Unlocking therapeutic frontiers: harnessing artificial intelligence in drug discovery for neurodegenerative diseases

IF 6.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY
Bilal Nehmeh , Joseph Rebehmed , Riham Nehmeh , Robin Taleb , Elias Akoury
{"title":"Unlocking therapeutic frontiers: harnessing artificial intelligence in drug discovery for neurodegenerative diseases","authors":"Bilal Nehmeh ,&nbsp;Joseph Rebehmed ,&nbsp;Riham Nehmeh ,&nbsp;Robin Taleb ,&nbsp;Elias Akoury","doi":"10.1016/j.drudis.2024.104216","DOIUrl":null,"url":null,"abstract":"<div><div>Neurodegenerative diseases (NDs) pose serious healthcare challenges with limited therapeutic treatments and high social burdens. The integration of artificial intelligence (AI) into drug discovery has emerged as a promising approach to address these challenges. This review explores the application of AI techniques to unravel therapeutic frontiers for NDs. We examine the current landscape of AI-driven drug discovery and discuss the potentials of AI in accelerating the identification of novel therapeutic targets on ND research and drug development, optimization of drug candidates, and expediating personalized medicine approaches. Finally, we outline future directions and challenges in harnessing AI for the advancement of therapeutics in this critical area by emphasizing the importance of interdisciplinary collaboration and ethical considerations.</div></div>","PeriodicalId":301,"journal":{"name":"Drug Discovery Today","volume":"29 12","pages":"Article 104216"},"PeriodicalIF":6.5000,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Drug Discovery Today","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1359644624003416","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

Abstract

Neurodegenerative diseases (NDs) pose serious healthcare challenges with limited therapeutic treatments and high social burdens. The integration of artificial intelligence (AI) into drug discovery has emerged as a promising approach to address these challenges. This review explores the application of AI techniques to unravel therapeutic frontiers for NDs. We examine the current landscape of AI-driven drug discovery and discuss the potentials of AI in accelerating the identification of novel therapeutic targets on ND research and drug development, optimization of drug candidates, and expediating personalized medicine approaches. Finally, we outline future directions and challenges in harnessing AI for the advancement of therapeutics in this critical area by emphasizing the importance of interdisciplinary collaboration and ethical considerations.
开启治疗前沿:利用人工智能发现治疗神经退行性疾病的药物。
神经退行性疾病(NDs)治疗手段有限,社会负担沉重,给医疗保健带来严峻挑战。将人工智能(AI)融入药物研发已成为应对这些挑战的一种前景广阔的方法。本综述探讨了如何应用人工智能技术来揭示 NDs 的治疗前沿。我们研究了当前人工智能驱动的药物发现,并讨论了人工智能在加速确定 ND 研究和药物开发的新型治疗靶点、优化候选药物以及加快个性化医疗方法方面的潜力。最后,我们通过强调跨学科合作和伦理考虑的重要性,概述了在这一关键领域利用人工智能促进治疗的未来方向和挑战。
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 求助全文
来源期刊
Drug Discovery Today
Drug Discovery Today 医学-药学
CiteScore
14.80
自引率
2.70%
发文量
293
审稿时长
6 months
期刊介绍: Drug Discovery Today delivers informed and highly current reviews for the discovery community. The magazine addresses not only the rapid scientific developments in drug discovery associated technologies but also the management, commercial and regulatory issues that increasingly play a part in how R&D is planned, structured and executed. Features include comment by international experts, news and analysis of important developments, reviews of key scientific and strategic issues, overviews of recent progress in specific therapeutic areas and conference reports.
×
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