Cargando…

Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy

BACKGROUND: Glioblastoma (GBM) is a fatal brain tumor with no effective treatment. The specific GBM tumor immune microenvironment (TIME) may contribute to resistance to immunotherapy, a tumor therapy with great potential. Thus, an in-depth understanding of the characteristics of tumor-infiltrating i...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhao, Rongrong, Pan, Ziwen, Li, Boyan, Zhao, Shulin, Zhang, Shouji, Qi, Yanhua, Qiu, Jiawei, Gao, Zijie, Fan, Yang, Guo, Qindong, Qiu, Wei, Wang, Shaobo, Wang, Qingtong, Zhang, Ping, Guo, Xing, Deng, Lin, Xue, Hao, Li, Gang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8924366/
https://www.ncbi.nlm.nih.gov/pubmed/35309323
http://dx.doi.org/10.3389/fimmu.2022.820673
_version_ 1784669838450360320
author Zhao, Rongrong
Pan, Ziwen
Li, Boyan
Zhao, Shulin
Zhang, Shouji
Qi, Yanhua
Qiu, Jiawei
Gao, Zijie
Fan, Yang
Guo, Qindong
Qiu, Wei
Wang, Shaobo
Wang, Qingtong
Zhang, Ping
Guo, Xing
Deng, Lin
Xue, Hao
Li, Gang
author_facet Zhao, Rongrong
Pan, Ziwen
Li, Boyan
Zhao, Shulin
Zhang, Shouji
Qi, Yanhua
Qiu, Jiawei
Gao, Zijie
Fan, Yang
Guo, Qindong
Qiu, Wei
Wang, Shaobo
Wang, Qingtong
Zhang, Ping
Guo, Xing
Deng, Lin
Xue, Hao
Li, Gang
author_sort Zhao, Rongrong
collection PubMed
description BACKGROUND: Glioblastoma (GBM) is a fatal brain tumor with no effective treatment. The specific GBM tumor immune microenvironment (TIME) may contribute to resistance to immunotherapy, a tumor therapy with great potential. Thus, an in-depth understanding of the characteristics of tumor-infiltrating immune cells is essential for exploring biomarkers in GBM pathogenesis and immunotherapy. METHODS: We estimated the relative abundances of 25 immune cell types in 796 GBM samples using single sample gene set enrichment analysis (ssGSEA). Unsupervised clustering was used to identify different GBM-associated TIME immune cell infiltration (GTMEI) patterns. The GTMEIscore system was constructed with principal component analysis (PCA) to determine the immune infiltration pattern of individual tumors. RESULTS: We revealed three distinct GTMEI patterns with different clinical outcomes and modulated biological pathways. We developed a scoring system (GTMEIscore) to determine the immune infiltration pattern of individual tumors. We comprehensively analyzed the genomic characteristics, molecular subtypes and clinicopathological features as well as proteomic, phosphoproteomic, acetylomic, lipidomic and metabolomic properties associated with the GTMEIscore and revealed many novel dysregulated pathways and precise targets in GBM. Moreover, the GTMEIscore accurately quantified the immune status of many other cancer types. Clinically, the GTMEIscore was found to have significant potential therapeutic value for chemotherapy/radiotherapy, immune checkpoint inhibitor (ICI) therapy and targeted therapy. CONCLUSIONS: For the first time, we employed a multilevel and multiplatform strategy to construct a multidimensional molecular map of tumors with different immune infiltration patterns. These results may provide theoretical basises for identifying more effective predictive biomarkers and developing more effective drug combination strategies or novel immunotherapeutic agents for GBM.
