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m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment
BACKGROUND: We analyzed the n6-methyladenosine (m6A) modification patterns of immune cells infiltrating the tumor microenvironment of breast cancer (BC) to provide a new perspective for the early diagnosis and treatment of BC. METHODS: Based on 23 m6A regulatory factors, we identified m6A-related ge...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8566073/ https://www.ncbi.nlm.nih.gov/pubmed/34745261 http://dx.doi.org/10.1155/2021/9987376 |
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author | Liu, Fei Yu, Xiaopeng He, Guijin |
author_facet | Liu, Fei Yu, Xiaopeng He, Guijin |
author_sort | Liu, Fei |
collection | PubMed |
description | BACKGROUND: We analyzed the n6-methyladenosine (m6A) modification patterns of immune cells infiltrating the tumor microenvironment of breast cancer (BC) to provide a new perspective for the early diagnosis and treatment of BC. METHODS: Based on 23 m6A regulatory factors, we identified m6A-related gene characteristics and m6A modification patterns in BC through unsupervised cluster analysis. To examine the differences in biological processes among various m6A modification modes, we performed genomic variation analysis. We then quantified the relative infiltration levels of different immune cell subpopulations in the tumor microenvironment of BC using the CIBERSORT algorithm and single-sample gene set enrichment analysis. Univariate Cox analysis was used to screen for m6A characteristic genes related to prognosis. Finally, we evaluated the m6A modification pattern of patients with a single BC by constructing the m6Ascore based on principal component analysis. RESULTS: We identified three different m6A modification patterns in 2128 BC samples. A higher abundance of the immune infiltration of the m6Acluster C was indicated by the results of CIBERSORT and the single-sample gene set enrichment analysis. Based on the m6A characteristic genes obtained through screening, the m6Ascore was determined. The BC patients were segregated into m6Ascore groups of low and high categories, which revealed significant survival benefits among patients with low m6Ascores. Additionally, the high-m6Ascore group had a higher mutation frequency and was associated with low PD-L1 expression, and the m6Ascore and tumor mutation burden showed a positive correlation. In addition, treatment effects were better in patients in the high-m6Ascore group. CONCLUSIONS: In case of a single patient with BC, the immune cell infiltration characteristics of the tumor microenvironment and the m6A methylation modification pattern could be evaluated using the m6Ascore. Our results provide a foundation for improving personalized immunotherapy of BC. |
format | Online Article Text |
id | pubmed-8566073 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-85660732021-11-04 m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment Liu, Fei Yu, Xiaopeng He, Guijin J Oncol Research Article BACKGROUND: We analyzed the n6-methyladenosine (m6A) modification patterns of immune cells infiltrating the tumor microenvironment of breast cancer (BC) to provide a new perspective for the early diagnosis and treatment of BC. METHODS: Based on 23 m6A regulatory factors, we identified m6A-related gene characteristics and m6A modification patterns in BC through unsupervised cluster analysis. To examine the differences in biological processes among various m6A modification modes, we performed genomic variation analysis. We then quantified the relative infiltration levels of different immune cell subpopulations in the tumor microenvironment of BC using the CIBERSORT algorithm and single-sample gene set enrichment analysis. Univariate Cox analysis was used to screen for m6A characteristic genes related to prognosis. Finally, we evaluated the m6A modification pattern of patients with a single BC by constructing the m6Ascore based on principal component analysis. RESULTS: We identified three different m6A modification patterns in 2128 BC samples. A higher abundance of the immune infiltration of the m6Acluster C was indicated by the results of CIBERSORT and the single-sample gene set enrichment analysis. Based on the m6A characteristic genes obtained through screening, the m6Ascore was determined. The BC patients were segregated into m6Ascore groups of low and high categories, which revealed significant survival benefits among patients with low m6Ascores. Additionally, the high-m6Ascore group had a higher mutation frequency and was associated with low PD-L1 expression, and the m6Ascore and tumor mutation burden showed a positive correlation. In addition, treatment effects were better in patients in the high-m6Ascore group. CONCLUSIONS: In case of a single patient with BC, the immune cell infiltration characteristics of the tumor microenvironment and the m6A methylation modification pattern could be evaluated using the m6Ascore. Our results provide a foundation for improving personalized immunotherapy of BC. Hindawi 2021-10-27 /pmc/articles/PMC8566073/ /pubmed/34745261 http://dx.doi.org/10.1155/2021/9987376 Text en Copyright © 2021 Fei Liu et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Liu, Fei Yu, Xiaopeng He, Guijin m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment |
title | m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment |
title_full | m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment |
title_fullStr | m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment |
title_full_unstemmed | m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment |
title_short | m6A-Mediated Tumor Invasion and Methylation Modification in Breast Cancer Microenvironment |
title_sort | m6a-mediated tumor invasion and methylation modification in breast cancer microenvironment |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8566073/ https://www.ncbi.nlm.nih.gov/pubmed/34745261 http://dx.doi.org/10.1155/2021/9987376 |
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