Systems Pharmacology-based Drug Discovery and Active Mechanism of Ganoderma lucidum Triterpenoids for Type 2 Diabetes Mellitus by Integrating Network Pharmacology and Molecular Docking.

IF 2.8 4区 医学 Q2 PHARMACOLOGY & PHARMACY Current pharmaceutical design Pub Date : 2025-01-01 DOI:10.2174/0113816128365423250126035306
Junkai Shi, Jialiang Chen, Chitong Cheng, Wei Li, Ming Li, Shuhong Ye, Zhaofang Liu, Yan Ding
{"title":"Systems Pharmacology-based Drug Discovery and Active Mechanism of <i>Ganoderma lucidum</i> Triterpenoids for Type 2 Diabetes Mellitus by Integrating Network Pharmacology and Molecular Docking.","authors":"Junkai Shi, Jialiang Chen, Chitong Cheng, Wei Li, Ming Li, Shuhong Ye, Zhaofang Liu, Yan Ding","doi":"10.2174/0113816128365423250126035306","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Type 2 Diabetes Mellitus (T2DM) is a chronic metabolic disease primarily characterized by insufficient insulin secretion or reduced insulin sensitivity in the body's cells, leading to persistently high blood glucose levels. <i>Ganoderma lucidum</i> triterpenoids, as important secondary metabolites of Ganoderma lucidum, have shown preliminary potential efficacy in the treatment of T2DM according to existing research. However, due to the structural complexity and diversity of these triterpenoid compounds, as well as the intricate interactions between their therapeutic targets and active ingredients, the precise molecular and pharmacological mechanisms remain to be further explored.</p><p><strong>Objective: </strong>In the present research, we aim to fully employ the integrated approach of network pharmacology and molecular docking methodologies, delving deeply into the potential therapeutic targets and their underlying pharmacological mechanisms in the management of T2DM <i>via Ganoderma lucidum</i> triterpenoids.</p><p><strong>Methods: </strong>The active compounds were sourced from prior research and the Traditional Chinese Medicine Systems Pharmacology (TCMSP) database. Their potential targets were predicted with the aid of Swiss Target Prediction. Genes linked to T2DM were gathered from DisGeNET and GeneCards. Using Cytoscape, we established the network connecting active ingredients, targets, and pathways, and the target protein-protein interaction (PPI) network was created using data from the STRING database. The core targets of <i>Ganoderma lucidum</i> triterpenoids underwent gene enrichment analysis <i>via</i> DAVID. Lastly, to validate our chosen Ganoderma lucidum triterpenoids, we conducted molecular docking experiments between the compounds and their targets.</p><p><strong>Results: </strong>A total of 53 Ganoderma lucidum triterpenoids and 116 associated targets were identified. Among these, SRC, MAPK1, MAPK3, HSP90AA1, TP53, PIK3CA, and AKT1 emerged as pivotal targets. We retrieved 447 Gene Ontology (GO) functional annotations and 153 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, notably including the PI3K-Akt signaling pathway, Endocrine resistance, Rap1 signaling pathway, and Lipid and Atherosclerosis, which are known to be associated with T2DM. Our findings suggest that <i>Ganoderma lucidum</i> triterpenoids may confer resistance to T2DM through mechanisms related to hyperexcitability, cell death, cell survival, proliferation, differentiation, and inflammation.</p><p><strong>Conclusion: </strong>A comprehensive, interdisciplinary, and multi-technology approach has been established, which uncovers the collaborative effects and underlying principles of <i>Ganoderma lucidum</i> triterpenoids in the management and therapy of T2DM from a holistic perspective. This approach provides new insights into the development of novel biological control products for Type 2 Diabetes Mellitus (T2DM) and lays the foundation for future systematic studies on the interactions between Ganoderma triterpenes and different targets, elucidating their primary and secondary pathways for lowering blood glucose.</p>","PeriodicalId":10845,"journal":{"name":"Current pharmaceutical design","volume":" ","pages":"2666-2690"},"PeriodicalIF":2.8000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Current pharmaceutical design","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2174/0113816128365423250126035306","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Type 2 Diabetes Mellitus (T2DM) is a chronic metabolic disease primarily characterized by insufficient insulin secretion or reduced insulin sensitivity in the body's cells, leading to persistently high blood glucose levels. Ganoderma lucidum triterpenoids, as important secondary metabolites of Ganoderma lucidum, have shown preliminary potential efficacy in the treatment of T2DM according to existing research. However, due to the structural complexity and diversity of these triterpenoid compounds, as well as the intricate interactions between their therapeutic targets and active ingredients, the precise molecular and pharmacological mechanisms remain to be further explored.

Objective: In the present research, we aim to fully employ the integrated approach of network pharmacology and molecular docking methodologies, delving deeply into the potential therapeutic targets and their underlying pharmacological mechanisms in the management of T2DM via Ganoderma lucidum triterpenoids.