format Online
Article
Text
id pubmed-8924366
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-89243662022-03-17 Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy Zhao, Rongrong Pan, Ziwen Li, Boyan Zhao, Shulin Zhang, Shouji Qi, Yanhua Qiu, Jiawei Gao, Zijie Fan, Yang Guo, Qindong Qiu, Wei Wang, Shaobo Wang, Qingtong Zhang, Ping Guo, Xing Deng, Lin Xue, Hao Li, Gang Front Immunol Immunology BACKGROUND: Glioblastoma (GBM) is a fatal brain tumor with no effective treatment. The specific GBM tumor immune microenvironment (TIME) may contribute to resistance to immunotherapy, a tumor therapy with great potential. Thus, an in-depth understanding of the characteristics of tumor-infiltrating immune cells is essential for exploring biomarkers in GBM pathogenesis and immunotherapy. METHODS: We estimated the relative abundances of 25 immune cell types in 796 GBM samples using single sample gene set enrichment analysis (ssGSEA). Unsupervised clustering was used to identify different GBM-associated TIME immune cell infiltration (GTMEI) patterns. The GTMEIscore system was constructed with principal component analysis (PCA) to determine the immune infiltration pattern of individual tumors. RESULTS: We revealed three distinct GTMEI patterns with different clinical outcomes and modulated biological pathways. We developed a scoring system (GTMEIscore) to determine the immune infiltration pattern of individual tumors. We comprehensively analyzed the genomic characteristics, molecular subtypes and clinicopathological features as well as proteomic, phosphoproteomic, acetylomic, lipidomic and metabolomic properties associated with the GTMEIscore and revealed many novel dysregulated pathways and precise targets in GBM. Moreover, the GTMEIscore accurately quantified the immune status of many other cancer types. Clinically, the GTMEIscore was found to have significant potential therapeutic value for chemotherapy/radiotherapy, immune checkpoint inhibitor (ICI) therapy and targeted therapy. CONCLUSIONS: For the first time, we employed a multilevel and multiplatform strategy to construct a multidimensional molecular map of tumors with different immune infiltration patterns. These results may provide theoretical basises for identifying more effective predictive biomarkers and developing more effective drug combination strategies or novel immunotherapeutic agents for GBM. Frontiers Media S.A. 2022-03-02 /pmc/articles/PMC8924366/ /pubmed/35309323 http://dx.doi.org/10.3389/fimmu.2022.820673 Text en Copyright © 2022 Zhao, Pan, Li, Zhao, Zhang, Qi, Qiu, Gao, Fan, Guo, Qiu, Wang, Wang, Zhang, Guo, Deng, Xue and Li 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 Immunology
Zhao, Rongrong
Pan, Ziwen
Li, Boyan
Zhao, Shulin
Zhang, Shouji
Qi, Yanhua
Qiu, Jiawei
Gao, Zijie
Fan, Yang
Guo, Qindong
Qiu, Wei
Wang, Shaobo
Wang, Qingtong
Zhang, Ping
Guo, Xing
Deng, Lin
Xue, Hao
Li, Gang
Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy
title Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy
title_full Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy
title_fullStr Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy
title_full_unstemmed Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy
title_short Comprehensive Analysis of the Tumor Immune Microenvironment Landscape in Glioblastoma Reveals Tumor Heterogeneity and Implications for Prognosis and Immunotherapy
title_sort comprehensive analysis of the tumor immune microenvironment landscape in glioblastoma reveals tumor heterogeneity and implications for prognosis and immunotherapy
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8924366/
https://www.ncbi.nlm.nih.gov/pubmed/35309323
http://dx.doi.org/10.3389/fimmu.2022.820673
work_keys_str_mv AT zhaorongrong comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT panziwen comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT liboyan comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT zhaoshulin comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT zhangshouji comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT qiyanhua comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT qiujiawei comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT gaozijie comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT fanyang comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT guoqindong comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT qiuwei comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT wangshaobo comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT wangqingtong comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT zhangping comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT guoxing comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT denglin comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT xuehao comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy
AT ligang comprehensiveanalysisofthetumorimmunemicroenvironmentlandscapeinglioblastomarevealstumorheterogeneityandimplicationsforprognosisandimmunotherapy