Yang Hanning, Sun Yue, Li Shumin, Tang Yueyue, Wang Yuxue, Li Yunyan, Lu Yongping
Department of Ultrasound, The Affiliated Hospital of Yunnan University, Kunming, Yunnan, China.
Front Cardiovasc Med. 2025 May 13;12:1526151. doi: 10.3389/fcvm.2025.1526151. eCollection 2025.
This study aims to elucidate the interactions between genes associated with mitochondrial structure and function and the immune microenvironment in atherosclerosis.
Differentially expressed mitochondria-related genes (DE-MRGs) were identified through the analysis of two gene expression datasets, GSE100927 and GSE159677, in conjunction with a list of mitochondria-related genes sourced from the MitoCarta3.0 database. The immune profile of infiltrating immune cells in atherosclerotic carotid artery (CA) patients compared to controls (CTLs) was assessed using CIBERSORT. Potential target genes were screened based on Spearman correlation analysis between specific DE-MRGs and differentially expressed immune cells. Furthermore, the correlation between characterized DE-MRGs and immune cells in AS was examined at the single-cell level, and the expression of key genes was validated .
Our study identified a robust association between four key genes-C15orf48, UCP2, PPIF, and MGST1-among 15 DE-MRGs, and immune macrophage polarization. These genes exhibited alterations corresponding to the degree of macrophage differentiation in AS. Additionally, Gene Set Enrichment Analysis (GSEA) revealed that C15orf48, UCP2, PPIF, and MGST1 modulate multiple immune pathways within the body. The mRNA expression levels of these four key genes in AS were confirmed via quantitative real-time PCR (qRT-PCR), with results aligning with bioinformatics predictions. Compared to the control group, the expression levels of C15orf48, UCP2, and PPIF were significantly elevated in AS macrophages, whereas MGST1 expression was notably reduced in AS macrophages. Consequently, these mitochondria-related genes-C15orf48, UCP2, PPIF, and MGST1-may influence the immune microenvironment in AS by modulating macrophage differentiation.
C15orf48, UCP2, PPIF, and MGST1 may serve as potential therapeutic targets for enhancing the atherosclerotic immune microenvironment in future interventions.
本研究旨在阐明与线粒体结构和功能相关的基因与动脉粥样硬化免疫微环境之间的相互作用。
通过分析两个基因表达数据集GSE100927和GSE159677,并结合来自MitoCarta3.0数据库的线粒体相关基因列表,鉴定差异表达的线粒体相关基因(DE-MRG)。使用CIBERSORT评估动脉粥样硬化颈动脉(CA)患者与对照组(CTL)相比浸润免疫细胞的免疫谱。基于特定DE-MRG与差异表达免疫细胞之间的Spearman相关性分析筛选潜在靶基因。此外,在单细胞水平上研究了动脉粥样硬化中特征性DE-MRG与免疫细胞之间的相关性,并验证了关键基因的表达。
我们的研究在15个DE-MRG中确定了四个关键基因C15orf48、UCP2、PPIF和MGST1与免疫巨噬细胞极化之间存在密切关联。这些基因表现出与动脉粥样硬化中巨噬细胞分化程度相对应的变化。此外,基因集富集分析(GSEA)表明,C15orf48、UCP2、PPIF和MGST1调节体内多种免疫途径。通过定量实时PCR(qRT-PCR)证实了这四个关键基因在动脉粥样硬化中的mRNA表达水平,结果与生物信息学预测一致。与对照组相比,C15orf48、UCP2和PPIF在动脉粥样硬化巨噬细胞中的表达水平显著升高,而MGST1在动脉粥样硬化巨噬细胞中的表达明显降低。因此,这些线粒体相关基因C15orf48、UCP2、PPIF和MGST1可能通过调节巨噬细胞分化来影响动脉粥样硬化中的免疫微环境。
C15orf48、UCP2、PPIF和MGST1可能作为未来干预中增强动脉粥样硬化免疫微环境的潜在治疗靶点。