Yanhua Xu , Wenqing Zhu , Yang Su , Teng Ma , Yaqi Zhang , Xin Pan , Rongrong Huang , Yuhao Li , Keqiang Zuo , Sang-Bing Ong , Dachun Xu
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引用次数: 0
摘要
心肌梗塞(MI)和随之而来的心力衰竭(HF)仍然是全球发病率和死亡率的主要原因。防治心肌梗死和心力衰竭的策略之一就是能够准确预测这些疾病的发病。据报道,线粒体平衡的改变与各种心血管疾病(CVDs)的发病机制有关。在这方面,线粒体动力学紊乱导致功能失调线粒体的清除能力受损已被证实是诱发心肌缺血/心房颤动的关键因素。本研究发现,根据有丝分裂相关基因的表达水平和共识聚类,可将 MI 患者分为三组。我们利用支持向量机-递归特征消除(SVM-RFE)和随机森林确定了与有丝分裂相关的 MI 诊断 5 基因特征,预测模型的 ROC 曲线下面积(AUC)值为 0.813。此外,单细胞转录组和伪时间分析表明,缺血性心肌病患者的巨噬细胞、内皮细胞、周细胞、成纤维细胞和单核细胞中的有丝分裂分数显著上调,而从左心室解剖的梗死(ICM)和非梗死(ICMN)心肌样本中的序列组1(SQSTM1)与对照样本相比显著增加。最后,通过对心肌梗死患者外周血的分析,我们发现 SQSTM1 的表达与肌钙蛋白-T 呈正相关(P<0.05)。
Characterization of a novel mitophagy-related 5-genes signature for diagnosis of acute myocardial infarction
Myocardial infarction (MI) and the ensuing heart failure (HF) remain the main cause of morbidity and mortality worldwide. One of the strategies to combat MI and HF lies in the ability to accurately predict the onset of these disorders. Alterations in mitochondrial homeostasis have been reported to be involved in the pathogenesis of various cardiovascular diseases (CVDs). In this regard, perturbations to mitochondrial dynamics leading to impaired clearance of dysfunctional mitochondria have been previously established to be a crucial trigger for MI/HF.
In this study, we found that MI patients could be classified into three clusters based on the expression levels of mitophagy-related genes and consensus clustering. We identified a mitophagy-related diagnostic 5-genes signature for MI using support vector machines-Recursive Feature Elimination (SVM-RFE) and random forest, with the area under the ROC curve (AUC) value of the predictive model at 0.813. Additionally, the single-cell transcriptome and pseudo-time analyses showed that the mitoscore was significantly upregulated in macrophages, endothelial cells, pericytes, fibroblasts and monocytes in patients with ischemic cardiomyopathy, while sequestosome 1 (SQSTM1) exhibited remarkable increase in the infarcted (ICM) and non-infarcted (ICMN) myocardium samples dissected from the left ventricle compared with control samples. Lastly, through analysis of peripheral blood from MI patients, we found that the expression of SQSTM1 is positively correlated with troponin-T (P < 0.0001, R = 0.4195, R2 = 0.1759). Therefore, this study provides the rationale for a cell-specific mitophagy-related gene signature as an additional supporting diagnostic for CVDs.
期刊介绍:
Vascular Pharmacology publishes papers, which contains results of all aspects of biology and pharmacology of the vascular system.
Papers are encouraged in basic, translational and clinical aspects of Vascular Biology and Pharmacology, utilizing approaches ranging from molecular biology to integrative physiology. All papers are in English.
The Journal publishes review articles which include vascular aspects of thrombosis, inflammation, cell signalling, atherosclerosis, and lipid metabolism.