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清热活血方治疗动脉粥样硬化的机制:生物信息学、机器学习和实验验证的综合方法。

Mechanisms of QingRe HuoXue Formula in atherosclerosis Treatment: An integrated approach using Bioinformatics, Machine Learning, and experimental validation.

机构信息

Department of Cardiology, Shunde Hospital of Guangzhou University of Chinese Medicine, Foshan, China; First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China.

First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China.

出版信息

Int Immunopharmacol. 2024 Nov 15;141:112890. doi: 10.1016/j.intimp.2024.112890. Epub 2024 Aug 12.

Abstract

BACKGROUND

Atherosclerosis (AS) is the main cause of coronary heart disease, cerebral infarction, and peripheral vascular disease. QingRe HuoXue Formula (QRHXF), a common prescription of traditional Chinese medicine, has a definite effect on the clinical treatment of AS, but its mechanism remains to be further explored.

PURPOSE

The current study aimed to demonstrate the effectiveness of the QRHXF in the treatment of AS and further reveal its potential pharmacological mechanisms.

METHODS

Explore the potential mechanisms of QRHXF in treating AS through network pharmacology, machine learning, transcriptome analysis, and molecular docking, then validate them through animal experiments and PCR experiments.

RESULTS

The results indicate that through network pharmacology and machine learning methods, 10 genes including COL1A1 and CCR7 have been identified as potential candidate genes for QRHXF treatment of atherosclerosis. Molecular docking indicates that the key active compounds of QRHXF have good binding affinity with the predicted genes. Two key genes, COL1A1 and CCR7, were identified through transcriptome sequencing analysis of the aortic tissue of APOE mice in the AS model. Finally, the animal and PCR experiment found that QRHXF can effectively reduce the formation of aortic plaques in APOE mice of the AS model, lower blood lipid levels in mice, and upregulate the mRNA expression level of COL1A1, promoting the formation of fibrosis within plaques.

CONCLUSIONS

We revealed the inflammatory and immune pathways underlying QRHXF treatment for AS, and verified through transcriptome sequencing and experiments that QRHXF can promote the expression of COL1A1, thereby increasing the stability of AS plaques.

摘要

背景

动脉粥样硬化(AS)是冠心病、脑梗死和外周血管疾病的主要病因。清热活血方(QRHXF)是一种常用的中药方剂,对 AS 的临床治疗有确切疗效,但作用机制尚待进一步探讨。

目的

本研究旨在展示 QRHXF 治疗 AS 的有效性,并进一步揭示其潜在的药理机制。

方法

通过网络药理学、机器学习、转录组分析和分子对接探讨 QRHXF 治疗 AS 的潜在机制,然后通过动物实验和 PCR 实验进行验证。

结果

结果表明,通过网络药理学和机器学习方法,确定了 10 个基因(包括 COL1A1 和 CCR7)可能是 QRHXF 治疗动脉粥样硬化的潜在候选基因。分子对接表明,QRHXF 的关键活性化合物与预测基因具有良好的结合亲和力。通过 AS 模型 APOE 小鼠的主动脉组织转录组测序分析,确定了两个关键基因 COL1A1 和 CCR7。最后,动物和 PCR 实验发现,QRHXF 可有效减少 AS 模型 APOE 小鼠主动脉斑块的形成,降低小鼠血脂水平,并上调 COL1A1 的 mRNA 表达水平,促进斑块内纤维化的形成。

结论

我们揭示了 QRHXF 治疗 AS 的炎症和免疫途径,并通过转录组测序和实验验证了 QRHXF 可以促进 COL1A1 的表达,从而增加 AS 斑块的稳定性。

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