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Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury
Ischemia-reperfusion injury (IRI) is inevitable in kidney transplantations and, as a complex pathophysiological process, it can be greatly impacted by ferroptosis and immune inflammation. Our study aimed to identify the biomarkers of renal IRI (RIRI) and elucidate their relationship with immune infi...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10512779/ http://dx.doi.org/10.1080/0886022X.2023.2257801 |
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author | Luo, Jin Pei, Jun Yu, Cheng-jun Tian, Xiao-mao Zhang, Jie Shen, Lian-ju Hua, Yi Wei, Guang-Hui |
author_facet | Luo, Jin Pei, Jun Yu, Cheng-jun Tian, Xiao-mao Zhang, Jie Shen, Lian-ju Hua, Yi Wei, Guang-Hui |
author_sort | Luo, Jin |
collection | PubMed |
description | Ischemia-reperfusion injury (IRI) is inevitable in kidney transplantations and, as a complex pathophysiological process, it can be greatly impacted by ferroptosis and immune inflammation. Our study aimed to identify the biomarkers of renal IRI (RIRI) and elucidate their relationship with immune infiltration. In this study, the GSE148420 database was used as a training set to analyze differential genes and overlap them with ferroptosis-related genes to identify hub genes using a protein–protein interaction (PPI) network, the least absolute shrinkage and selection operator (LASSO), and random forest algorithm (RFA). We verified the hub gene and ferroptosis-related phenotypes in a verification set and animal experiments involving unilateral IRI with contralateral nephrectomy in rats. Gene set enrichment analysis (GSEA) of single genes was conducted according to the hub gene to predict related endogenous RNAs (ceRNAs) and drugs to establish a network. Finally, we used the Cibersort to analyze immunological infiltration and conducted Spearman’s correlation analysis. We identified 5456 differential genes and obtained 26 ferroptosis-related differentially expressed genes. Through PPI, LASSO, and RFA, Hmox1 was identified as the only hub gene and its expression levels were verified using verification sets. In animal experiments, Hmox1 was verified as a key biomarker. GSEA of single genes revealed the seven most related pathways, and the ceRNAs network included 138 mRNAs and miRNAs. We predicted 11 related drugs and their three-dimensional structural maps. Thus, Hmox1 was identified as a key biomarker and regulator of ferroptosis in RIRI and its regulation of ferroptosis was closely related to immune infiltration. |
format | Online Article Text |
id | pubmed-10512779 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-105127792023-09-22 Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury Luo, Jin Pei, Jun Yu, Cheng-jun Tian, Xiao-mao Zhang, Jie Shen, Lian-ju Hua, Yi Wei, Guang-Hui Ren Fail Clinical Study Ischemia-reperfusion injury (IRI) is inevitable in kidney transplantations and, as a complex pathophysiological process, it can be greatly impacted by ferroptosis and immune inflammation. Our study aimed to identify the biomarkers of renal IRI (RIRI) and elucidate their relationship with immune infiltration. In this study, the GSE148420 database was used as a training set to analyze differential genes and overlap them with ferroptosis-related genes to identify hub genes using a protein–protein interaction (PPI) network, the least absolute shrinkage and selection operator (LASSO), and random forest algorithm (RFA). We verified the hub gene and ferroptosis-related phenotypes in a verification set and animal experiments involving unilateral IRI with contralateral nephrectomy in rats. Gene set enrichment analysis (GSEA) of single genes was conducted according to the hub gene to predict related endogenous RNAs (ceRNAs) and drugs to establish a network. Finally, we used the Cibersort to analyze immunological infiltration and conducted Spearman’s correlation analysis. We identified 5456 differential genes and obtained 26 ferroptosis-related differentially expressed genes. Through PPI, LASSO, and RFA, Hmox1 was identified as the only hub gene and its expression levels were verified using verification sets. In animal experiments, Hmox1 was verified as a key biomarker. GSEA of single genes revealed the seven most related pathways, and the ceRNAs network included 138 mRNAs and miRNAs. We predicted 11 related drugs and their three-dimensional structural maps. Thus, Hmox1 was identified as a key biomarker and regulator of ferroptosis in RIRI and its regulation of ferroptosis was closely related to immune infiltration. Taylor & Francis 2023-09-19 /pmc/articles/PMC10512779/ http://dx.doi.org/10.1080/0886022X.2023.2257801 Text en © 2023 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The terms on which this article has been published allow the posting of the Accepted Manuscript in a repository by the author(s) or with their consent. |
spellingShingle | Clinical Study Luo, Jin Pei, Jun Yu, Cheng-jun Tian, Xiao-mao Zhang, Jie Shen, Lian-ju Hua, Yi Wei, Guang-Hui Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury |
title | Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury |
title_full | Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury |
title_fullStr | Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury |
title_full_unstemmed | Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury |
title_short | Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury |
title_sort | exploring the role of hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury |
topic | Clinical Study |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10512779/ http://dx.doi.org/10.1080/0886022X.2023.2257801 |
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