Integrated transcriptomic and single-cell analysis reveals key immune-related genes and cellular crosstalk in the myocarditis microenvironment

Background: Myocarditis, an autoimmune disease characterized by inflammation of the heart muscle, can lead to impaired cardiac function. Understanding the cellular subpopulations within the myocarditis microenvironment is crucial for improving diagnosis and treatment strategies. Methods: We first performed differential expression analysis using bulk RNA sequencing data from myocarditis mouse models, to identify key genes and pathways. Subsequently, we integrated single-cell RNA sequencing data to explore different cell subpopulations through clustering analysis, utilizing GSEA, GSVA, and CellChat to examine their functions and interactions. Results: Differential expression analysis revealed 690 upregulated genes associated with immune regulation and inflammation, as well as pathways related to cardiovascular diseases, such as viral myocarditis and lipid metabolism. Analysis of fibroblasts indicated significant heterogeneity, including normal fibroblasts, inflammatory fibroblasts, myofibroblasts, and antigen-presenting fibroblasts. We observed a marked increase in Nfkbia + M1 macrophages during myocarditis, along with pre-exhausted Ccl5+ CD8+ cytotoxic T cells within T/NK cell subgroups, which receive antigen presentation signals from fibroblasts and macrophages. Conclusion: Our study reveals novel insights into the cellular complexity of the myocarditis microenvironment, particularly the identification of distinct fibroblast subpopulations, the role of Nfkbia + M1 macrophages in inflammation, and the pre-exhausted state of Ccl5+ CD8+ T cells. These findings not only provide a deeper understanding of the immune mechanisms underlying myocarditis but also highlight potential therapeutic targets and avenues for future research aimed at improving the diagnosis and treatment of myocarditis.

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Publication Details

Journal
European Journal of Inflammation
Published
2025-03-17
DOI
https://doi.org/10.1177/1721727x251327539
Primary Topic
Viral Infections and Immunology Research
Type
article
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article

Integrated transcriptomic and single-cell analysis reveals key immune-related genes and cellular crosstalk in the myocarditis microenvironment

Shangfei He, Yipeng Du, Yuanqing Li, Wenjie Luo et al.
European Journal of Inflammation
Viral Infections and Immunology Research
article

Integrated transcriptomic and single-cell analysis reveals key immune-related genes and cellular crosstalk in the myocarditis microenvironment

Shangfei He, Yipeng Du, Yuanqing Li, Wenjie Luo, Dunzheng Han, Pingzhen Yang, Shenrong Liu, Ruiming Liu, Wu Jun, Zheng Huang
article en

Abstract

Background: Myocarditis, an autoimmune disease characterized by inflammation of the heart muscle, can lead to impaired cardiac function. Understanding the cellular subpopulations within the myocarditis microenvironment is crucial for improving diagnosis and treatment strategies. Methods: We first performed differential expression analysis using bulk RNA sequencing data from myocarditis mouse models, to identify key genes and pathways. Subsequently, we integrated single-cell RNA sequencing data to explore different cell subpopulations through clustering analysis, utilizing GSEA, GSVA, and CellChat to examine their functions and interactions. Results: Differential expression analysis revealed 690 upregulated genes associated with immune regulation and inflammation, as well as pathways related to cardiovascular diseases, such as viral myocarditis and lipid metabolism. Analysis of fibroblasts indicated significant heterogeneity, including normal fibroblasts, inflammatory fibroblasts, myofibroblasts, and antigen-presenting fibroblasts. We observed a marked increase in Nfkbia + M1 macrophages during myocarditis, along with pre-exhausted Ccl5+ CD8+ cytotoxic T cells within T/NK cell subgroups, which receive antigen presentation signals from fibroblasts and macrophages. Conclusion: Our study reveals novel insights into the cellular complexity of the myocarditis microenvironment, particularly the identification of distinct fibroblast subpopulations, the role of Nfkbia + M1 macrophages in inflammation, and the pre-exhausted state of Ccl5+ CD8+ T cells. These findings not only provide a deeper understanding of the immune mechanisms underlying myocarditis but also highlight potential therapeutic targets and avenues for future research aimed at improving the diagnosis and treatment of myocarditis.

European Journal of InflammationVol. 23
Sun Yat-sen University (CN), Hunan University (CN), First Affiliated Hospital of Guangzhou Medical University (CN), Zhujiang Hospital (CN), The First Affiliated Hospital, Sun Yat-sen University (CN), Southern Medical University (CN), Guangzhou Medical University (CN)
Good health and well-being
Openalex Percentile: Top 92%
Viral Infections and Immunology Research
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