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Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma
N(6)-methyladenosine (m(6)A) RNA modification is a reversible mechanism that regulates eukaryotic gene expression. Growing evidence has demonstrated an association between m(6)A modification and tumorigenesis and response to immunotherapy. However, the overall influence of m(6)A regulators on the tu...
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/PMC8718692/ https://www.ncbi.nlm.nih.gov/pubmed/34975871 http://dx.doi.org/10.3389/fimmu.2021.782551 |
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author | Zhu, Minggao Cui, Yachao Mo, Qi Zhang, Junwei Zhao, Ting Xu, Yujie Wu, Zhenpeng Sun, Donglin Zhang, Xiaoren Li, Yingchang You, Qiang |
author_facet | Zhu, Minggao Cui, Yachao Mo, Qi Zhang, Junwei Zhao, Ting Xu, Yujie Wu, Zhenpeng Sun, Donglin Zhang, Xiaoren Li, Yingchang You, Qiang |
author_sort | Zhu, Minggao |
collection | PubMed |
description | N(6)-methyladenosine (m(6)A) RNA modification is a reversible mechanism that regulates eukaryotic gene expression. Growing evidence has demonstrated an association between m(6)A modification and tumorigenesis and response to immunotherapy. However, the overall influence of m(6)A regulators on the tumor microenvironment and their effect on the response to immunotherapy in lung adenocarcinoma remains to be explored. Here, we comprehensively analyzed the m(6)A modification patterns of 936 lung adenocarcinoma samples based on 24 m(6)A regulators. First, we described the features of genetic variation in these m(6)A regulators. Many m(6)A regulators were aberrantly expressed in tumors and negatively correlated with most tumor-infiltrating immune cell types. Furthermore, we identified three m(6)A modification patterns using a consensus clustering method. m(6)A cluster B was preferentially associated with a favorable prognosis and enriched in metabolism-associated pathways. In contrast, m(6)A cluster A was associated with the worst prognosis and was enriched in the process of DNA repair. m(6)A cluster C was characterized by activation of the immune system and a higher stromal cell score. Surprisingly, patients who received radiotherapy had a better prognosis than patients without radiotherapy only in the m(6)A cluster C group. Subsequently, we constructed an m(6)A score model that qualified the m(6)A modification level of individual samples by using principal component analysis algorithms. Patients with high m(6)A score were characterized by enhanced immune cell infiltration and prolonged survival time and were associated with lower tumor mutation burden and PD-1/CTLA4 expression. The combination of the m(6)A score and tumor mutation burden could accurately predict the prognosis of patients with lung adenocarcinoma. Furthermore, patients with high m(6)A score exhibited greater prognostic benefits from radiotherapy and immunotherapy. This study demonstrates that m(6)A modification is significantly associated with tumor microenvironment diversity and prognosis. A comprehensive evaluation of m(6)A modification patterns in single tumors will expand our understanding of the tumor immune landscape. In addition, our m(6)A score model demonstrated that the level of immune cell infiltration plays a significant role in cancer immunotherapy and provides a basis to increase the efficiency of current immune therapies and promote the clinical success of immunotherapy. |
format | Online Article Text |
id | pubmed-8718692 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87186922022-01-01 Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma Zhu, Minggao Cui, Yachao Mo, Qi Zhang, Junwei Zhao, Ting Xu, Yujie Wu, Zhenpeng Sun, Donglin Zhang, Xiaoren Li, Yingchang You, Qiang Front Immunol Immunology N(6)-methyladenosine (m(6)A) RNA modification is a reversible mechanism that regulates eukaryotic gene expression. Growing evidence has demonstrated an association between m(6)A modification and tumorigenesis and response to immunotherapy. However, the overall influence of m(6)A regulators on the tumor microenvironment and their effect on the response to immunotherapy in lung adenocarcinoma remains to be explored. Here, we comprehensively analyzed the m(6)A modification patterns of 936 lung adenocarcinoma samples based on 24 m(6)A regulators. First, we described the features of genetic variation in these m(6)A regulators. Many m(6)A regulators were aberrantly expressed in tumors and negatively correlated with most tumor-infiltrating immune cell types. Furthermore, we identified three m(6)A modification patterns using a consensus clustering method. m(6)A cluster B was preferentially associated with a favorable prognosis and enriched in metabolism-associated pathways. In contrast, m(6)A cluster A was associated with the worst prognosis and was enriched in the process of DNA repair. m(6)A cluster C was characterized by activation of the immune system and a higher stromal cell score. Surprisingly, patients who received radiotherapy had a better prognosis than patients without radiotherapy only in the m(6)A cluster C group. Subsequently, we constructed an m(6)A score model that qualified the m(6)A modification level of individual samples by using principal component analysis algorithms. Patients with high m(6)A score were characterized by enhanced immune cell infiltration and prolonged survival time and were associated with lower tumor mutation burden and PD-1/CTLA4 expression. The combination of the m(6)A score and tumor mutation burden could accurately predict the prognosis of patients with lung adenocarcinoma. Furthermore, patients with high m(6)A score exhibited greater prognostic benefits from radiotherapy and immunotherapy. This study demonstrates that m(6)A modification is significantly associated with tumor microenvironment diversity and prognosis. A comprehensive evaluation of m(6)A modification patterns in single tumors will expand our understanding of the tumor immune landscape. In addition, our m(6)A score model demonstrated that the level of immune cell infiltration plays a significant role in cancer immunotherapy and provides a basis to increase the efficiency of current immune therapies and promote the clinical success of immunotherapy. Frontiers Media S.A. 2021-12-17 /pmc/articles/PMC8718692/ /pubmed/34975871 http://dx.doi.org/10.3389/fimmu.2021.782551 Text en Copyright © 2021 Zhu, Cui, Mo, Zhang, Zhao, Xu, Wu, Sun, Zhang, Li and You 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 Zhu, Minggao Cui, Yachao Mo, Qi Zhang, Junwei Zhao, Ting Xu, Yujie Wu, Zhenpeng Sun, Donglin Zhang, Xiaoren Li, Yingchang You, Qiang Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma |
title | Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma |
title_full | Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma |
title_fullStr | Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma |
title_full_unstemmed | Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma |
title_short | Characterization of m(6)A RNA Methylation Regulators Predicts Survival and Immunotherapy in Lung Adenocarcinoma |
title_sort | characterization of m(6)a rna methylation regulators predicts survival and immunotherapy in lung adenocarcinoma |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718692/ https://www.ncbi.nlm.nih.gov/pubmed/34975871 http://dx.doi.org/10.3389/fimmu.2021.782551 |
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