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基于生物信息学和系统生物学探索缺血性心肌病与 COVID-19 合并症的潜在生物标志物和分子机制。

Exploring Potential Biomarkers and Molecular Mechanisms of Ischemic Cardiomyopathy and COVID-19 Comorbidity Based on Bioinformatics and Systems Biology.

机构信息

School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China.

College of Traditional Chinese Medicine, Hainan Medical University, Haikou 571199, China.

出版信息

Int J Mol Sci. 2023 Mar 30;24(7):6511. doi: 10.3390/ijms24076511.

Abstract

Cardiovascular complications combined with COVID-19 (SARS-CoV-2) lead to a poor prognosis in patients. The common pathogenesis of ischemic cardiomyopathy (ICM) and COVID-19 is still unclear. Here, we explored potential molecular mechanisms and biomarkers for ICM and COVID-19. Common differentially expressed genes (DEGs) of ICM (GSE5406) and COVID-19 (GSE164805) were identified using GEO2R. We performed enrichment and protein-protein interaction analyses and screened key genes. To confirm the diagnostic performance for these hub genes, we used external datasets (GSE116250 and GSE211979) and plotted ROC curves. Transcription factor and microRNA regulatory networks were constructed for the validated hub genes. Finally, drug prediction and molecular docking validation were performed using cMAP. We identified 81 common DEGs, many of which were enriched in terms of their relation to angiogenesis. Three DEGs were identified as key hub genes (, , and ) in the protein-protein interaction analysis. These hub genes had high diagnostic performance in the four datasets (AUC > 0.7). Mir-16-5p and KLF9 transcription factor co-regulated these hub genes. The drugs vindesine and ON-01910 showed good binding performance to the hub genes. We identified , , and as markers for the co-pathogenesis of ICM and COVID-19, and showed that co-pathogenesis of ICM and COVID-19 may be related to angiogenesis. Vindesine and ON-01910 were predicted as potential therapeutic agents. Our findings will contribute to a deeper understanding of the comorbidity of ICM with COVID-19.

摘要

心血管并发症合并 COVID-19(SARS-CoV-2)可导致患者预后不良。缺血性心肌病(ICM)和 COVID-19 的共同发病机制尚不清楚。在这里,我们探讨了 ICM 和 COVID-19 的潜在分子机制和生物标志物。使用 GEO2R 鉴定了 ICM(GSE5406)和 COVID-19(GSE164805)的常见差异表达基因(DEG)。我们进行了富集和蛋白质-蛋白质相互作用分析,并筛选了关键基因。为了验证这些关键基因的诊断性能,我们使用了外部数据集(GSE116250 和 GSE211979)并绘制了 ROC 曲线。为验证的关键基因构建了转录因子和 microRNA 调控网络。最后,使用 cMAP 进行药物预测和分子对接验证。我们鉴定了 81 个常见的 DEG,其中许多与血管生成有关。在蛋白质-蛋白质相互作用分析中,确定了 3 个 DEG 作为关键枢纽基因(、和)。这些枢纽基因在四个数据集(AUC > 0.7)中具有较高的诊断性能。Mir-16-5p 和 KLF9 转录因子共同调控这些枢纽基因。药物长春碱和 ON-01910 对枢纽基因表现出良好的结合性能。我们鉴定了、和作为 ICM 与 COVID-19 共发病的标志物,并表明 ICM 与 COVID-19 的共发病可能与血管生成有关。长春碱和 ON-01910 被预测为潜在的治疗药物。我们的研究结果将有助于更深入地了解 ICM 与 COVID-19 的合并症。

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