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...
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/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 |