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Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses

PURPOSE: Glioblastoma multiforme (GBM) is a common and aggressive form of brain tumor. The N(6)-methyladenosine (m(6)A) mRNA modification plays multiple roles in many biological processes and disease states. However, the relationship between m(6)A modifications and the tumor microenvironment in GBM...

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Autores principales: Yuan, Feng, Cai, Xiangming, Cong, Zixiang, Wang, Yingshuai, Geng, Yuanming, Aili, Yiliyaer, Du, Chaonan, Zhu, Junhao, Yang, Jin, Tang, Chao, Zhang, Aifeng, Zhao, Sheng, Ma, Chiyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9086907/
https://www.ncbi.nlm.nih.gov/pubmed/35558067
http://dx.doi.org/10.3389/fimmu.2022.798583
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author Yuan, Feng
Cai, Xiangming
Cong, Zixiang
Wang, Yingshuai
Geng, Yuanming
Aili, Yiliyaer
Du, Chaonan
Zhu, Junhao
Yang, Jin
Tang, Chao
Zhang, Aifeng
Zhao, Sheng
Ma, Chiyuan
author_facet Yuan, Feng
Cai, Xiangming
Cong, Zixiang
Wang, Yingshuai
Geng, Yuanming
Aili, Yiliyaer
Du, Chaonan
Zhu, Junhao
Yang, Jin
Tang, Chao
Zhang, Aifeng
Zhao, Sheng
Ma, Chiyuan
author_sort Yuan, Feng
collection PubMed
description PURPOSE: Glioblastoma multiforme (GBM) is a common and aggressive form of brain tumor. The N(6)-methyladenosine (m(6)A) mRNA modification plays multiple roles in many biological processes and disease states. However, the relationship between m(6)A modifications and the tumor microenvironment in GBM remains unclear, especially at the single-cell level. EXPERIMENTAL DESIGN: Single-cell and bulk RNA-sequencing data were acquired from the GEO and TCGA databases, respectively. We used bioinformatics and statistical tools to analyze associations between m(6)A regulators and multiple factors. RESULTS: HNRNPA2B1 and HNRNPC were extensively expressed in the GBM microenvironment. m(6)A regulators promoted the stemness state in GBM cancer cells. Immune-related BP terms were enriched in modules of m(6)A-related genes. Cell communication analysis identified genes in the GALECTIN signaling network in GBM samples, and expression of these genes (LGALS9, CD44, CD45, and HAVCR2) correlated with that of m(6)A regulators. Validation experiments revealed that MDK in MK signaling network promoted migration and immunosuppressive polarization of macrophage. Expression of m(6)A regulators correlated with ICPs in GBM cancer cells, M2 macrophages and T/NK cells. Bulk RNA-seq analysis identified two expression patterns (low m(6)A/high ICP and high m(6)A/low ICP) with different predicted immune infiltration and responses to ICP inhibitors. A predictive nomogram model to distinguish these 2 clusters was constructed and validated with excellent performance. CONCLUSION: At the single-cell level, m(6)A modification facilitates the stemness state in GBM cancer cells and promotes an immunosuppressive microenvironment through ICPs and the GALECTIN signaling pathway network. And we also identified two m(6)A-ICP expression patterns. These findings could lead to novel treatment strategies for GBM patients.
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spelling pubmed-90869072022-05-11 Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses Yuan, Feng Cai, Xiangming Cong, Zixiang Wang, Yingshuai Geng, Yuanming Aili, Yiliyaer Du, Chaonan Zhu, Junhao Yang, Jin Tang, Chao Zhang, Aifeng Zhao, Sheng Ma, Chiyuan Front Immunol Immunology PURPOSE: Glioblastoma multiforme (GBM) is a common and aggressive form of brain tumor. The N(6)-methyladenosine (m(6)A) mRNA modification plays multiple roles in many biological processes and disease states. However, the relationship between m(6)A modifications and the tumor microenvironment in GBM remains unclear, especially at the single-cell level. EXPERIMENTAL DESIGN: Single-cell and bulk RNA-sequencing data were acquired from the GEO and TCGA databases, respectively. We used bioinformatics and statistical tools to analyze associations between m(6)A regulators and multiple factors. RESULTS: HNRNPA2B1 and HNRNPC were extensively expressed in the GBM microenvironment. m(6)A regulators promoted the stemness state in GBM cancer cells. Immune-related BP terms were enriched in modules of m(6)A-related genes. Cell communication analysis identified genes in the GALECTIN signaling network in GBM samples, and expression of these genes (LGALS9, CD44, CD45, and HAVCR2) correlated with that of m(6)A regulators. Validation experiments revealed that MDK in MK signaling network promoted migration and immunosuppressive polarization of macrophage. Expression of m(6)A regulators correlated with ICPs in GBM cancer cells, M2 macrophages and T/NK cells. Bulk RNA-seq analysis identified two expression patterns (low m(6)A/high ICP and high m(6)A/low ICP) with different predicted immune infiltration and responses to ICP inhibitors. A predictive nomogram model to distinguish these 2 clusters was constructed and validated with excellent performance. CONCLUSION: At the single-cell level, m(6)A modification facilitates the stemness state in GBM cancer cells and promotes an immunosuppressive microenvironment through ICPs and the GALECTIN signaling pathway network. And we also identified two m(6)A-ICP expression patterns. These findings could lead to novel treatment strategies for GBM patients. Frontiers Media S.A. 2022-04-26 /pmc/articles/PMC9086907/ /pubmed/35558067 http://dx.doi.org/10.3389/fimmu.2022.798583 Text en Copyright © 2022 Yuan, Cai, Cong, Wang, Geng, Aili, Du, Zhu, Yang, Tang, Zhang, Zhao and Ma 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
Yuan, Feng
Cai, Xiangming
Cong, Zixiang
Wang, Yingshuai
Geng, Yuanming
Aili, Yiliyaer
Du, Chaonan
Zhu, Junhao
Yang, Jin
Tang, Chao
Zhang, Aifeng
Zhao, Sheng
Ma, Chiyuan
Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses
title Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses
title_full Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses
title_fullStr Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses
title_full_unstemmed Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses
title_short Roles of the m(6)A Modification of RNA in the Glioblastoma Microenvironment as Revealed by Single-Cell Analyses
title_sort roles of the m(6)a modification of rna in the glioblastoma microenvironment as revealed by single-cell analyses
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9086907/
https://www.ncbi.nlm.nih.gov/pubmed/35558067
http://dx.doi.org/10.3389/fimmu.2022.798583
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