Through Network Pharmacology Combined with Artificial Intelligence Techniques, Potential Targets of Banxia Xiexin Decoction for the Treatment of Functional Dyspepsia were Identified and Validated.

IF 1.6
Lang Ren, Yiyao Cheng, Hanlin Dong, Kinyu Shon, Renjun Gu, Zhiguang Sun, Xingqiu Ruan, Cheng Chang
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Abstract

Background: Banxia Xiexin Decoction (BXD) has been shown to exert therapeutic effects on Functional dyspepsia (FD). This study aims to investigate the therapeutic mechanisms of BXD in treating FD.

Methods: Network pharmacology was employed to explore the potential targets of BXD in the treatment of FD. Immunoinfiltration analysis assessed immune activation in FD, with the XGBoost machine learning algorithm used to predict the feature importance of key targets. Deep learning and molecular docking were employed to assess the interactions between active compounds and key targets. Finally, an FD mouse model was established, and Western blotting, immunofluorescence, immunohistochemistry, and Enzyme-linked immunosorbent assay were conducted to validate the findings.

Results: Through network pharmacology analysis and machine learning predictions, three key active compounds were identified. GO enrichment analysis indicated that the mechanism of BXD primarily involves biological processes related to inflammatory responses. Immunoinfiltration analysis suggested that immune activation in FD may be associated with increased mast cell presence. Seven hub genes were identified through PPI analysis, with STAT3 identified as a key feature in XGBoost predictions of FD. In vivo experiments showed that BXD inhibited p- STAT3, alleviated mast cell infiltration and mucosal barrier damage, and enhanced gastrointestinal motility.

Conclusion: BXD may alleviate mast cell infiltration and mucosal barrier damage in FD by inhibiting the expression of p-STAT3, thereby exerting its therapeutic effects.

通过网络药理学结合人工智能技术,发现并验证半夏泻心汤治疗功能性消化不良的潜在靶点。
背景:半夏泻心汤(BXD)对功能性消化不良(FD)有一定的治疗作用。本研究旨在探讨BXD治疗FD的作用机制。方法:采用网络药理学方法,探讨中药丹参治疗FD的潜在靶点。免疫浸润分析评估FD的免疫激活,使用XGBoost机器学习算法预测关键靶点的特征重要性。利用深度学习和分子对接技术评估活性化合物与关键靶点之间的相互作用。最后,建立FD小鼠模型,进行Western blotting、免疫荧光、免疫组织化学和酶联免疫吸附实验验证研究结果。结果:通过网络药理学分析和机器学习预测,鉴定出3个关键活性化合物。氧化石墨烯富集分析表明,BXD的机制主要涉及与炎症反应相关的生物过程。免疫浸润分析表明,FD的免疫激活可能与肥大细胞的存在增加有关。通过PPI分析鉴定出7个枢纽基因,其中STAT3被确定为XGBoost预测FD的关键特征。体内实验表明,BXD抑制p- STAT3,减轻肥大细胞浸润和粘膜屏障损伤,增强胃肠蠕动。结论:BXD可能通过抑制p-STAT3的表达来减轻FD的肥大细胞浸润和粘膜屏障损伤,从而发挥其治疗作用。
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