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m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease

BACKGROUND: Although the roles of m6A modification in the immune responses to human diseases have been increasingly revealed, their roles in immune microenvironment regulation in coronary heart disease (CHD) are poorly understood. METHODS: The GSE20680 and GSE20681 datasets related to CHD were acqui...

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Autores principales: Li, Zhaoshui, Song, Yanjie, Wang, Meng, Shen, Ruxin, Qin, Kun, Zhang, Yu, Jiang, Ting, Chi, Yifan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9453453/
https://www.ncbi.nlm.nih.gov/pubmed/36093132
http://dx.doi.org/10.3389/fcvm.2022.905737
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author Li, Zhaoshui
Song, Yanjie
Wang, Meng
Shen, Ruxin
Qin, Kun
Zhang, Yu
Jiang, Ting
Chi, Yifan
author_facet Li, Zhaoshui
Song, Yanjie
Wang, Meng
Shen, Ruxin
Qin, Kun
Zhang, Yu
Jiang, Ting
Chi, Yifan
author_sort Li, Zhaoshui
collection PubMed
description BACKGROUND: Although the roles of m6A modification in the immune responses to human diseases have been increasingly revealed, their roles in immune microenvironment regulation in coronary heart disease (CHD) are poorly understood. METHODS: The GSE20680 and GSE20681 datasets related to CHD were acquired from the Gene Expression Omnibus (GEO) database. A total of 30 m6A regulators were used to perform LASSO regression to identify the significant genes involved in CHD. Unsupervised clustering analysis was conducted using the m6A regulators to distinguish the m6A RNA methylation patterns in patients with CHD. The differentially expressed genes (DEGs) and biological characteristics, including GO and KEGG enrichment results, were assessed for the different m6A patterns to analyse the impacts of m6A regulators on CHD. Hub genes were identified, and subsequent microRNAs-mRNAs (miRNAs–mRNAs) and mRNAs-transcriptional factors (mRNA-TFs) interaction networks were constructed by the protein and protein interaction (PPI) network method using Cytoscape software. The infiltrating proportion of immune cells was assessed by ssGSEA and the CIBERSORT algorithm. Quantitative real-time PCR (qRT-PCR) was performed to detect the expression of the significant m6A regulators and hub genes. RESULTS: Four of 30 m6A regulators (HNRNPC, YTHDC2, YTHDF3, and ZC3H13) were identified to be significant in the development of CHD. Two m6A RNA methylation clusters were distinguished by unsupervised clustering analysis based on the expression of the 30 m6A regulators. A total of 491 genes were identified as DEGs between the two clusters. A PPI network including 308 mRNAs corresponding to proteins was constructed, and 30 genes were identified as hub genes that were enriched in the bioprocesses of peptide cross-linking, keratinocyte differentiation. Twenty-seven hub genes were found to be related to miRNAs, and seven hub genes were found to be related to TFs. Moreover, among the 30 hub genes, eight genes were found to be upregulated in CHD, and three were found to be downregulated in CHD compared to the normal people. The high m6A modification pattern was associated with a higher infiltrated abundance of immune cells. CONCLUSION: Our findings demonstrated that m6A modification plays crucial roles in the diversity and complexity of the immune microenvironment in CHD.
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spelling pubmed-94534532022-09-09 m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease Li, Zhaoshui Song, Yanjie Wang, Meng Shen, Ruxin Qin, Kun Zhang, Yu Jiang, Ting Chi, Yifan Front Cardiovasc Med Cardiovascular Medicine BACKGROUND: Although the roles of m6A modification in the immune responses to human diseases have been increasingly revealed, their roles in immune microenvironment regulation in coronary heart disease (CHD) are poorly understood. METHODS: The GSE20680 and GSE20681 datasets related to CHD were acquired from the Gene Expression Omnibus (GEO) database. A total of 30 m6A regulators were used to perform LASSO regression to identify the significant genes involved in CHD. Unsupervised clustering analysis was conducted using the m6A regulators to distinguish the m6A RNA methylation patterns in patients with CHD. The differentially expressed genes (DEGs) and biological characteristics, including GO and KEGG enrichment results, were assessed for the different m6A patterns to analyse the impacts of m6A regulators on CHD. Hub genes were identified, and subsequent microRNAs-mRNAs (miRNAs–mRNAs) and mRNAs-transcriptional factors (mRNA-TFs) interaction networks were constructed by the protein and protein interaction (PPI) network method using Cytoscape software. The infiltrating proportion of immune cells was assessed by ssGSEA and the CIBERSORT algorithm. Quantitative real-time PCR (qRT-PCR) was performed to detect the expression of the significant m6A regulators and hub genes. RESULTS: Four of 30 m6A regulators (HNRNPC, YTHDC2, YTHDF3, and ZC3H13) were identified to be significant in the development of CHD. Two m6A RNA methylation clusters were distinguished by unsupervised clustering analysis based on the expression of the 30 m6A regulators. A total of 491 genes were identified as DEGs between the two clusters. A PPI network including 308 mRNAs corresponding to proteins was constructed, and 30 genes were identified as hub genes that were enriched in the bioprocesses of peptide cross-linking, keratinocyte differentiation. Twenty-seven hub genes were found to be related to miRNAs, and seven hub genes were found to be related to TFs. Moreover, among the 30 hub genes, eight genes were found to be upregulated in CHD, and three were found to be downregulated in CHD compared to the normal people. The high m6A modification pattern was associated with a higher infiltrated abundance of immune cells. CONCLUSION: Our findings demonstrated that m6A modification plays crucial roles in the diversity and complexity of the immune microenvironment in CHD. Frontiers Media S.A. 2022-08-25 /pmc/articles/PMC9453453/ /pubmed/36093132 http://dx.doi.org/10.3389/fcvm.2022.905737 Text en Copyright © 2022 Li, Song, Wang, Shen, Qin, Zhang, Jiang and Chi. 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 Cardiovascular Medicine
Li, Zhaoshui
Song, Yanjie
Wang, Meng
Shen, Ruxin
Qin, Kun
Zhang, Yu
Jiang, Ting
Chi, Yifan
m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease
title m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease
title_full m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease
title_fullStr m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease
title_full_unstemmed m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease
title_short m6A regulator-mediated RNA methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease
title_sort m6a regulator-mediated rna methylation modification patterns are involved in immune microenvironment regulation of coronary heart disease
topic Cardiovascular Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9453453/
https://www.ncbi.nlm.nih.gov/pubmed/36093132
http://dx.doi.org/10.3389/fcvm.2022.905737
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