Network Pharmacology and Machine Learning Reveal Salidroside's Mechanisms in Idiopathic Pulmonary Fibrosis Treatment.

IF 4.2 2区 医学 Q2 IMMUNOLOGY Journal of Inflammation Research Pub Date : 2024-11-22 eCollection Date: 2024-01-01 DOI:10.2147/JIR.S493171
Chenchun Ding, Zhenzhen Guo, Quan Liao, Renjie Zuo, Junjie He, Ziwei Ye, Weibin Chen
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Abstract

Purpose: Idiopathic pulmonary fibrosis (IPF) is an irreversible respiratory disease. In this study, we evaluated the efficacy of salidroside (SAL), the main component of Rhodiola rosea, in treating IPF.

Methods: The pharmacological effects of SAL against epithelial-mesenchymal transition (EMT) and IPF were assessed through in vivo and in vitro experiments. Targets for SAL in treating IPF were identified from various databases and a PPI network was constructed. Functional analyses of target genes were performed using GO, KEGG, DO, and GSEA. Core target genes were identified using LASSO logistic regression and support vector machine (SVM) analysis, followed by molecular docking simulations. Predicted targets and pathways were validated through Western blotting, qRT-PCR, and IHC.

Results: Our results demonstrated that SAL ameliorated alveolar epithelial cells (AECs) EMT and mitigated bleomycin -induced pulmonary fibrosis. Through network pharmacology, we identified 74 targets for SAL in the treatment of IPF (PFDR<0.05) and analyzed their biological functions. Based on these findings, we further applied machine learning techniques to narrow down 9 core targets (PFDR<0.05). Integrating the results from molecular docking, KEGG, and GSEA analyses, we selected three key targets-IGF1, hypoxia-inducible factor 1-alpha (HIF-1α), and MAPK (PFDR<0.05)-for further investigation. Our study revealed that SAL inhibits the IGF1 signaling pathway, thereby improving AECs senescence and cell cycle arrest. By inhibiting the HIF-1α pathway, SAL alleviates endoplasmic reticulum stress and reduces intracellular ROS accumulation. Moreover, SAL suppresses the activation of the MAPK signaling pathway, leading to a decrease in inflammation markers in AECs and lung tissue.

Conclusion: Experimental results suggest that SAL effectively ameliorates BLM-induced EMT and IPF, likely through the inhibition of IGF1, HIF-1α, and MAPK signaling pathways. This study holds potential translational prospects and may provide new perspectives and insights for the use of traditional Chinese medicine in the treatment of IPF.

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网络药理学和机器学习揭示水杨甙治疗特发性肺纤维化的机制
目的:特发性肺纤维化(IPF)是一种不可逆的呼吸系统疾病。在这项研究中,我们评估了红景天的主要成分丹皮甙(SAL)治疗 IPF 的疗效:方法:通过体内和体外实验评估了水杨甙对上皮-间质转化(EMT)和 IPF 的药理作用。从各种数据库中确定了SAL治疗IPF的靶点,并构建了一个PPI网络。使用 GO、KEGG、DO 和 GSEA 对靶基因进行了功能分析。利用 LASSO 逻辑回归和支持向量机(SVM)分析确定了核心靶基因,然后进行了分子对接模拟。通过 Western 印迹、qRT-PCR 和 IHC 验证了预测的靶点和通路:我们的研究结果表明,SAL能改善肺泡上皮细胞(AECs)的EMT并减轻博莱霉素诱导的肺纤维化。通过网络药理学,我们发现了 SAL 治疗 IPF 的 74 个靶点(PFDRFDRFDRC结论:实验结果表明,SAL 可有效改善 BLM 诱导的 EMT 和 IPF,这可能是通过抑制 IGF1、HIF-1α 和 MAPK 信号通路实现的。这项研究具有潜在的转化前景,可为中药治疗 IPF 提供新的视角和见解。
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来源期刊
Journal of Inflammation Research
Journal of Inflammation Research Immunology and Microbiology-Immunology
CiteScore
6.10
自引率
2.20%
发文量
658
审稿时长
16 weeks
期刊介绍: An international, peer-reviewed, open access, online journal that welcomes laboratory and clinical findings on the molecular basis, cell biology and pharmacology of inflammation.
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