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Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration
Ferroptosis and immune infiltration play an important role in the pathogenesis of intervertebral disc degeneration (IDD). However, there is still a lack of comprehensive analysis on the interaction between ferroptosis-related genes (FRGs) and immune microenvironment in IDD patients. Therefore, this...
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/PMC9992550/ https://www.ncbi.nlm.nih.gov/pubmed/36911415 http://dx.doi.org/10.3389/fgene.2023.1133615 |
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author | Zhang, Feng Cui, Di Wang, Kangkang Cheng, Huimin Zhai, Yunlei Jiao, Wei Wang, Zhaodong Cui, Xilong Yu, Haiyang |
author_facet | Zhang, Feng Cui, Di Wang, Kangkang Cheng, Huimin Zhai, Yunlei Jiao, Wei Wang, Zhaodong Cui, Xilong Yu, Haiyang |
author_sort | Zhang, Feng |
collection | PubMed |
description | Ferroptosis and immune infiltration play an important role in the pathogenesis of intervertebral disc degeneration (IDD). However, there is still a lack of comprehensive analysis on the interaction between ferroptosis-related genes (FRGs) and immune microenvironment in IDD patients. Therefore, this study aims to explore the correlation between FRGs characteristics and immune infiltration in the progression of IDD. The expression profiles (GSE56081 and GSE70362) and FRGs were downloaded from the comprehensive gene expression omnibus (GEO) and FerrDb database, respectively, and the differences were analyzed using R. The intersection of IDD related differential genes (DEGs) and FRGs was taken as differentially expressed FRGs (DE-FRGs) and GO and KEGG enrichment analysis was conducted. Then, we used least absolute shrinkage and selection operator (LASSO) regression algorithm and support vector machine (SVM) algorithm to screen feature genes and draw ROC curve judge the diagnostic value of key DE-FRGs. Then CIBERSORT algorithm is used to evaluate the infiltration of immune cells and analyze the correlation between key DE-FRGs and immune infiltration. Based on the analysis results, we conducted single gene GSEA analysis on key DE-FRGs. RT-PCR and immunohistochemistry further verified the clinical value of the results of biochemical analysis and screening. Seven key DE-FRGs were screened, including the upregulated genes NOX4 and PIR, and the downregulated genes TIMM9, ATF3, ENPP2, FADS2 and TFAP2A. Single gene GSEA analysis further elucidates the role of DE-FRGs in IDD associated with ferroptosis. Correlation analysis showed that seven key DE-FRGs were closely related to immune infiltration in the development of IDD. Finally, RT-PCR and immunohistochemical staining showed that NOX4, ENPP2, FADS2 and TFAP2A were statistically significant differences. In this study, we explored the connection between ferroptosis related characteristics and immune infiltration in IDD, and confirmed that NOX4, ENPP2, FADS2, and TFAP2A may become biomarkers and potential therapeutic targets for IDD. |
format | Online Article Text |
id | pubmed-9992550 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99925502023-03-09 Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration Zhang, Feng Cui, Di Wang, Kangkang Cheng, Huimin Zhai, Yunlei Jiao, Wei Wang, Zhaodong Cui, Xilong Yu, Haiyang Front Genet Genetics Ferroptosis and immune infiltration play an important role in the pathogenesis of intervertebral disc degeneration (IDD). However, there is still a lack of comprehensive analysis on the interaction between ferroptosis-related genes (FRGs) and immune microenvironment in IDD patients. Therefore, this study aims to explore the correlation between FRGs characteristics and immune infiltration in the progression of IDD. The expression profiles (GSE56081 and GSE70362) and FRGs were downloaded from the comprehensive gene expression omnibus (GEO) and FerrDb database, respectively, and the differences were analyzed using R. The intersection of IDD related differential genes (DEGs) and FRGs was taken as differentially expressed FRGs (DE-FRGs) and GO and KEGG enrichment analysis was conducted. Then, we used least absolute shrinkage and selection operator (LASSO) regression algorithm and support vector machine (SVM) algorithm to screen feature genes and draw ROC curve judge the diagnostic value of key DE-FRGs. Then CIBERSORT algorithm is used to evaluate the infiltration of immune cells and analyze the correlation between key DE-FRGs and immune infiltration. Based on the analysis results, we conducted single gene GSEA analysis on key DE-FRGs. RT-PCR and immunohistochemistry further verified the clinical value of the results of biochemical analysis and screening. Seven key DE-FRGs were screened, including the upregulated genes NOX4 and PIR, and the downregulated genes TIMM9, ATF3, ENPP2, FADS2 and TFAP2A. Single gene GSEA analysis further elucidates the role of DE-FRGs in IDD associated with ferroptosis. Correlation analysis showed that seven key DE-FRGs were closely related to immune infiltration in the development of IDD. Finally, RT-PCR and immunohistochemical staining showed that NOX4, ENPP2, FADS2 and TFAP2A were statistically significant differences. In this study, we explored the connection between ferroptosis related characteristics and immune infiltration in IDD, and confirmed that NOX4, ENPP2, FADS2, and TFAP2A may become biomarkers and potential therapeutic targets for IDD. Frontiers Media S.A. 2023-02-22 /pmc/articles/PMC9992550/ /pubmed/36911415 http://dx.doi.org/10.3389/fgene.2023.1133615 Text en Copyright © 2023 Zhang, Cui, Wang, Cheng, Zhai, Jiao, Wang, Cui and Yu. 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 | Genetics Zhang, Feng Cui, Di Wang, Kangkang Cheng, Huimin Zhai, Yunlei Jiao, Wei Wang, Zhaodong Cui, Xilong Yu, Haiyang Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration |
title | Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration |
title_full | Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration |
title_fullStr | Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration |
title_full_unstemmed | Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration |
title_short | Identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration |
title_sort | identifification and validation of ferroptosis signatures and immune infifiltration characteristics associated with intervertebral disc degeneration |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9992550/ https://www.ncbi.nlm.nih.gov/pubmed/36911415 http://dx.doi.org/10.3389/fgene.2023.1133615 |
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