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Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis
BACKGROUND: N6-methyladenosine (m6A) modification has been recognized to play fundamental roles in the development of autoimmune diseases. However, the implication of m6A modification in myasthenia gravis (MG) remains largely unknown. Thus, we aimed to systematically explore the potential functions...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9983271/ https://www.ncbi.nlm.nih.gov/pubmed/36864526 http://dx.doi.org/10.1186/s12967-023-03947-5 |
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author | Li, Shuang Liu, Hui Ruan, Zhe Guo, Rongjing Sun, Chao Tang, Yonglan Huang, Xiaoxi Gao, Ting Hao, Sijia Li, Huanhuan Song, Na Su, Yue Ning, Fan Li, Zhuyi Chang, Ting |
author_facet | Li, Shuang Liu, Hui Ruan, Zhe Guo, Rongjing Sun, Chao Tang, Yonglan Huang, Xiaoxi Gao, Ting Hao, Sijia Li, Huanhuan Song, Na Su, Yue Ning, Fan Li, Zhuyi Chang, Ting |
author_sort | Li, Shuang |
collection | PubMed |
description | BACKGROUND: N6-methyladenosine (m6A) modification has been recognized to play fundamental roles in the development of autoimmune diseases. However, the implication of m6A modification in myasthenia gravis (MG) remains largely unknown. Thus, we aimed to systematically explore the potential functions and related immune characteristics of m6A regulators in MG. METHODS: The GSE85452 dataset with MG and healthy samples was downloaded from Gene Expression Omnibus (GEO) database. m6A modification regulators were manually curated. The targets of m6A regulators were obtained from m6A2Target database. The differential expressed m6A regulators in GSE85452 dataset were identified by “limma” package and were validated by RT-PCR. Function enrichment analysis of dysregulated m6A regulators was performed using “clusterProfiler” package. Correlation analysis was applied for analyzing the relationships between m6A regulators and immune characteristics. Unsupervised clustering analysis was used to identify distinct m6A modification subtypes. The differences between subtypes were analyzed, including the expression level of all genes and the enrichment degree of immune characteristics. Weighted gene co-expression network analysis (WGCNA) was conducted to obtain modules associated with m6A modification subtypes. RESULTS: We found that CBLL1, RBM15 and YTHDF1 were upregulated in MG samples of GSE85452 dataset, and the results were verified by RT-PCR in blood samples from19 MG patients and 19 controls. The targeted genes common modified by CBLL1, RBM15, and YTHDF1 were mainly enriched in histone modification and Wnt signaling pathway. Correlation analysis showed that three dysregulated m6A regulators were closely associated with immune characteristics. Among them, RBM15 possessed the strongest correlation with immune characteristics, including CD56dim natural killer cell (r = 0.77, P = 0.0023), T follicular helper cell (r = − 0.86, P = 0.0002), Interferon Receptor (r = 0.78, P = 0.0017), and HLA-DOA (r = 0.64, P = 0.0200). Further two distinct m6A modification patterns mediated by three dysregulated m6A regulators was identified. Bioinformatics analysis found that there were 3029 differentially expressed genes and different immune characteristics between two m6A modification patterns. Finally, WGCNA analysis obtained a total of 12 modules and yellow module was the most positively correlated to subtype-2. CONCLUSION: Our findings suggested that m6A RNA modification had an important effect on immunity molecular mechanism of MG and provided a new perspective into understanding the pathogenesis of MG. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-023-03947-5. |
format | Online Article Text |
id | pubmed-9983271 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-99832712023-03-04 Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis Li, Shuang Liu, Hui Ruan, Zhe Guo, Rongjing Sun, Chao Tang, Yonglan Huang, Xiaoxi Gao, Ting Hao, Sijia Li, Huanhuan Song, Na Su, Yue Ning, Fan Li, Zhuyi Chang, Ting J Transl Med Research BACKGROUND: N6-methyladenosine (m6A) modification has been recognized to play fundamental roles in the development of autoimmune diseases. However, the implication of m6A modification in myasthenia gravis (MG) remains largely unknown. Thus, we aimed to systematically explore the potential functions and related immune characteristics of m6A regulators in MG. METHODS: The GSE85452 dataset with MG and healthy samples was downloaded from Gene Expression Omnibus (GEO) database. m6A modification regulators were manually curated. The targets of m6A regulators were obtained from m6A2Target database. The differential expressed m6A regulators in GSE85452 dataset were identified by “limma” package and were validated by RT-PCR. Function enrichment analysis of dysregulated m6A regulators was performed using “clusterProfiler” package. Correlation analysis was applied for analyzing the relationships between m6A regulators and immune characteristics. Unsupervised clustering analysis was used to identify distinct m6A modification subtypes. The differences between subtypes were analyzed, including the expression level of all genes and the enrichment degree of immune characteristics. Weighted gene co-expression network analysis (WGCNA) was conducted to obtain modules associated with m6A modification subtypes. RESULTS: We found that CBLL1, RBM15 and YTHDF1 were upregulated in MG samples of GSE85452 dataset, and the results were verified by RT-PCR in blood samples from19 MG patients and 19 controls. The targeted genes common modified by CBLL1, RBM15, and YTHDF1 were mainly enriched in histone modification and Wnt signaling pathway. Correlation analysis showed that three dysregulated m6A regulators were closely associated with immune characteristics. Among them, RBM15 possessed the strongest correlation with immune characteristics, including CD56dim natural killer cell (r = 0.77, P = 0.0023), T follicular helper cell (r = − 0.86, P = 0.0002), Interferon Receptor (r = 0.78, P = 0.0017), and HLA-DOA (r = 0.64, P = 0.0200). Further two distinct m6A modification patterns mediated by three dysregulated m6A regulators was identified. Bioinformatics analysis found that there were 3029 differentially expressed genes and different immune characteristics between two m6A modification patterns. Finally, WGCNA analysis obtained a total of 12 modules and yellow module was the most positively correlated to subtype-2. CONCLUSION: Our findings suggested that m6A RNA modification had an important effect on immunity molecular mechanism of MG and provided a new perspective into understanding the pathogenesis of MG. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-023-03947-5. BioMed Central 2023-03-02 /pmc/articles/PMC9983271/ /pubmed/36864526 http://dx.doi.org/10.1186/s12967-023-03947-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Li, Shuang Liu, Hui Ruan, Zhe Guo, Rongjing Sun, Chao Tang, Yonglan Huang, Xiaoxi Gao, Ting Hao, Sijia Li, Huanhuan Song, Na Su, Yue Ning, Fan Li, Zhuyi Chang, Ting Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis |
title | Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis |
title_full | Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis |
title_fullStr | Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis |
title_full_unstemmed | Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis |
title_short | Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis |
title_sort | landscape analysis of m6a modification regulators related biological functions and immune characteristics in myasthenia gravis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9983271/ https://www.ncbi.nlm.nih.gov/pubmed/36864526 http://dx.doi.org/10.1186/s12967-023-03947-5 |
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