Methods: The active compounds were sourced from prior research and the Traditional Chinese Medicine Systems Pharmacology (TCMSP) database. Their potential targets were predicted with the aid of Swiss Target Prediction. Genes linked to T2DM were gathered from DisGeNET and GeneCards. Using Cytoscape, we established the network connecting active ingredients, targets, and pathways, and the target protein-protein interaction (PPI) network was created using data from the STRING database. The core targets of Ganoderma lucidum triterpenoids underwent gene enrichment analysis via DAVID. Lastly, to validate our chosen Ganoderma lucidum triterpenoids, we conducted molecular docking experiments between the compounds and their targets.

Results: A total of 53 Ganoderma lucidum triterpenoids and 116 associated targets were identified. Among these, SRC, MAPK1, MAPK3, HSP90AA1, TP53, PIK3CA, and AKT1 emerged as pivotal targets. We retrieved 447 Gene Ontology (GO) functional annotations and 153 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, notably including the PI3K-Akt signaling pathway, Endocrine resistance, Rap1 signaling pathway, and Lipid and Atherosclerosis, which are known to be associated with T2DM. Our findings suggest that Ganoderma lucidum triterpenoids may confer resistance to T2DM through mechanisms related to hyperexcitability, cell death, cell survival, proliferation, differentiation, and inflammation.

Conclusion: A comprehensive, interdisciplinary, and multi-technology approach has been established, which uncovers the collaborative effects and underlying principles of Ganoderma lucidum triterpenoids in the management and therapy of T2DM from a holistic perspective. This approach provides new insights into the development of novel biological control products for Type 2 Diabetes Mellitus (T2DM) and lays the foundation for future systematic studies on the interactions between Ganoderma triterpenes and different targets, elucidating their primary and secondary pathways for lowering blood glucose.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于系统药理学的灵芝三萜治疗2型糖尿病药物发现及作用机制——网络药理学与分子对接的结合
背景:2型糖尿病(T2DM)是一种慢性代谢性疾病,主要表现为体内细胞胰岛素分泌不足或胰岛素敏感性降低,导致持续高血糖水平。灵芝三萜作为灵芝重要的次生代谢产物,已有研究初步显示出灵芝治疗T2DM的潜在疗效。然而,由于这些三萜化合物结构的复杂性和多样性,以及它们的治疗靶点和活性成分之间复杂的相互作用,其确切的分子和药理学机制仍有待进一步探索。目的:本研究旨在充分运用网络药理学与分子对接方法相结合的方法,深入探讨灵芝三萜治疗2型糖尿病的潜在治疗靶点及其潜在药理机制。方法:从已有研究和中药系统药理学(TCMSP)数据库中提取活性化合物。他们的潜在目标是借助瑞士目标预测预测。与2型糖尿病相关的基因从DisGeNET和GeneCards中收集。利用Cytoscape,我们建立了连接活性成分、靶点和通路的网络,并利用STRING数据库的数据创建了靶蛋白-蛋白相互作用(PPI)网络。利用DAVID对灵芝三萜的核心靶点进行基因富集分析。最后,为了验证我们选择的灵芝三萜,我们进行了化合物与其靶点之间的分子对接实验。结果:共鉴定出灵芝三萜53种,相关靶点116个。其中,SRC、MAPK1、MAPK3、HSP90AA1、TP53、PIK3CA和AKT1成为关键靶点。我们检索了447个基因本体(GO)功能注释和153个京都基因与基因组百科全书(KEGG)通路,主要包括PI3K-Akt信号通路、内分泌抵抗、Rap1信号通路以及脂质和动脉粥样硬化,这些已知与T2DM相关。我们的研究结果表明,灵芝三萜可能通过与高兴奋性、细胞死亡、细胞存活、增殖、分化和炎症相关的机制赋予对2型糖尿病的抵抗力。结论:建立了一种综合、跨学科、多技术的方法,从整体角度揭示了灵芝三萜在T2DM管理和治疗中的协同作用和潜在原理。该方法为开发新型2型糖尿病(T2DM)生物防治产品提供了新的思路,并为未来系统研究灵芝三萜与不同靶点的相互作用,阐明其降血糖的主次途径奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
6.30
自引率
0.00%
发文量
302
审稿时长
2 months
期刊介绍: Current Pharmaceutical Design publishes timely in-depth reviews and research articles from leading pharmaceutical researchers in the field, covering all aspects of current research in rational drug design. Each issue is devoted to a single major therapeutic area guest edited by an acknowledged authority in the field. Each thematic issue of Current Pharmaceutical Design covers all subject areas of major importance to modern drug design including: medicinal chemistry, pharmacology, drug targets and disease mechanism.
期刊最新文献
Therapeutic Potential of Stem Cells in the Treatment and Management of Immunomodulatory Disorders. Reshaping the Future of MASLD - From Pathophysiological Mechanisms to New Therapeutic Horizons. Exosomes in Osteoarthritis: Emerging Roles in Pathogenesis, Diagnosis, and Therapeutic Potential. Novel Drug Delivery Systems for the Management of Vulvovaginal Candidiasis: Enhancing Therapeutic Efficacy. Unveiling Heart Failure: Gender-Specific Insights and Innovations in Women's Cardiac Health.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1