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A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes
Background: Gliomas are the most malignant tumors of the nervous system. Even though their survival outcome is closely affected by immune-related genes (IRGs) in the tumor microenvironment (TME), the corresponding regulatory mechanism remains poorly characterized. Methods: Specific enhancer RNAs (eR...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8811171/ https://www.ncbi.nlm.nih.gov/pubmed/35127714 http://dx.doi.org/10.3389/fcell.2021.798445 |
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author | Tian, Wei Chen, Kegong Yan, Guangcan Han, Xinhao Liu, Yanlong Zhang, Qiuju Liu, Meina |
author_facet | Tian, Wei Chen, Kegong Yan, Guangcan Han, Xinhao Liu, Yanlong Zhang, Qiuju Liu, Meina |
author_sort | Tian, Wei |
collection | PubMed |
description | Background: Gliomas are the most malignant tumors of the nervous system. Even though their survival outcome is closely affected by immune-related genes (IRGs) in the tumor microenvironment (TME), the corresponding regulatory mechanism remains poorly characterized. Methods: Specific enhancer RNAs (eRNAs) can be found in tumors, where they control downstream genes. The present study aimed to identify eRNA-regulated IRGs, evaluate their influence on the TME, and use them to construct a novel prognostic model for gliomas. Results: Thirteen target genes (ADCYAP1R1, BMP2, BMPR1A, CD4, DDX17, ELN, FGF13, MAPT, PDIA2, PSMB8, PTPN6, SEMA6C, and SSTR5) were identified and integrated into a comprehensive risk signature, which distinguished two risk subclasses. Discrepancies between these subclasses were compared to explore potential mechanisms attributed to eRNA-regulated genes, including immune cell infiltration, clinicopathological features, survival outcomes, and chemotherapeutic drug sensitivity. Furthermore, the risk signature was used to construct a prognostic tool that was evaluated by calibration curve, clinical utility, Harrell’s concordance index (0.87; 95% CI: 0.84–0.90), and time-dependent receiver operator characteristic curves (AUCs: 0.93 and 0.89 at 3 and 5 years, respectively). The strong reliability and robustness of the established prognostic tool were validated in another independent cohort. Finally, potential subtypes were explored in patients with grade III tumors. Conclusion: Overall, eRNAs were associated with immune-related dysfunctions in the TME. Targeting of IRGs regulated by eRNAs could improve immunotherapeutic/therapeutic outcomes. |
format | Online Article Text |
id | pubmed-8811171 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88111712022-02-04 A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes Tian, Wei Chen, Kegong Yan, Guangcan Han, Xinhao Liu, Yanlong Zhang, Qiuju Liu, Meina Front Cell Dev Biol Cell and Developmental Biology Background: Gliomas are the most malignant tumors of the nervous system. Even though their survival outcome is closely affected by immune-related genes (IRGs) in the tumor microenvironment (TME), the corresponding regulatory mechanism remains poorly characterized. Methods: Specific enhancer RNAs (eRNAs) can be found in tumors, where they control downstream genes. The present study aimed to identify eRNA-regulated IRGs, evaluate their influence on the TME, and use them to construct a novel prognostic model for gliomas. Results: Thirteen target genes (ADCYAP1R1, BMP2, BMPR1A, CD4, DDX17, ELN, FGF13, MAPT, PDIA2, PSMB8, PTPN6, SEMA6C, and SSTR5) were identified and integrated into a comprehensive risk signature, which distinguished two risk subclasses. Discrepancies between these subclasses were compared to explore potential mechanisms attributed to eRNA-regulated genes, including immune cell infiltration, clinicopathological features, survival outcomes, and chemotherapeutic drug sensitivity. Furthermore, the risk signature was used to construct a prognostic tool that was evaluated by calibration curve, clinical utility, Harrell’s concordance index (0.87; 95% CI: 0.84–0.90), and time-dependent receiver operator characteristic curves (AUCs: 0.93 and 0.89 at 3 and 5 years, respectively). The strong reliability and robustness of the established prognostic tool were validated in another independent cohort. Finally, potential subtypes were explored in patients with grade III tumors. Conclusion: Overall, eRNAs were associated with immune-related dysfunctions in the TME. Targeting of IRGs regulated by eRNAs could improve immunotherapeutic/therapeutic outcomes. Frontiers Media S.A. 2022-01-20 /pmc/articles/PMC8811171/ /pubmed/35127714 http://dx.doi.org/10.3389/fcell.2021.798445 Text en Copyright © 2022 Tian, Chen, Yan, Han, Liu, Zhang 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 | Cell and Developmental Biology Tian, Wei Chen, Kegong Yan, Guangcan Han, Xinhao Liu, Yanlong Zhang, Qiuju Liu, Meina A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes |
title | A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes |
title_full | A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes |
title_fullStr | A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes |
title_full_unstemmed | A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes |
title_short | A Novel Prognostic Tool for Glioma Based on Enhancer RNA-Regulated Immune Genes |
title_sort | novel prognostic tool for glioma based on enhancer rna-regulated immune genes |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8811171/ https://www.ncbi.nlm.nih.gov/pubmed/35127714 http://dx.doi.org/10.3389/fcell.2021.798445 |
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