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加权基因共表达网络分析和单细胞序列分析揭示了心肌缺血再灌注损伤中巨噬细胞的免疫景观,并揭示了坏死性凋亡的关键基因。

Weighted gene co-expression network analysis and single-cell sequence analysis uncover immune landscape and reveal hub genes of necroptosis in macrophages in myocardial ischaemia-reperfusion injury.

机构信息

960th Hospital of the Joint Logistic Support Force, China.

960th Hospital of the Joint Logistic Support Force, China.

出版信息

Int Immunopharmacol. 2024 Oct 25;140:112761. doi: 10.1016/j.intimp.2024.112761. Epub 2024 Jul 30.

Abstract

Myocardial ischaemia-reperfusion injury (MIRI) caused by the treatment of acute myocardial infarction (AMI) is the primary cause of severe ventricular remodelling, heart failure (HF), and high mortality. In recent studies, research on the role of necroptosis in MIRI has focused on cardiomyocytes, but new biomarkers and immunocyte mechanisms of necroptosis are rarely studied. In the present study, weighted gene co-expression network analysis (WGCNA) algorithms were used to establish a weighted gene co-expression network, and Casp1, Hpse, Myd88, Ripk1, and Tpm3 were identified as biological markers of necroptosis using least absolute shrinkage, selection operator (LASSO) regression and support vector machine (SVM) feature selection algorithms. The role and discriminatory power of these five genes in MIRI had never been studied. Single-cell and cell-talk analyses showed that hub genes of necroptosis were focused on macrophages, which mediate the functions of monocytes, fibroblasts, haematopoietic stem cells, and cardiomyocytes, primarily through the TNF/TNFRSF1A interaction. The polarisation and functional activation of macrophages were affected by the MIF signalling network (MIF CD74/CXCR4 and MIF CD74/CD44) of other cells. The results of the immune infiltration assay showed that the five genes involved in necroptosis were significantly related to the infiltration and functional activity of M2 macrophages. TWS-119 is predicted to be a molecular drug that targets key MIRI genes. A mouse model was established to confirm the expression of five hub genes, and ventricular remodelling increased with time after ischaemia-reperfusion injury (IRI). Therefore, Casp1, Hpse, Myd88, Ripk1, and Tpm3 may be key genes regulating necroptosis and polarisation in macrophages, and causing ventricular remodelling.

摘要

心肌缺血再灌注损伤(MIRI)是急性心肌梗死(AMI)治疗的主要原因,可导致严重的心室重构、心力衰竭(HF)和高死亡率。在最近的研究中,坏死性凋亡在 MIRI 中的作用研究集中在心肌细胞上,但很少研究新的生物标志物和免疫细胞坏死性凋亡机制。本研究采用加权基因共表达网络分析(WGCNA)算法构建加权基因共表达网络,利用最小绝对收缩和选择算子(LASSO)回归和支持向量机(SVM)特征选择算法,鉴定 Casp1、Hpse、Myd88、Ripk1 和 Tpm3 为坏死性凋亡的生物标志物。这五个基因在 MIRI 中的作用和鉴别力从未被研究过。单细胞和细胞通讯分析表明,坏死性凋亡的枢纽基因集中在巨噬细胞上,巨噬细胞通过 TNF/TNFRSF1A 相互作用介导单核细胞、成纤维细胞、造血干细胞和心肌细胞的功能。其他细胞的 MIF 信号网络(MIF CD74/CXCR4 和 MIF CD74/CD44)影响巨噬细胞的极化和功能激活。免疫浸润分析的结果表明,参与坏死性凋亡的五个基因与 M2 巨噬细胞的浸润和功能活性显著相关。TWS-119 被预测为一种针对关键 MIRI 基因的分子药物。建立了小鼠模型以验证五个枢纽基因的表达,并且缺血再灌注损伤(IRI)后时间的延长导致心室重构增加。因此,Casp1、Hpse、Myd88、Ripk1 和 Tpm3 可能是调节巨噬细胞中坏死性凋亡和极化以及导致心室重构的关键基因。

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