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Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods
BACKGROUND: Fungal keratitis is a common blinding eye disease, and Fusarium is one of the main species that cause fungal keratitis. As is well known, oxidative stress plays an important role in Fusarium keratitis and it is also a significant initiating factor of ferroptosis. But the relationship bet...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9927021/ https://www.ncbi.nlm.nih.gov/pubmed/36798084 http://dx.doi.org/10.3389/fcimb.2023.1103471 |
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author | Teng, Xingbo Xiong, Xuewei Sha, Xiaoyuan Lei, Yahui Diao, Yuyao Liu, Jiayan Tian, Yuan Liu, Lian Zhong, Jingxiang |
author_facet | Teng, Xingbo Xiong, Xuewei Sha, Xiaoyuan Lei, Yahui Diao, Yuyao Liu, Jiayan Tian, Yuan Liu, Lian Zhong, Jingxiang |
author_sort | Teng, Xingbo |
collection | PubMed |
description | BACKGROUND: Fungal keratitis is a common blinding eye disease, and Fusarium is one of the main species that cause fungal keratitis. As is well known, oxidative stress plays an important role in Fusarium keratitis and it is also a significant initiating factor of ferroptosis. But the relationship between Fusarium keratitis and ferroptosis is currently unclear. This study aimed to speculate and validate potential ferroptosis-related genes in Fusarium keratitis using bioinformatics analysis, which provided ideas for further research on its specific mechanism and new targets for its treatment. METHODS: The microarray expression profiling dataset (GSE58291) came from Gene Expression Omnibus (GEO). The differentially expressed genes (DEGs) were obtained by the limma package of the R software. The DEGs were performed by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. Then, the DEGs were intersected with the genes in the ferroptosis database. The top 5 hub genes were obtained by the protein-protein interaction (PPI) network analysis and the cytoHubba plug-in of Cytoscape software. The hub genes were subjected to GSEA analysis. Then we analyzed the immune infiltration of the samples by CIBERSORT and ssGSEA algorithm. Finally, we validated the mRNA of hub genes by qPCR. RESULTS: A total of 1,368 DEGs were identified and 26 ferroptosis-related DEGs were obtained. At the same time, ferroptosis-related pathways were enriched by GO and KEGG using DEGs. HMOX1, CYBB, GPX2, ALOX5 and SRC were obtained by the PPI network analysis and the cytoHubba plug-in of Cytoscape software. The iron metabolism and immune response related pathways were enriched using GSEA. They included hematopoietic cell lineage, lysosome and FC gamma R mediated phagocytosis. T cells follicular helper, monocytes, macrophages and mast cells might play an important role in Fusarium keratitis using analysis of immune infiltration. Finally, qPCR confirmed that the expression of HMOX1, CYBB, ALOX5 mRNA in the DON group was significantly elevated, while the expression of GPX2 were significantly decreased. CONCLUSIONS: Ferroptosis may play an important role in Fusarium keratitis. HMOX1, CYBB, ALOX5 and GPX2 may be key ferroptosis-related genes in the pathogenesis of Fusarium keratitis. |
format | Online Article Text |
id | pubmed-9927021 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99270212023-02-15 Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods Teng, Xingbo Xiong, Xuewei Sha, Xiaoyuan Lei, Yahui Diao, Yuyao Liu, Jiayan Tian, Yuan Liu, Lian Zhong, Jingxiang Front Cell Infect Microbiol Cellular and Infection Microbiology BACKGROUND: Fungal keratitis is a common blinding eye disease, and Fusarium is one of the main species that cause fungal keratitis. As is well known, oxidative stress plays an important role in Fusarium keratitis and it is also a significant initiating factor of ferroptosis. But the relationship between Fusarium keratitis and ferroptosis is currently unclear. This study aimed to speculate and validate potential ferroptosis-related genes in Fusarium keratitis using bioinformatics analysis, which provided ideas for further research on its specific mechanism and new targets for its treatment. METHODS: The microarray expression profiling dataset (GSE58291) came from Gene Expression Omnibus (GEO). The differentially expressed genes (DEGs) were obtained by the limma package of the R software. The DEGs were performed by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. Then, the DEGs were intersected with the genes in the ferroptosis database. The top 5 hub genes were obtained by the protein-protein interaction (PPI) network analysis and the cytoHubba plug-in of Cytoscape software. The hub genes were subjected to GSEA analysis. Then we analyzed the immune infiltration of the samples by CIBERSORT and ssGSEA algorithm. Finally, we validated the mRNA of hub genes by qPCR. RESULTS: A total of 1,368 DEGs were identified and 26 ferroptosis-related DEGs were obtained. At the same time, ferroptosis-related pathways were enriched by GO and KEGG using DEGs. HMOX1, CYBB, GPX2, ALOX5 and SRC were obtained by the PPI network analysis and the cytoHubba plug-in of Cytoscape software. The iron metabolism and immune response related pathways were enriched using GSEA. They included hematopoietic cell lineage, lysosome and FC gamma R mediated phagocytosis. T cells follicular helper, monocytes, macrophages and mast cells might play an important role in Fusarium keratitis using analysis of immune infiltration. Finally, qPCR confirmed that the expression of HMOX1, CYBB, ALOX5 mRNA in the DON group was significantly elevated, while the expression of GPX2 were significantly decreased. CONCLUSIONS: Ferroptosis may play an important role in Fusarium keratitis. HMOX1, CYBB, ALOX5 and GPX2 may be key ferroptosis-related genes in the pathogenesis of Fusarium keratitis. Frontiers Media S.A. 2023-01-31 /pmc/articles/PMC9927021/ /pubmed/36798084 http://dx.doi.org/10.3389/fcimb.2023.1103471 Text en Copyright © 2023 Teng, Xiong, Sha, Lei, Diao, Liu, Tian, Liu and Zhong 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 | Cellular and Infection Microbiology Teng, Xingbo Xiong, Xuewei Sha, Xiaoyuan Lei, Yahui Diao, Yuyao Liu, Jiayan Tian, Yuan Liu, Lian Zhong, Jingxiang Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods |
title | Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods |
title_full | Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods |
title_fullStr | Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods |
title_full_unstemmed | Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods |
title_short | Identification of hub genes and pathways of ferroptosis in Fusarium keratitis by bioinformatics methods |
title_sort | identification of hub genes and pathways of ferroptosis in fusarium keratitis by bioinformatics methods |
topic | Cellular and Infection Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9927021/ https://www.ncbi.nlm.nih.gov/pubmed/36798084 http://dx.doi.org/10.3389/fcimb.2023.1103471 |
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