Cargando…
Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas
Glioma is the most common malignant tumor in the central nervous system. The impact of metabolism on cancer development and the immune microenvironment landscape has recently gained broad attention. Purines are involved in multiple metabolic pathways. It has been proved that purine metabolism could...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9685320/ https://www.ncbi.nlm.nih.gov/pubmed/36438805 http://dx.doi.org/10.3389/fphar.2022.1038272 |
_version_ | 1784835478068920320 |
---|---|
author | Chen, Siliang Zhang, Shuxin Wang, Zhihao Li, Junhong Yuan, Yunbo Li, Tengfei Zuo, Mingrong Feng, Wentao Li, Wenhao Chen, Mina Liu, Yanhui |
author_facet | Chen, Siliang Zhang, Shuxin Wang, Zhihao Li, Junhong Yuan, Yunbo Li, Tengfei Zuo, Mingrong Feng, Wentao Li, Wenhao Chen, Mina Liu, Yanhui |
author_sort | Chen, Siliang |
collection | PubMed |
description | Glioma is the most common malignant tumor in the central nervous system. The impact of metabolism on cancer development and the immune microenvironment landscape has recently gained broad attention. Purines are involved in multiple metabolic pathways. It has been proved that purine metabolism could regulate malignant biological behaviors and response to immune checkpoint inhibitors in multiple cancers. However, the relationship of purine metabolism with clinicopathological features and the immune landscape of glioma remains unclear. In this study, we explored the relationships between the expression of purine metabolism-related genes (PuMGs) and tumor features, including prognosis and microenvironment of glioma, based on analyses of 1,523 tumors from 4 public databases and our cohort. Consensus clustering based on 136 PuMGs classified the glioma patients into two clusters with significantly distinguished prognosis and immune microenvironment landscapes. Increased immune infiltration was associated with more aggressive gliomas. The prognostic Purine Metabolism-Related Genes Risk Signature (PuMRS), based on 11 critical PuMGs, stratified the patients into PuMRS low- and high-risk groups in the training set and was validated by validation sets from multiple cohorts. The high-risk group presented with significantly shorter overall survival, and further survival analysis demonstrated that the PuMRS was an independent prognostic factor in glioma. The nomogram combining PuMRS and other clinicopathological factors showed satisfactory accuracy in predicting glioma patients’ prognosis. Furthermore, analyses of the tumor immune microenvironment suggested that higher PuMRS was correlated with increased immune cell infiltration and gene expression signatures of “hotˮ tumors. Gliomas in the PuMRS high-risk group presented a higher expression level of multiple immune checkpoints, including PD-1 and PD-L1, and a better-predicted therapy response to immune checkpoint inhibitors. In conclusion, our study elucidated the relationship between the expression level of PuMGs and the aggressiveness of gliomas. Our study also endorsed the application of PuMRS to construct a new robust model for the prognosis evaluation of glioma patients. The correlations between the profiles of PuMGs expression and tumor immune microenvironment potentially provided guidance for immunotherapy in glioma. |
format | Online Article Text |
id | pubmed-9685320 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96853202022-11-25 Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas Chen, Siliang Zhang, Shuxin Wang, Zhihao Li, Junhong Yuan, Yunbo Li, Tengfei Zuo, Mingrong Feng, Wentao Li, Wenhao Chen, Mina Liu, Yanhui Front Pharmacol Pharmacology Glioma is the most common malignant tumor in the central nervous system. The impact of metabolism on cancer development and the immune microenvironment landscape has recently gained broad attention. Purines are involved in multiple metabolic pathways. It has been proved that purine metabolism could regulate malignant biological behaviors and response to immune checkpoint inhibitors in multiple cancers. However, the relationship of purine metabolism with clinicopathological features and the immune landscape of glioma remains unclear. In this study, we explored the relationships between the expression of purine metabolism-related genes (PuMGs) and tumor features, including prognosis and microenvironment of glioma, based on analyses of 1,523 tumors from 4 public databases and our cohort. Consensus clustering based on 136 PuMGs classified the glioma patients into two clusters with significantly distinguished prognosis and immune microenvironment landscapes. Increased immune infiltration was associated with more aggressive gliomas. The prognostic Purine Metabolism-Related Genes Risk Signature (PuMRS), based on 11 critical PuMGs, stratified the patients into PuMRS low- and high-risk groups in the training set and was validated by validation sets from multiple cohorts. The high-risk group presented with significantly shorter overall survival, and further survival analysis demonstrated that the PuMRS was an independent prognostic factor in glioma. The nomogram combining PuMRS and other clinicopathological factors showed satisfactory accuracy in predicting glioma patients’ prognosis. Furthermore, analyses of the tumor immune microenvironment suggested that higher PuMRS was correlated with increased immune cell infiltration and gene expression signatures of “hotˮ tumors. Gliomas in the PuMRS high-risk group presented a higher expression level of multiple immune checkpoints, including PD-1 and PD-L1, and a better-predicted therapy response to immune checkpoint inhibitors. In conclusion, our study elucidated the relationship between the expression level of PuMGs and the aggressiveness of gliomas. Our study also endorsed the application of PuMRS to construct a new robust model for the prognosis evaluation of glioma patients. The correlations between the profiles of PuMGs expression and tumor immune microenvironment potentially provided guidance for immunotherapy in glioma. Frontiers Media S.A. 2022-11-10 /pmc/articles/PMC9685320/ /pubmed/36438805 http://dx.doi.org/10.3389/fphar.2022.1038272 Text en Copyright © 2022 Chen, Zhang, Wang, Li, Yuan, Li, Zuo, Feng, Li, 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 | Pharmacology Chen, Siliang Zhang, Shuxin Wang, Zhihao Li, Junhong Yuan, Yunbo Li, Tengfei Zuo, Mingrong Feng, Wentao Li, Wenhao Chen, Mina Liu, Yanhui Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas |
title | Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas |
title_full | Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas |
title_fullStr | Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas |
title_full_unstemmed | Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas |
title_short | Purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas |
title_sort | purine metabolism-related gene expression signature predicts survival outcome and indicates immune microenvironment profile of gliomas |
topic | Pharmacology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9685320/ https://www.ncbi.nlm.nih.gov/pubmed/36438805 http://dx.doi.org/10.3389/fphar.2022.1038272 |
work_keys_str_mv | AT chensiliang purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT zhangshuxin purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT wangzhihao purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT lijunhong purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT yuanyunbo purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT litengfei purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT zuomingrong purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT fengwentao purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT liwenhao purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT chenmina purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas AT liuyanhui purinemetabolismrelatedgeneexpressionsignaturepredictssurvivaloutcomeandindicatesimmunemicroenvironmentprofileofgliomas |