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Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury
BACKGROUND: Renal ischemia-reperfusion injury (IRI) is an inevitable occurrence during kidney transplantation. Mitophagy, ferroptosis, and the associated immune microenvironment (IME) have been shown to play important roles in renal IRI. However, the role of mitophagy-associated IME genes in IRI rem...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10086170/ https://www.ncbi.nlm.nih.gov/pubmed/37056767 http://dx.doi.org/10.3389/fimmu.2023.1117297 |
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author | Chen, Ruo-Yang Li, Da-Wei Xie, Hui Liu, Xiao-Wen Zhuang, Shao-Yong Wu, Hao-Yu Wu, Jia-Jin Sun, Nan Qu, Jun-Wen Miao, Jia-Yi Zhong, Chen Huang, Yu-Hua Yuan, Xiao-Dong Zhang, Ming Zhang, Wei-Jie Hou, Jian-Quan |
author_facet | Chen, Ruo-Yang Li, Da-Wei Xie, Hui Liu, Xiao-Wen Zhuang, Shao-Yong Wu, Hao-Yu Wu, Jia-Jin Sun, Nan Qu, Jun-Wen Miao, Jia-Yi Zhong, Chen Huang, Yu-Hua Yuan, Xiao-Dong Zhang, Ming Zhang, Wei-Jie Hou, Jian-Quan |
author_sort | Chen, Ruo-Yang |
collection | PubMed |
description | BACKGROUND: Renal ischemia-reperfusion injury (IRI) is an inevitable occurrence during kidney transplantation. Mitophagy, ferroptosis, and the associated immune microenvironment (IME) have been shown to play important roles in renal IRI. However, the role of mitophagy-associated IME genes in IRI remains unclear. In this study, we aimed to construct a prediction model of IRI prognosis based on mitophagy-associated IME genes. METHOD: The specific biological characteristics of the mitophagy-associated IME gene signature were comprehensively analyzed using public databases such as GEO, Pathway Unification, and FerrDb. Correlations between the expression of prognostic genes and immune-related genes and IRI prognosis were determined by Cox regression, LASSO analysis, and Pearson’s correlation. Molecular validation was performed using human kidney 2 (HK2) cells and culture supernatant as well as the serum and kidney tissues of mice after renal IRI. Gene expression was measured by PCR, and inflammatory cell infiltration was examined by ELISA and mass cytometry. Renal tissue damage was characterized using renal tissue homogenate and tissue sections. RESULTS: The expression of the mitophagy-associated IME gene signature was significantly correlated with IRI prognosis. Excessive mitophagy and extensive immune infiltration were the primary factors affecting IRI. In particular, FUNDC1, SQSTM1, UBB, UBC, KLF2, CDKN1A, and GDF15 were the key influencing factors. In addition, B cells, neutrophils, T cells, and M1 macrophages were the key immune cells present in the IME after IRI. A prediction model for IRI prognosis was constructed based on the key factors associated with the mitophagy IME. Validation experiments in cells and mice indicated that the prediction model was reliable and applicable. CONCLUSION: We clarified the relationship between the mitophagy-related IME and IRI. The IRI prognostic prediction model based on the mitophagy-associated IME gene signature provides novel insights on the prognosis and treatment of renal IRI. |
format | Online Article Text |
id | pubmed-10086170 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100861702023-04-12 Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury Chen, Ruo-Yang Li, Da-Wei Xie, Hui Liu, Xiao-Wen Zhuang, Shao-Yong Wu, Hao-Yu Wu, Jia-Jin Sun, Nan Qu, Jun-Wen Miao, Jia-Yi Zhong, Chen Huang, Yu-Hua Yuan, Xiao-Dong Zhang, Ming Zhang, Wei-Jie Hou, Jian-Quan Front Immunol Immunology BACKGROUND: Renal ischemia-reperfusion injury (IRI) is an inevitable occurrence during kidney transplantation. Mitophagy, ferroptosis, and the associated immune microenvironment (IME) have been shown to play important roles in renal IRI. However, the role of mitophagy-associated IME genes in IRI remains unclear. In this study, we aimed to construct a prediction model of IRI prognosis based on mitophagy-associated IME genes. METHOD: The specific biological characteristics of the mitophagy-associated IME gene signature were comprehensively analyzed using public databases such as GEO, Pathway Unification, and FerrDb. Correlations between the expression of prognostic genes and immune-related genes and IRI prognosis were determined by Cox regression, LASSO analysis, and Pearson’s correlation. Molecular validation was performed using human kidney 2 (HK2) cells and culture supernatant as well as the serum and kidney tissues of mice after renal IRI. Gene expression was measured by PCR, and inflammatory cell infiltration was examined by ELISA and mass cytometry. Renal tissue damage was characterized using renal tissue homogenate and tissue sections. RESULTS: The expression of the mitophagy-associated IME gene signature was significantly correlated with IRI prognosis. Excessive mitophagy and extensive immune infiltration were the primary factors affecting IRI. In particular, FUNDC1, SQSTM1, UBB, UBC, KLF2, CDKN1A, and GDF15 were the key influencing factors. In addition, B cells, neutrophils, T cells, and M1 macrophages were the key immune cells present in the IME after IRI. A prediction model for IRI prognosis was constructed based on the key factors associated with the mitophagy IME. Validation experiments in cells and mice indicated that the prediction model was reliable and applicable. CONCLUSION: We clarified the relationship between the mitophagy-related IME and IRI. The IRI prognostic prediction model based on the mitophagy-associated IME gene signature provides novel insights on the prognosis and treatment of renal IRI. Frontiers Media S.A. 2023-03-28 /pmc/articles/PMC10086170/ /pubmed/37056767 http://dx.doi.org/10.3389/fimmu.2023.1117297 Text en Copyright © 2023 Chen, Li, Xie, Liu, Zhuang, Wu, Wu, Sun, Qu, Miao, Zhong, Huang, Yuan, Zhang, Zhang and Hou 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 | Immunology Chen, Ruo-Yang Li, Da-Wei Xie, Hui Liu, Xiao-Wen Zhuang, Shao-Yong Wu, Hao-Yu Wu, Jia-Jin Sun, Nan Qu, Jun-Wen Miao, Jia-Yi Zhong, Chen Huang, Yu-Hua Yuan, Xiao-Dong Zhang, Ming Zhang, Wei-Jie Hou, Jian-Quan Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury |
title | Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury |
title_full | Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury |
title_fullStr | Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury |
title_full_unstemmed | Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury |
title_short | Gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury |
title_sort | gene signature and prediction model of the mitophagy-associated immune microenvironment in renal ischemia-reperfusion injury |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10086170/ https://www.ncbi.nlm.nih.gov/pubmed/37056767 http://dx.doi.org/10.3389/fimmu.2023.1117297 |
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