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M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer
BACKGROUND: Studies have shown that N6-methyl adenosine (m6A) plays an important role in cancer progression; however, the underlying mechanism of m6A modification in tumor microenvironment (TME) cell infiltration of bladder cancer remains unclear. This study aimed to investigate the role of m6A modi...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8479184/ https://www.ncbi.nlm.nih.gov/pubmed/34604051 http://dx.doi.org/10.3389/fonc.2021.714267 |
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author | Zhu, Huili Jia, Xiaocan Wang, Yuping Song, Zhijuan Wang, Nana Yang, Yongli Shi, Xuezhong |
author_facet | Zhu, Huili Jia, Xiaocan Wang, Yuping Song, Zhijuan Wang, Nana Yang, Yongli Shi, Xuezhong |
author_sort | Zhu, Huili |
collection | PubMed |
description | BACKGROUND: Studies have shown that N6-methyl adenosine (m6A) plays an important role in cancer progression; however, the underlying mechanism of m6A modification in tumor microenvironment (TME) cell infiltration of bladder cancer remains unclear. This study aimed to investigate the role of m6A modification in TME cell infiltration of bladder cancer. METHODS: The RNA expression profile and clinical data of bladder cancer were obtained from The Cancer Genome Atlas and Gene Expression Omnibus. We assessed the m6A modification patterns of 664 bladder cancer samples based on 20 m6A regulators through unsupervised clustering analysis and systematically linked m6A modification patterns to TME cell infiltration characteristics. Gene ontology and gene set variation analyses were conducted to analyze the underlying mechanism based on the assessment of m6A methylation regulators. Principal component analysis was used to construct the m6A score to quantify m6A modification patterns of bladder cancer. RESULTS: The genetic and expression alterations in m6A regulators were highly heterogeneous between normal and bladder tissues. Three m6A modification patterns were identified. The cell infiltration characteristics were highly consistent with the three immune phenotypes, including immune rejection, immune inflammation, and immune desert. The biological functions of three m6A modification patterns were different. Cox regression analyses revealed that the m6A score was an independent signature with patient prognosis (HR = 1.198, 95% CI: 1.031–1.390). Patients with a low-m6A score were characterized by increased tumor mutation burden, PD-L1 expression, and poorer survival. Patients in the low-m6A score group also showed significant immune responses and clinical benefits in the CTLA-4 immunotherapy cohort (p =0.0069). CONCLUSIONS: The m6A methylation modification was related to the formation of TME heterogeneity and complexity. Assessing the m6A modification pattern of individual bladder cancer will improve the understanding of TME infiltration characteristics. |
format | Online Article Text |
id | pubmed-8479184 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84791842021-09-30 M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer Zhu, Huili Jia, Xiaocan Wang, Yuping Song, Zhijuan Wang, Nana Yang, Yongli Shi, Xuezhong Front Oncol Oncology BACKGROUND: Studies have shown that N6-methyl adenosine (m6A) plays an important role in cancer progression; however, the underlying mechanism of m6A modification in tumor microenvironment (TME) cell infiltration of bladder cancer remains unclear. This study aimed to investigate the role of m6A modification in TME cell infiltration of bladder cancer. METHODS: The RNA expression profile and clinical data of bladder cancer were obtained from The Cancer Genome Atlas and Gene Expression Omnibus. We assessed the m6A modification patterns of 664 bladder cancer samples based on 20 m6A regulators through unsupervised clustering analysis and systematically linked m6A modification patterns to TME cell infiltration characteristics. Gene ontology and gene set variation analyses were conducted to analyze the underlying mechanism based on the assessment of m6A methylation regulators. Principal component analysis was used to construct the m6A score to quantify m6A modification patterns of bladder cancer. RESULTS: The genetic and expression alterations in m6A regulators were highly heterogeneous between normal and bladder tissues. Three m6A modification patterns were identified. The cell infiltration characteristics were highly consistent with the three immune phenotypes, including immune rejection, immune inflammation, and immune desert. The biological functions of three m6A modification patterns were different. Cox regression analyses revealed that the m6A score was an independent signature with patient prognosis (HR = 1.198, 95% CI: 1.031–1.390). Patients with a low-m6A score were characterized by increased tumor mutation burden, PD-L1 expression, and poorer survival. Patients in the low-m6A score group also showed significant immune responses and clinical benefits in the CTLA-4 immunotherapy cohort (p =0.0069). CONCLUSIONS: The m6A methylation modification was related to the formation of TME heterogeneity and complexity. Assessing the m6A modification pattern of individual bladder cancer will improve the understanding of TME infiltration characteristics. Frontiers Media S.A. 2021-09-15 /pmc/articles/PMC8479184/ /pubmed/34604051 http://dx.doi.org/10.3389/fonc.2021.714267 Text en Copyright © 2021 Zhu, Jia, Wang, Song, Wang, Yang and Shi 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 | Oncology Zhu, Huili Jia, Xiaocan Wang, Yuping Song, Zhijuan Wang, Nana Yang, Yongli Shi, Xuezhong M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer |
title | M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer |
title_full | M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer |
title_fullStr | M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer |
title_full_unstemmed | M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer |
title_short | M6A Classification Combined With Tumor Microenvironment Immune Characteristics Analysis of Bladder Cancer |
title_sort | m6a classification combined with tumor microenvironment immune characteristics analysis of bladder cancer |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8479184/ https://www.ncbi.nlm.nih.gov/pubmed/34604051 http://dx.doi.org/10.3389/fonc.2021.714267 |
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