Harnessing network pharmacology and in silico drug discovery to uncover new targets and therapeutics for Alzheimer's disease

IF 7 2区 医学 Q1 BIOLOGY
Haitham Al Madhagi , Husam Nassar
{"title":"Harnessing network pharmacology and in silico drug discovery to uncover new targets and therapeutics for Alzheimer's disease","authors":"Haitham Al Madhagi ,&nbsp;Husam Nassar","doi":"10.1016/j.compbiomed.2025.109781","DOIUrl":null,"url":null,"abstract":"<div><div>Alzheimer's disease (AD) is the leading cause of progressive neurodegenerative dementia, affecting approximately 50 million individuals globally. Recent studies have highlighted the differential expression of circular RNAs (circRNAs) in AD, which may disrupt the circRNA-miRNA-mRNA regulatory networks in neuronal cells. This work aims to integrate network pharmacology with in silico drug design to identify novel druggable targets for AD and propose promising drug candidates. We analyzed two circRNA datasets from the Gene Expression Omnibus, employing enrichment analysis and constructing a circRNA-miRNA-mRNA network. The RNAenrich platform facilitated the identification of hub genes and potential druggable targets. The identified target was subjected to virtual screening against a chemical drug library comprising over 6000 compounds in clinical trials while ensuring compliance with Lipinski's Rule of Five. Our findings reveal that differentially expressed circRNAs are significantly involved in gland development, apoptosis regulation, hypoxic response, and neuronal death. Notably, CDK-6 emerged as the most promising druggable target, exhibiting strong binding affinity with five selected ligands: DB06963, DB06888, DB07020, DB08683, and DB06976. These ligands demonstrated distinct binding modes and stable interactions over 500 ns of molecular dynamics simulations conducted via Desmond. In conclusion, our study identifies CDK-6 as a viable target for therapeutic intervention in Alzheimer's disease. The top five ligands present a compelling case for further investigation as innovative CDK-6 inhibitors and potential drug candidates for AD treatment.</div></div>","PeriodicalId":10578,"journal":{"name":"Computers in biology and medicine","volume":"187 ","pages":"Article 109781"},"PeriodicalIF":7.0000,"publicationDate":"2025-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers in biology and medicine","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0010482525001313","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Alzheimer's disease (AD) is the leading cause of progressive neurodegenerative dementia, affecting approximately 50 million individuals globally. Recent studies have highlighted the differential expression of circular RNAs (circRNAs) in AD, which may disrupt the circRNA-miRNA-mRNA regulatory networks in neuronal cells. This work aims to integrate network pharmacology with in silico drug design to identify novel druggable targets for AD and propose promising drug candidates. We analyzed two circRNA datasets from the Gene Expression Omnibus, employing enrichment analysis and constructing a circRNA-miRNA-mRNA network. The RNAenrich platform facilitated the identification of hub genes and potential druggable targets. The identified target was subjected to virtual screening against a chemical drug library comprising over 6000 compounds in clinical trials while ensuring compliance with Lipinski's Rule of Five. Our findings reveal that differentially expressed circRNAs are significantly involved in gland development, apoptosis regulation, hypoxic response, and neuronal death. Notably, CDK-6 emerged as the most promising druggable target, exhibiting strong binding affinity with five selected ligands: DB06963, DB06888, DB07020, DB08683, and DB06976. These ligands demonstrated distinct binding modes and stable interactions over 500 ns of molecular dynamics simulations conducted via Desmond. In conclusion, our study identifies CDK-6 as a viable target for therapeutic intervention in Alzheimer's disease. The top five ligands present a compelling case for further investigation as innovative CDK-6 inhibitors and potential drug candidates for AD treatment.
求助全文
约1分钟内获得全文 求助全文
来源期刊
Computers in biology and medicine
Computers in biology and medicine 工程技术-工程:生物医学
CiteScore
11.70
自引率
10.40%
发文量
1086
审稿时长
74 days
期刊介绍: Computers in Biology and Medicine is an international forum for sharing groundbreaking advancements in the use of computers in bioscience and medicine. This journal serves as a medium for communicating essential research, instruction, ideas, and information regarding the rapidly evolving field of computer applications in these domains. By encouraging the exchange of knowledge, we aim to facilitate progress and innovation in the utilization of computers in biology and medicine.
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信