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基于“药物-靶点-通路”异质网络的通路指纹相似性对天然产物药理机制的研究

Investigation of pharmacological mechanism of natural product using pathway fingerprints similarity based on "drug-target-pathway" heterogenous network.

作者信息

Guo Feifei, Jiang Chunhong, Xi Yujie, Wang Dan, Zhang Yi, Xie Ning, Guan Yi, Zhang Fangbo, Yang Hongjun

机构信息

Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing, China.

Joint Institute of Virology (Shantou University and The University of Hong Kong), Shantou University Medical College, Shantou, China.

出版信息

J Cheminform. 2021 Sep 20;13(1):68. doi: 10.1186/s13321-021-00549-5.

Abstract

Natural products from traditional medicine inherit bioactivity from their source herbs. However, the pharmacological mechanism of natural products is often unclear and studied insufficiently. Pathway fingerprint similarity based on "drug-target-pathway" heterogeneous network provides new insight into Mechanism of Action (MoA) for natural products compared with reference drugs, which are selected approved drugs with similar bioactivity. Natural products with similar pathway fingerprints may have similar MoA to approved drugs. In our study, XYPI, an andrographolide derivative, had similar anti-inflammatory activity to Glucocorticoids (GCs) and non-steroidal anti-inflammatory drugs (NSAIDs), and GCs and NSAIDs have completely different MoA. Based on similarity evaluation, XYPI has similar pathway fingerprints as NSAIDs, but has similar target profile with GCs. The expression pattern of genes in LPS-activated macrophages after XYPI treatment is similar to that after NSAID but not GC treatment, and this experimental result is consistent with the computational prediction based on pathway fingerprints. These results imply that the pathway fingerprints of drugs have potential for drug similarity evaluation. This study used XYPI as an example to propose a new approach for investigating the pharmacological mechanism of natural products using pathway fingerprint similarity based on a "drug-target-pathway" heterogeneous network.

摘要

传统医学中的天然产物继承了其来源草药的生物活性。然而,天然产物的药理机制往往不明确且研究不足。与参考药物相比,基于“药物-靶点-通路”异质网络的通路指纹相似性为天然产物的作用机制(MoA)提供了新的见解,参考药物是选择具有相似生物活性的已批准药物。具有相似通路指纹的天然产物可能与已批准药物具有相似的作用机制。在我们的研究中,穿心莲内酯衍生物XYPI具有与糖皮质激素(GCs)和非甾体抗炎药(NSAIDs)相似的抗炎活性,而GCs和NSAIDs具有完全不同的作用机制。基于相似性评估,XYPI具有与NSAIDs相似的通路指纹,但与GCs具有相似的靶点谱。XYPI处理后LPS激活的巨噬细胞中基因的表达模式与NSAIDs处理后相似,但与GCs处理后不同,这一实验结果与基于通路指纹的计算预测一致。这些结果表明,药物的通路指纹具有药物相似性评估的潜力。本研究以XYPI为例,提出了一种基于“药物-靶点-通路”异质网络利用通路指纹相似性研究天然产物药理机制的新方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/77a7/8454151/37ddc63f8a21/13321_2021_549_Fig1_HTML.jpg

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