通过整合网络药理学分析和深度学习技术,探索桑吉那林治疗骨质疏松症的机制。

Yonghong Tang, Daoqing Zhou, Fengping Gan, Zhicheng Yao, Yuqing Zeng
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引用次数: 0

摘要

背景:据报道,番木瓜碱(SAN)具有抗氧化、抗炎和抗菌活性,具有治疗骨质疏松症(OP)的潜力:本研究旨在揭示 SAN 治疗 OP 的分子机制:方法:从公共数据库中预测 OP 相关基因和 SAN 相关靶点。方法:从公共数据库中预测 OP 相关基因和 SAN 相关靶点,采用差异表达分析和 VennDiagram 方法检测 SAN 相关靶点对 OP 的作用。蛋白质-蛋白质相互作用(PPI)网络用于核心靶点的鉴定。进一步采用分子对接和 DeepPurpose 算法研究核心靶点与 SAN 的结合能力。利用基因组变异分析(GSVA)计算了这些靶点的基因通路得分。最后,我们探讨了SAN对前成骨细胞MC3T3-E1中核心靶点表达的影响:结果:共获得了 21 个 SAN 对抗 OP 的候选靶点。结果:共获得 21 个 SAN 抗 OP 的候选靶点,并确定了 6 个核心靶点,其中 CASP3、CTNNB1 和 ERBB2 在 OP 和健康人中的表达存在显著差异。SAN与CASP3、CTNNB1和ERBB2的结合能分别为-6、-6.731和-7.162 kcal/mol。此外,OP 病例中 Wnt/钙信号通路的 GSVA 评分明显低于健康人。此外,CASP3的表达与Wnt/钙信号通路呈正相关。CASP3和ERBB2在SAN组的表达明显低于DMSO组,而CTNNB1的表达则相反:结论:CASP3、CTNNB1 和 ERBB2 是 SAN 在 OP 预防和治疗中的潜在靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring the Mechanisms of Sanguinarine in the Treatment of Osteoporosis by Integrating Network Pharmacology Analysis and Deep Learning Technology.

Background: Sanguinarine (SAN) has been reported to have antioxidant, antiinflammatory, and antimicrobial activities with potential for the treatment of osteoporosis (OP).

Objective: This work purposed to unravel the molecular mechanisms of SAN in the treatment of OP.

Methods: OP-related genes and SAN-related targets were predicted from public databases. Differential expression analysis and VennDiagram were adopted to detect SAN-related targets against OP. Protein-protein interaction (PPI) network was served for core target identification. Molecular docking and DeepPurpose algorithm were further adopted to investigate the binding ability between core targets and SAN. Gene pathway scoring of these targets was calculated utilizing gene set variation analysis (GSVA). Finally, we explored the effect of SAN on the expressions of core targets in preosteoblastic MC3T3-E1 cells.

Results: A total of 21 candidate targets of SAN against OP were acquired. Furthermore, six core targets were identified, among which CASP3, CTNNB1, and ERBB2 were remarkably differentially expressed in OP and healthy individuals. The binding energies of SAN with CASP3, CTNNB1, and ERBB2 were -6, -6.731, and -7.162 kcal/mol, respectively. Moreover, the GSVA scores of the Wnt/calcium signaling pathway were significantly lower in OP cases than in healthy individuals. In addition, the expression of CASP3 was positively associated with Wnt/calcium signaling pathway. CASP3 and ERBB2 were significantly lower expressed in SAN group than in DMSO group, whereas the expression of CTNNB1 was in contrast.

Conclusion: CASP3, CTNNB1, and ERBB2 emerge as potential targets of SAN in OP prevention and treatment.

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