通过枢纽基因和免疫微环境的综合景观揭示动脉粥样硬化中的免疫代谢相互作用。

IF 0.7 4区 医学 Q4 CARDIAC & CARDIOVASCULAR SYSTEMS
Fang Liu, Tao Li, Xiuwen Liu, Demeng Qin
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引用次数: 0

摘要

目的:动脉粥样硬化(AS)作为心血管疾病的主要病因,被认为是一种慢性炎症性疾病,并通过炎症、脂质代谢紊乱等机制加速。AS的发病机制及其与免疫调节和代谢相互作用的关系仍未完全阐明。本研究旨在探讨AS线粒体代谢与免疫的相关性,寻找临床治疗的潜在靶点。方法:基于两个基因表达数据集(GSE100927和GSE43292),通过差异表达基因(DEGs)分析和加权基因共表达网络分析(WGCNA),鉴定与线粒体代谢和AS发病相关的Hub基因。并通过基因本体(GO)和基因集富集分析(GSEA)分析确定了DEGs的生物学过程和途径。然后采用逐步回归、随机森林和Lasso回归机器学习来评估枢纽基因的诊断价值。之后,对免疫浸润和单细胞测序数据集GSE184073进行分析,并采用Mass Cytometry检测AS患者外周血中的免疫细胞组成,进一步考虑免疫调节的影响。结果:共鉴定出10个与线粒体代谢和AS发病相关的枢纽基因,包括NDUFS4、AIFM3、IDUA、TNF、CHKA、SLC11A1、SLC35C1、SLC37A2、ARSB、SLC16A5。GO和GSEA分析显示其与免疫和炎症相关。Lasso回归显示TNF和ARSB具有较好的诊断效果。进一步探讨这些枢纽基因在免疫微环境中的表达及其与不同免疫因子的相关性。流式细胞术证实血管免疫微环境对AS发病机制的影响。结论:我们的研究更全面地了解了免疫和代谢因素之间的复杂关系及其对AS微环境的影响。中枢基因在AS中的鉴定可能为治疗干预提供新的靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Unveiling immune-metabolic interaction in Atherosclerosis via Comprehensive Landscape of Hub Genes and Immune Microenvironment.

Objective: Atherosclerosis (AS) as a major cause of cardiovascular diseases, is considered a chronic inflammatory disease and accelerates by inflammation, lipid metabolism disorder and other mechanisms. AS pathogenesis and its relationship with immune regulation and metabolic interactions is still not fully elucidated. The purpose of this study is to delve into the correlation between mitochondrial metabolism and immunity in AS, and identify potential therapeutic targets for clinical treatment.

Methods: Hub genes associated with mitochondrial metabolism and the pathogenesis of AS were identified by performing differentially expressed genes (DEGs) analysis and Weighted Gene Co-expression Network Analysis (WGCNA) based on two gene expression datasets (GSE100927 and GSE43292). And the biological processes and pathways of DEGs were determined through gene ontology (GO) and Gene Set Enrichment Analysis (GSEA) analysis. Then stepwise regression, random forest, and Lasso regression machine learning were used to evaluate the diagnostic value of hub genes. After that, the immune infiltration and single cell sequencing dataset GSE184073 were analyzed, and the immune cell composition in peripheral blood from AS patients using Mass Cytometry were detected to further consider the influence of immunoregulation.

Results: Ten hub genes associated with mitochondrial metabolism and AS pathogenesis were identified, including NDUFS4, AIFM3, IDUA, TNF, CHKA, SLC11A1, SLC35C1, SLC37A2, ARSB, SLC16A5. GO and GSEA analysis showed their correlation with immunity and inflammation. Lasso regression revealed that TNF and ARSB had relatively good diagnostic performance. Further exploration was conducted on the expression of these hub genes in the immune microenvironment and their correlation with different immune factors. Mass cytometry demonstrated the influence of the vascular immune microenvironment on the pathogenesis of AS.

Conclusions: Our study provides a more comprehensive understanding of the complex relationships between immune and metabolic factors and their impact on the microenvironment of AS. The identification of hub genes in AS may provide new targets for therapeutic intervention.

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来源期刊
Heart Surgery Forum
Heart Surgery Forum 医学-外科
CiteScore
1.20
自引率
16.70%
发文量
130
审稿时长
6-12 weeks
期刊介绍: The Heart Surgery Forum® is an international peer-reviewed, open access journal seeking original investigative and clinical work on any subject germane to the science or practice of modern cardiac care. The HSF publishes original scientific reports, collective reviews, case reports, editorials, and letters to the editor. New manuscripts are reviewed by reviewers for originality, content, relevancy and adherence to scientific principles in a double-blind process. The HSF features a streamlined submission and peer review process with an anticipated completion time of 30 to 60 days from the date of receipt of the original manuscript. Authors are encouraged to submit full color images and video that will be included in the web version of the journal at no charge.
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