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基于网络药理学、机器学习、分子动力学和动物实验解析口强洁方治疗糖尿病性牙周炎的药理潜力

Deciphering the Pharmacological Potential of Kouqiangjie Formula for the Treatment of Diabetic Periodontitis Based on Network Pharmacology, Machine Learning, Molecular Dynamics, and Animal Experiments.

作者信息

Wu Yeke, Li Jiawei, Liu Min, Gao Ranran, Li Huijing, Xie Yunfei, Hu Qiongying, Wei Jing, Zhao Lixing, Li Li

机构信息

Department of Stomatology, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, People's Republic of China.

School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, 610072, People's Republic of China.

出版信息

Drug Des Devel Ther. 2025 Mar 20;19:2103-2129. doi: 10.2147/DDDT.S494066. eCollection 2025.

Abstract

BACKGROUND

Periodontitis (PD) and type 2 diabetes mellitus (T2DM) represent interlinked global health burdens, commonly causing significant clinical complications when coincident. Therefore, managing both conditions (T2DM with periodontitis, DP) simultaneously poses considerable challenges, necessitating novel therapeutic strategies. KQJF has been clinically proven to treat DP with good efficacy, but its pharmacological substances and targets are not clear and urgently need to be clarified.

AIM

To define the potential active components and targets of KQJF for the treatment of DP.

MATERIALS AND METHODS

The investigation commenced with the application of UPLC-Q-TOF/MS analysis to delineate the active constituents of KQJF and their associated targets in addressing DP. Additionally, the research incorporated subsequent methodologies such as machine learning, network pharmacology, molecular docking, molecular dynamics simulations, and a DP rat model was established and validated by in vivo experiments using H&E staining, immunohistochemistry, quantitative real-time PCR, and Western blot.

RESULTS

KQJF was found to contain 49 prototype compounds and 121 metabolites with potential activity against PD and T2DM. Network pharmacology revealed 66 overlapping genes between the pharmacological targets of KQJF and known targets of PD and T2DM. Further exploration through PPI network and enrichment analyses illuminated the involvement of multi-target and multi-pathway mechanisms. Molecular docking and dynamics simulations confirmed the robust interactions between key compounds within KQJF and proteins associated with the diseases. In vivo validation demonstrated that KQJF treatment ameliorated DP-associated histopathological changes and modulated the expression of crucial proteins (including ABCG2, CCND1, CDKN1B, HIF1A, and PIK3R1) in a DP rat model.

CONCLUSION

In summary, KQJF exhibits potential therapeutic benefits for DP through a multi-component and multi-target approach, potentially offering a novel integrative treatment strategy. This study underscores the importance of integrating traditional medicine with modern molecular techniques to explore novel therapeutic avenues for complex comorbid conditions, providing a blueprint for future pharmacological explorations.

摘要

背景

牙周炎(PD)和2型糖尿病(T2DM)是相互关联的全球健康负担,二者同时存在时通常会引发严重的临床并发症。因此,同时管理这两种疾病(伴有牙周炎的T2DM,即DP)带来了巨大挑战,需要新的治疗策略。临床已证实KQJF治疗DP疗效良好,但其药理物质和靶点尚不明确,亟待阐明。

目的

明确KQJF治疗DP的潜在活性成分和靶点。

材料与方法

研究首先应用超高效液相色谱-四极杆飞行时间质谱(UPLC-Q-TOF/MS)分析来确定KQJF的活性成分及其治疗DP的相关靶点。此外,研究还纳入了机器学习、网络药理学、分子对接、分子动力学模拟等后续方法,并建立了DP大鼠模型,通过苏木精-伊红(H&E)染色、免疫组化、定量实时聚合酶链反应(qRT-PCR)和蛋白质免疫印迹法(Western blot)进行体内实验验证。

结果

发现KQJF含有49种原型化合物和121种具有抗PD和T2DM潜在活性的代谢物。网络药理学显示KQJF的药理靶点与PD和T2DM已知靶点之间有66个重叠基因。通过蛋白质-蛋白质相互作用(PPI)网络和富集分析进一步探索发现涉及多靶点和多途径机制。分子对接和动力学模拟证实了KQJF中的关键化合物与疾病相关蛋白之间有强烈的相互作用。体内验证表明,在DP大鼠模型中,KQJF治疗改善了与DP相关的组织病理学变化,并调节了关键蛋白(包括ABCG2、CCND1、CDKN B、HIF1A和PIK3R1)的表达。

结论

总之,KQJF通过多成分、多靶点方法对DP显示出潜在治疗益处,可能提供一种新的综合治疗策略。本研究强调了将传统医学与现代分子技术相结合以探索复杂合并症新治疗途径的重要性,为未来药理学探索提供了蓝图。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/23dd/11932940/f04b72cc6a5c/DDDT-19-2103-g0001.jpg

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