Wenqiang Qi, Linghua Fu, Qinghua Wu, Pingping Yang
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引用次数: 0
摘要
背景:线粒体通透性转变驱动的坏死相关基因(MPTDN-RGs)在肥厚性心肌病(HCM)中的作用尚不清楚。本研究结合转录组学和孟德尔随机化(MR)分析来探讨MPTDN-RGs与HCM的关系。方法:从Gene Expression Omnibus (GEO)数据库检索GSE36961(训练集)、GSE141910(验证集)和GSE174691(单细胞数据集)。本研究基于scRNA-seq和转录组测序(mRNA sequencing, mRNA-seq)数据结合MR,利用MPTDN-RGs对HCM基因进行鉴定。结果:基于250个模块基因重叠的51个互作基因和154个差异表达基因,将蛋白-蛋白互作(PPI)核心网络中排名前10位的基因作为候选基因。通过多种分析方法筛选出ITGB2和STAT3基因。MR结果显示ITGB2是HCM的危险因素,而STAT3是HCM的保护因素。基因集富集分析(GSEA)表明ITGB2和STAT3参与了补体和凝血级联反应。此外,ITGB2与髓源性抑制细胞和趋化因子受体的正相关性最强。单细胞分析显示STAT3在内皮细胞中高表达,而ITGB2在树突状细胞中高表达。在分化过程中,ITGB2和STAT3的表达降低,树突状细胞逐渐分化成熟,发挥免疫功能。结论:据我们所知,这是首次通过转录组学和MR分析相结合的方法鉴定HCM中与MPTDN相关的新基因。两个关键基因在HCM中起关键作用。ITGB2和STAT3作为HCM的潜在治疗靶点值得进一步研究。
Novel biomarkers related to mitochondrial permeability transition driven-necrosis in hypertrophic cardiomyopathy.
Background: The role of mitochondrial permeability transition driven necrosis-related genes (MPTDN-RGs) in hypertrophic cardiomyopathy (HCM) is unclear. This investigation combined transcriptomics and Mendelian randomization (MR) analysis to explore the association of MPTDN-RGs with HCM.
Methods: GSE36961 (training set), GSE141910 (validation set), and GSE174691 (single-cell dataset) were retrieved from Gene Expression Omnibus (GEO) database. This study is based on scRNA-seq and transcriptome sequencing (mRNA Sequencing, mRNA-seq) data combined with MR, and use MPTDN-RGs to identify genes of HCM.
Results: Based on 51 interaction genes overlapped by 250 module genes and 154 differentially expressed genes, the top 10 genes within protein-protein interaction (PPI) core network were regarded as candidate genes. ITGB2 and STAT3 were screened out as genes by multiple analysis methods. MR results revealed that ITGB2 was a risk factor, while STAT3 was a protective factor for HCM. Gene set enrichment analysis (GSEA) indicated that ITGB2 and STAT3 were involved in complement and coagulation cascade. Moreover, ITGB2 had the strongest positive and significant correlations with myeloid-derived suppressor cells and chemokine receptor. Single cell analysis showed that STAT3 was highly expressed in endothelial cells, while ITGB2 was significantly greater in dendritic cells. During the process of differentiation, the expression of ITGB2 and STAT3 were decreased, and dendritic cells gradually differentiated and matured to play a role in immune function.
Conclusion: To our knowledge, this is the first study to identify the novel genes related to MPTDN in HCM by combining transcriptomics and MR analysis. Two key genes play a critical role in HCM. ITGB2 and STAT3 deserve further investigation as potential therapeutic targets for HCM.
期刊介绍:
The official journal of the Japanese College of Cardiology is an international, English language, peer-reviewed journal publishing the latest findings in cardiovascular medicine. Journal of Cardiology (JC) aims to publish the highest-quality material covering original basic and clinical research on all aspects of cardiovascular disease. Topics covered include ischemic heart disease, cardiomyopathy, valvular heart disease, vascular disease, hypertension, arrhythmia, congenital heart disease, pharmacological and non-pharmacological treatment, new diagnostic techniques, and cardiovascular imaging. JC also publishes a selection of review articles, clinical trials, short communications, and important messages and letters to the editor.