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Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing
OBJECTIVE: Astrocytes constitute approximately 30% of cells in gliomas and play important roles in synapse construction and survival. Recently, JAK/STAT pathway activation associated with a new type of astrocyte was reported. However, the implications of these tumor-associated reactive astrocytes (T...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10320578/ https://www.ncbi.nlm.nih.gov/pubmed/37416308 http://dx.doi.org/10.3389/fneur.2023.1193844 |
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author | Zhang, Chuan-bao Wang, Zhi-liang Liu, Han-jie Wang, Zheng Jia, Wang |
author_facet | Zhang, Chuan-bao Wang, Zhi-liang Liu, Han-jie Wang, Zheng Jia, Wang |
author_sort | Zhang, Chuan-bao |
collection | PubMed |
description | OBJECTIVE: Astrocytes constitute approximately 30% of cells in gliomas and play important roles in synapse construction and survival. Recently, JAK/STAT pathway activation associated with a new type of astrocyte was reported. However, the implications of these tumor-associated reactive astrocytes (TARAs) in glioma are not known. METHODS: We comprehensively assessed TARAs in gliomas, both in single cells and at the bulk tumor level, by analyzing five independent datasets. First, we analyzed two single-cell RNA sequencing datasets of 35,563 cells from 23 patients to estimate the infiltration level of TARAs in gliomas. Second, we collected clinical information and genomic and transcriptomic data of 1,379 diffuse astrocytoma and glioblastoma samples from the Chinese Glioma Genome Atlas (CGGA) and The Cancer Genome Atlas datasets to evaluate the genomic, transcriptomic and clinical characteristics of TARA infiltration. Third, we downloaded expression profiles of recurrent glioblastoma samples from patients receiving PD-1 inhibitors to analyze the predictive value of TARAs for immune checkpoint inhibition. RESULTS: Single-cell RNA sequencing data showed TARAs were abundant in the glioma micro-environment (15.7% in the CGGA dataset and 9.1% in the Gene Expression Omnibus GSE141383 dataset, respectively). Bulk tumor sequencing data showed that the extent of TARA infiltration was highly associated with major clinical and molecular features of astrocytic gliomas. Patients with more TARA infiltration were more likely to have MUC16, FLG, and PICK3A mutations, chromosome 9p21.3, 10q23.3, and 13q14.2 deletions and 7p11.2 amplification. Gene Ontology analysis revealed that the high level of astrocyte infiltration was characterized by immune and oncogenic pathways, such as the inflammatory response, positive regulation of the JAK–STAT cascade, positive regulation of NIK/NF-kappa B signaling and the tumor necrosis factor biosynthetic process. Patients with greater TARA infiltration showed inferior prognosis. Meanwhile, the extent of reactive astrocyte infiltration exhibited a predictive value for recurrent glioblastoma patients undergoing anti-PD-1 immune therapy. CONCLUSION: TARA infiltration might promote glioma tumor progression and can be used as a diagnostic, predictive and prognostic marker in gliomas. Prevention of TARA infiltration might be a new therapeutic strategy for glioma. |
format | Online Article Text |
id | pubmed-10320578 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-103205782023-07-06 Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing Zhang, Chuan-bao Wang, Zhi-liang Liu, Han-jie Wang, Zheng Jia, Wang Front Neurol Neurology OBJECTIVE: Astrocytes constitute approximately 30% of cells in gliomas and play important roles in synapse construction and survival. Recently, JAK/STAT pathway activation associated with a new type of astrocyte was reported. However, the implications of these tumor-associated reactive astrocytes (TARAs) in glioma are not known. METHODS: We comprehensively assessed TARAs in gliomas, both in single cells and at the bulk tumor level, by analyzing five independent datasets. First, we analyzed two single-cell RNA sequencing datasets of 35,563 cells from 23 patients to estimate the infiltration level of TARAs in gliomas. Second, we collected clinical information and genomic and transcriptomic data of 1,379 diffuse astrocytoma and glioblastoma samples from the Chinese Glioma Genome Atlas (CGGA) and The Cancer Genome Atlas datasets to evaluate the genomic, transcriptomic and clinical characteristics of TARA infiltration. Third, we downloaded expression profiles of recurrent glioblastoma samples from patients receiving PD-1 inhibitors to analyze the predictive value of TARAs for immune checkpoint inhibition. RESULTS: Single-cell RNA sequencing data showed TARAs were abundant in the glioma micro-environment (15.7% in the CGGA dataset and 9.1% in the Gene Expression Omnibus GSE141383 dataset, respectively). Bulk tumor sequencing data showed that the extent of TARA infiltration was highly associated with major clinical and molecular features of astrocytic gliomas. Patients with more TARA infiltration were more likely to have MUC16, FLG, and PICK3A mutations, chromosome 9p21.3, 10q23.3, and 13q14.2 deletions and 7p11.2 amplification. Gene Ontology analysis revealed that the high level of astrocyte infiltration was characterized by immune and oncogenic pathways, such as the inflammatory response, positive regulation of the JAK–STAT cascade, positive regulation of NIK/NF-kappa B signaling and the tumor necrosis factor biosynthetic process. Patients with greater TARA infiltration showed inferior prognosis. Meanwhile, the extent of reactive astrocyte infiltration exhibited a predictive value for recurrent glioblastoma patients undergoing anti-PD-1 immune therapy. CONCLUSION: TARA infiltration might promote glioma tumor progression and can be used as a diagnostic, predictive and prognostic marker in gliomas. Prevention of TARA infiltration might be a new therapeutic strategy for glioma. Frontiers Media S.A. 2023-06-21 /pmc/articles/PMC10320578/ /pubmed/37416308 http://dx.doi.org/10.3389/fneur.2023.1193844 Text en Copyright © 2023 Zhang, Wang, Liu, Wang and Jia. 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 | Neurology Zhang, Chuan-bao Wang, Zhi-liang Liu, Han-jie Wang, Zheng Jia, Wang Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing |
title | Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing |
title_full | Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing |
title_fullStr | Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing |
title_full_unstemmed | Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing |
title_short | Characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing |
title_sort | characterization of tumor-associated reactive astrocytes in gliomas by single-cell and bulk tumor sequencing |
topic | Neurology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10320578/ https://www.ncbi.nlm.nih.gov/pubmed/37416308 http://dx.doi.org/10.3389/fneur.2023.1193844 |
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