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线粒体代谢紊乱与免疫浸润在糖尿病心肌病中的作用:生物信息学分析的新视角。

Role of mitochondrial metabolic disorder and immune infiltration in diabetic cardiomyopathy: new insights from bioinformatics analysis.

机构信息

Department of Cardiology, the Second Affiliated Hospital of Harbin Medical University, Harbin, 150001, China.

Key Laboratory of Myocardial Ischemia, Ministry of Education, Harbin Medical University, Harbin, 150001, China.

出版信息

J Transl Med. 2023 Feb 1;21(1):66. doi: 10.1186/s12967-023-03928-8.

Abstract

BACKGROUND

Diabetic cardiomyopathy (DCM) is one of the common cardiovascular complications of diabetes and a leading cause of death in diabetic patients. Mitochondrial metabolism and immune-inflammation are key for DCM pathogenesis, but their crosstalk in DCM remains an open issue. This study explored the separate roles of mitochondrial metabolism and immune microenvironment and their crosstalk in DCM with bioinformatics.

METHODS

DCM chip data (GSE4745, GSE5606, and GSE6880) were obtained from NCBI GEO, while mitochondrial gene data were downloaded from MitoCarta3.0 database. Differentially expressed genes (DEGs) were screened by GEO2R and processed for GSEA, GO and KEGG pathway analyses. Mitochondria-related DEGs (MitoDEGs) were obtained. A PPI network was constructed, and the hub MitoDEGs closely linked to DCM or heart failure were identified with CytoHubba, MCODE and CTD scores. Transcription factors and target miRNAs of the hub MitoDEGs were predicted with Cytoscape and miRWalk database, respectively, and a regulatory network was established. The immune infiltration pattern in DCM was analyzed with ImmuCellAI, while the relationship between MitoDEGs and immune infiltration abundance was investigated using Spearman method. A rat model of DCM was established to validate the expression of hub MitoDEGs and their relationship with cardiac function.

RESULTS

MitoDEGs in DCM were significantly enriched in pathways involved in mitochondrial metabolism, immunoregulation, and collagen synthesis. Nine hub MitoDEGs closely linked to DCM or heart failure were obtained. Immune analysis revealed significantly increased infiltration of B cells while decreased infiltration of DCs in immune microenvironment of DCM. Spearman analysis demonstrated that the hub MitoDEGs were positively associated with the infiltration of pro-inflammatory immune cells, but negatively associated with the infiltration of anti-inflammatory or regulatory immune cells. In the animal experiment, 4 hub MitoDEGs (Pdk4, Hmgcs2, Decr1, and Ivd) showed an expression trend consistent with bioinformatics analysis result. Additionally, the up-regulation of Pdk4, Hmgcs2, Decr1 and the down-regulation of Ivd were distinctly linked to reduced cardiac function.

CONCLUSIONS

This study unraveled the interaction between mitochondrial metabolism and immune microenvironment in DCM, providing new insights into the research on potential pathogenesis of DCM and the exploration of novel targets for medical interventions.

摘要

背景

糖尿病心肌病(DCM)是糖尿病常见的心血管并发症之一,也是糖尿病患者死亡的主要原因。线粒体代谢和免疫炎症是 DCM 发病机制的关键,但它们在 DCM 中的相互作用仍是一个悬而未决的问题。本研究通过生物信息学方法探讨了线粒体代谢和免疫微环境及其在 DCM 中的相互作用的单独作用。

方法

从 NCBI GEO 获得 DCM 芯片数据(GSE4745、GSE5606 和 GSE6880),从 MitoCarta3.0 数据库下载线粒体基因数据。通过 GEO2R 筛选差异表达基因(DEGs),并进行 GSEA、GO 和 KEGG 通路分析。获得线粒体相关 DEGs(MitoDEGs)。构建 PPI 网络,利用 CytoHubba、MCODE 和 CTD 评分确定与 DCM 或心力衰竭密切相关的核心 MitoDEGs。利用 Cytoscape 和 miRWalk 数据库分别预测核心 MitoDEGs 的转录因子和靶 miRNAs,并建立调控网络。利用 ImmuCellAI 分析 DCM 中的免疫浸润模式,利用 Spearman 方法研究 MitoDEGs 与免疫浸润丰度的关系。建立 DCM 大鼠模型,验证核心 MitoDEGs 的表达及其与心功能的关系。

结果

DCM 中的 MitoDEGs 在涉及线粒体代谢、免疫调节和胶原合成的途径中显著富集。获得 9 个与 DCM 或心力衰竭密切相关的核心 MitoDEGs。免疫分析显示 DCM 免疫微环境中 B 细胞浸润明显增加,而 DC 浸润减少。Spearman 分析表明,核心 MitoDEGs 与促炎免疫细胞浸润呈正相关,与抗炎或调节免疫细胞浸润呈负相关。在动物实验中,4 个核心 MitoDEGs(Pdk4、Hmgcs2、Decr1 和 Ivd)的表达趋势与生物信息学分析结果一致。此外,Pdk4、Hmgcs2、Decr1 的上调和 Ivd 的下调与心功能降低明显相关。

结论

本研究揭示了线粒体代谢和 DCM 免疫微环境之间的相互作用,为 DCM 潜在发病机制的研究和医学干预新靶点的探索提供了新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2674/9893675/c6b53f8b5e85/12967_2023_3928_Fig1_HTML.jpg

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