes to provide new insights into viral hepatitis-associated liver fibrosis. METHODS: Th...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9622482/ https://www.ncbi.nlm.nih.gov/pubmed/36330414 http://dx.doi.org/10.21037/atm-22-2205 |
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author | Pan, Jiali Tian, Yu Hu, Fengling Xu, Jinghang Tan, Ning Han, Yifan Kang, Qian Chen, Hongyu Yang, Yuqing Xu, Xiaoyuan |
author_facet | Pan, Jiali Tian, Yu Hu, Fengling Xu, Jinghang Tan, Ning Han, Yifan Kang, Qian Chen, Hongyu Yang, Yuqing Xu, Xiaoyuan |
author_sort | Pan, Jiali |
collection | PubMed |
description | BACKGROUND: Immune cells play an essential role in virus-induced liver fibrosis. However, the underlying mechanisms remain unclear. In this study, we systematically explored immune cell infiltration and feature genes to provide new insights into viral hepatitis-associated liver fibrosis. METHODS: The expression datasets GSE14323, GSE33650, GSE6764 (for testing), and GSE84044 (for validation) were downloaded from the Gene Expression Omnibus (GEO) database. Immune cell infiltration was assessed using the CIBERSORT algorithm, and characteristic subgroups were obtained using least absolute shrinkage and selection operator (LASSO) regression and Wilcoxon test. The association between feature genes and immune-infiltrating cells was explored using Spearman’s correlation analysis. R software and IBM SPSS Statistics were utilized for data analysis and visualization. RESULTS: We identified 10 differential immune cells between viral hepatitis-associated liver fibrosis and non-fibrosis, including naive B cells, plasma cells, resting CD4(+) memory T cells, T follicular helper (Tfh) cells, regulatory T (Treg) cells, M0-M2 macrophages, and resting and activated mast cells. Six feature genes were identified: STAT1, CXCL10, PTPRC, IFIT3, OAS2, and MX1. They also differed significantly in the subgroups of non-fibrosis, mild to moderate fibrosis and severe fibrosis. Both the feature genes and immune cells were verified in the validation group. All the genes were positively associated with macrophages M1 and negatively associated with macrophages M2. CONCLUSIONS: The six feature genes may be involved in viral hepatitis-associated liver fibrosis by promoting the polarization of macrophages from M0 to M1 and inhibiting their conversion to M2. Thus, these genes may serve as potential therapeutic targets. |
format | Online Article Text |
id | pubmed-9622482 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-96224822022-11-02 Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data Pan, Jiali Tian, Yu Hu, Fengling Xu, Jinghang Tan, Ning Han, Yifan Kang, Qian Chen, Hongyu Yang, Yuqing Xu, Xiaoyuan Ann Transl Med Original Article BACKGROUND: Immune cells play an essential role in virus-induced liver fibrosis. However, the underlying mechanisms remain unclear. In this study, we systematically explored immune cell infiltration and feature genes to provide new insights into viral hepatitis-associated liver fibrosis. METHODS: The expression datasets GSE14323, GSE33650, GSE6764 (for testing), and GSE84044 (for validation) were downloaded from the Gene Expression Omnibus (GEO) database. Immune cell infiltration was assessed using the CIBERSORT algorithm, and characteristic subgroups were obtained using least absolute shrinkage and selection operator (LASSO) regression and Wilcoxon test. The association between feature genes and immune-infiltrating cells was explored using Spearman’s correlation analysis. R software and IBM SPSS Statistics were utilized for data analysis and visualization. RESULTS: We identified 10 differential immune cells between viral hepatitis-associated liver fibrosis and non-fibrosis, including naive B cells, plasma cells, resting CD4(+) memory T cells, T follicular helper (Tfh) cells, regulatory T (Treg) cells, M0-M2 macrophages, and resting and activated mast cells. Six feature genes were identified: STAT1, CXCL10, PTPRC, IFIT3, OAS2, and MX1. They also differed significantly in the subgroups of non-fibrosis, mild to moderate fibrosis and severe fibrosis. Both the feature genes and immune cells were verified in the validation group. All the genes were positively associated with macrophages M1 and negatively associated with macrophages M2. CONCLUSIONS: The six feature genes may be involved in viral hepatitis-associated liver fibrosis by promoting the polarization of macrophages from M0 to M1 and inhibiting their conversion to M2. Thus, these genes may serve as potential therapeutic targets. AME Publishing Company 2022-10 /pmc/articles/PMC9622482/ /pubmed/36330414 http://dx.doi.org/10.21037/atm-22-2205 Text en 2022 Annals of Translational Medicine. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Pan, Jiali Tian, Yu Hu, Fengling Xu, Jinghang Tan, Ning Han, Yifan Kang, Qian Chen, Hongyu Yang, Yuqing Xu, Xiaoyuan Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data |
title | Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data |
title_full | Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data |
title_fullStr | Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data |
title_full_unstemmed | Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data |
title_short | Exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data |
title_sort | exploration of immune infiltration and feature genes in viral hepatitis-associated liver fibrosis using transcriptome data |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9622482/ https://www.ncbi.nlm.nih.gov/pubmed/36330414 http://dx.doi.org/10.21037/atm-22-2205 |
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