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Landscape analysis of m6A modification regulators related biological functions and immune characteristics in
Shuang Li1, Hui Liu1,2, Zhe Ruan1
1Department of Neurology, Tangdu Hospital, The Fourth Military Medical University, Xi'an, 710038, Shaanxi, China.
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.
Insights
N6-methyladenosine (m6A) RNA modification plays a key role in myasthenia gravis (MG) pathogenesis. This study identified specific m6A regulators and their association with immune characteristics, offering new insights into MG
Area of Science:
- Molecular Biology
- Immunology
- Genetics
Background:
- N6-methyladenosine (m6A) modification is crucial in autoimmune disease development.
- The role of m6A modification in myasthenia gravis (MG) is not well understood.
- This study investigates m6A regulators' function and immune links in MG.
Purpose of the Study:
- To explore the potential functions of m6A regulators in myasthenia gravis (MG).
- To investigate the relationship between m6A regulators and immune characteristics in MG.
- To identify distinct m6A modification patterns and their implications in MG.
Main Methods:
- Analysis of Gene Expression Omnibus (GEO) dataset (GSE85452) for MG and healthy samples.
- Identification and validation of differentially expressed m6A regulators using bioinformatics and RT-PCR.
- Functional enrichment, correlation, unsupervised clustering, and WGCNA analyses to explore m6A regulator roles and immune associations.
Main Results:
- CBLL1, RBM15, and YTHDF1 were upregulated in MG samples and validated by RT-PCR.
- Target genes of these regulators are enriched in histone modification and Wnt signaling pathways.
- RBM15 showed the strongest correlation with immune characteristics like natural killer cells and T follicular helper cells; two distinct m6A modification patterns were identified.
Conclusions:
- m6A RNA modification significantly impacts the immune molecular mechanisms of MG.
- The findings provide a novel perspective for understanding MG pathogenesis.
- Dysregulated m6A regulators and their associated immune patterns are critical in MG.
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