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...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Siliang, Zhang, Shuxin, Wang, Zhihao, Li, Junhong, Yuan, Yunbo, Li, Tengfei, Zuo, Mingrong, Feng, Wentao, Li, Wenhao, Chen, Mina, Liu, Yanhui
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