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基于网络药理学的钠-葡萄糖共转运蛋白 2 抑制剂治疗糖尿病和心力衰竭的药理机制的生物信息学研究。

A Bioinformatics Investigation into the Pharmacological Mechanisms of Sodium-Glucose Co-transporter 2 Inhibitors in Diabetes Mellitus and Heart Failure Based on Network Pharmacology.

机构信息

Guangdong Provincial People's Hospital, School of Biology and Biological Engineering, South China University of Technology, Guangzhou, China.

Department of Cardiology, Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China.

出版信息

Cardiovasc Drugs Ther. 2022 Aug;36(4):713-726. doi: 10.1007/s10557-021-07186-y. Epub 2021 May 24.

DOI:10.1007/s10557-021-07186-y
PMID:34028657
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9270285/
Abstract

PURPOSE

Diabetes mellitus (DM) is a major risk factor for the development of heart failure (HF). Sodium-glucose co-transporter 2 (SGLT2) inhibitors have demonstrated consistent benefits in the reduction of hospitalization for HF in patients with DM. However, the pharmacological mechanism is not clear. To investigate the mechanisms of SGLT2 inhibitors in DM with HF, we performed target prediction and network analysis by a network pharmacology method.

METHODS

We selected targets of SGLT2 inhibitors and DM status with HF from databases and studies. The "Drug-Target" and "Drug-Target-Disease" networks were constructed using Cytoscape. Then the protein-protein interaction (PPI) was analyzed using the STRING database. Gene Ontology (GO) biological functions and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were performed to investigate using the Bioconductor tool for analysis.

RESULTS

There were 125 effective targets between SGLT2 inhibitors and DM status with HF. Through further screening, 33 core targets were obtained, including SRC, MAPK1, NARS, MAPK3 and EGFR. It was predicted that the Rap1 signaling pathway, MAPK signaling pathway, EGFR tyrosine kinase inhibitor resistance, AGE-RAGE signaling pathway in diabetic complications and other signaling pathways were involved in the treatment of DM with HF by SGLT2 inhibitors.

CONCLUSION

Our study elucidated the possible mechanisms of SGLT2 inhibitors from a systemic and holistic perspective based on pharmacological networks. The key targets and pathways will provide new insights for further research on the pharmacological mechanism of SGLT2 inhibitors in the treatment of DM with HF.

摘要

目的

糖尿病(DM)是心力衰竭(HF)发展的主要危险因素。钠-葡萄糖共转运蛋白 2(SGLT2)抑制剂已证明可一致降低 DM 患者因 HF 住院的风险。然而,其药理学机制尚不清楚。为了研究 SGLT2 抑制剂在 DM 合并 HF 中的作用机制,我们采用网络药理学方法进行了靶标预测和网络分析。

方法

我们从数据库和研究中选择 SGLT2 抑制剂和 DM 合并 HF 的靶标。使用 Cytoscape 构建“药物-靶标”和“药物-靶标-疾病”网络。然后使用 STRING 数据库分析蛋白质-蛋白质相互作用(PPI)。使用 Bioconductor 工具进行基因本体(GO)生物学功能和京都基因与基因组百科全书(KEGG)通路分析。

结果

SGLT2 抑制剂和 DM 合并 HF 之间有 125 个有效靶标。进一步筛选后,得到 33 个核心靶标,包括 SRC、MAPK1、NARS、MAPK3 和 EGFR。预测 SGLT2 抑制剂治疗 DM 合并 HF 可能涉及 Rap1 信号通路、MAPK 信号通路、EGFR 酪氨酸激酶抑制剂耐药性、糖尿病并发症的 AGE-RAGE 信号通路等信号通路。

结论

本研究从系统和整体的角度基于药理学网络阐明了 SGLT2 抑制剂的可能作用机制。关键靶标和通路将为进一步研究 SGLT2 抑制剂治疗 DM 合并 HF 的药理学机制提供新的思路。

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