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Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas
INTRODUCTION: High-grade glioma (HGG) defines a group of brain gliomas characterized by contrast enhancement, high tumor heterogeneity, and poor clinical outcome. Disturbed reduction–oxidation (redox) balance has been frequently associated with the development of tumor cells and their microenvironme...
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/PMC10213429/ https://www.ncbi.nlm.nih.gov/pubmed/37252189 http://dx.doi.org/10.3389/fncel.2023.1155982 |
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author | Yuan, Yunbo Zuo, Mingrong Zhang, Shuxin Chen, Siliang Feng, Wentao Wang, Zhihao Chen, Mina Liu, Yanhui |
author_facet | Yuan, Yunbo Zuo, Mingrong Zhang, Shuxin Chen, Siliang Feng, Wentao Wang, Zhihao Chen, Mina Liu, Yanhui |
author_sort | Yuan, Yunbo |
collection | PubMed |
description | INTRODUCTION: High-grade glioma (HGG) defines a group of brain gliomas characterized by contrast enhancement, high tumor heterogeneity, and poor clinical outcome. Disturbed reduction–oxidation (redox) balance has been frequently associated with the development of tumor cells and their microenvironment (TME). METHODS: To study the influence of redox balance on HGGs and their microenvironment, we collected mRNA-sequencing and clinical data of HGG patients from TCGA and CGGA databases and our own cohort. Redox-related genes (ROGs) were defined as genes in the MSigDB pathways with keyword “redox” that were differentially expressed between HGGs and normal brain samples. Unsupervised clustering analysis was used to discover ROG expression clusters. Over-representation analysis (ORA), gene set enrichment analysis (GSEA) and gene set variation analysis (GSVA) were also employed to understand the biological implication of differentially expressed genes between HGG clusters. CIBERSORTx and ESTIMATE were used to profile the immune TME landscapes of tumors, and TIDE was used to evaluated the potential response to immune checkpoint inhibitors. Least Absolute Shrinkage and Selection Operator (LASSO) Cox regression was used to construct HGG-ROG expression risk signature (GRORS). RESULTS: Seventy-five ROGs were found and consensus clustering using the expression profile of ROGs divided the both IDH-mutant (IDHmut) and IDH-wildtype (IDHwt) HGGs into subclusters with different prognosis. Functional enrichment analysis revealed that the differential aggressiveness between redox subclusters in IDHmut HGGs were significantly associated with cell cycle regulation pathways, while IDHwt HGG redox subclusters showed differentially activated immune-related pathways. In silico TME analysis on immune landscapes in the TME showed that the more aggressive redox subclusters in both IDHmut and IDHwt HGGs may harbor a more diverse composition of tumor-infiltrating immune cells, expressed a higher level of immune checkpoints and were more likely to respond to immune checkpoint blockade. Next, we established a GRORS which showed AUCs of 0.787, 0.884, and 0.917 in predicting 1–3-year survival of HGG patients in the held-out validation datasets, and the C-index of a nomogram combining the GRORS and other prognostic information reached 0.835. CONCLUSION: Briefly, our results suggest that the expression pattern of ROGs was closely associated with the prognosis as well as the TME immune profile of HGGs, and may serve as a potential indicator for their response to immunotherapies. |
format | Online Article Text |
id | pubmed-10213429 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102134292023-05-27 Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas Yuan, Yunbo Zuo, Mingrong Zhang, Shuxin Chen, Siliang Feng, Wentao Wang, Zhihao Chen, Mina Liu, Yanhui Front Cell Neurosci Neuroscience INTRODUCTION: High-grade glioma (HGG) defines a group of brain gliomas characterized by contrast enhancement, high tumor heterogeneity, and poor clinical outcome. Disturbed reduction–oxidation (redox) balance has been frequently associated with the development of tumor cells and their microenvironment (TME). METHODS: To study the influence of redox balance on HGGs and their microenvironment, we collected mRNA-sequencing and clinical data of HGG patients from TCGA and CGGA databases and our own cohort. Redox-related genes (ROGs) were defined as genes in the MSigDB pathways with keyword “redox” that were differentially expressed between HGGs and normal brain samples. Unsupervised clustering analysis was used to discover ROG expression clusters. Over-representation analysis (ORA), gene set enrichment analysis (GSEA) and gene set variation analysis (GSVA) were also employed to understand the biological implication of differentially expressed genes between HGG clusters. CIBERSORTx and ESTIMATE were used to profile the immune TME landscapes of tumors, and TIDE was used to evaluated the potential response to immune checkpoint inhibitors. Least Absolute Shrinkage and Selection Operator (LASSO) Cox regression was used to construct HGG-ROG expression risk signature (GRORS). RESULTS: Seventy-five ROGs were found and consensus clustering using the expression profile of ROGs divided the both IDH-mutant (IDHmut) and IDH-wildtype (IDHwt) HGGs into subclusters with different prognosis. Functional enrichment analysis revealed that the differential aggressiveness between redox subclusters in IDHmut HGGs were significantly associated with cell cycle regulation pathways, while IDHwt HGG redox subclusters showed differentially activated immune-related pathways. In silico TME analysis on immune landscapes in the TME showed that the more aggressive redox subclusters in both IDHmut and IDHwt HGGs may harbor a more diverse composition of tumor-infiltrating immune cells, expressed a higher level of immune checkpoints and were more likely to respond to immune checkpoint blockade. Next, we established a GRORS which showed AUCs of 0.787, 0.884, and 0.917 in predicting 1–3-year survival of HGG patients in the held-out validation datasets, and the C-index of a nomogram combining the GRORS and other prognostic information reached 0.835. CONCLUSION: Briefly, our results suggest that the expression pattern of ROGs was closely associated with the prognosis as well as the TME immune profile of HGGs, and may serve as a potential indicator for their response to immunotherapies. Frontiers Media S.A. 2023-05-12 /pmc/articles/PMC10213429/ /pubmed/37252189 http://dx.doi.org/10.3389/fncel.2023.1155982 Text en Copyright © 2023 Yuan, Zuo, Zhang, Chen, Feng, Wang, Chen and Liu. 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 | Neuroscience Yuan, Yunbo Zuo, Mingrong Zhang, Shuxin Chen, Siliang Feng, Wentao Wang, Zhihao Chen, Mina Liu, Yanhui Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas |
title | Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas |
title_full | Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas |
title_fullStr | Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas |
title_full_unstemmed | Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas |
title_short | Impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas |
title_sort | impact of redox-related genes on tumor microenvironment immune characteristics and prognosis of high-grade gliomas |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10213429/ https://www.ncbi.nlm.nih.gov/pubmed/37252189 http://dx.doi.org/10.3389/fncel.2023.1155982 |
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