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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...

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Autores principales: Tian, Wei, Chen, Kegong, Yan, Guangcan, Han, Xinhao, Liu, Yanlong, Zhang, Qiuju, Liu, Meina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
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.
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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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