Innovative Design and Assessment of Dual‐targeted c‐Met/PARP1 Inhibitors Using Pyridine‐2‐amine Bioisosteres: Scaffold Hopping, Machine Learning, Molecular Docking, Molecular Dynamics, and ADME/T Analysis

IF 2.9 4区 工程技术 Q1 MULTIDISCIPLINARY SCIENCES
Alireza Poustforoosh, Sonia Sepahi, Maryam Elyasi
{"title":"Innovative Design and Assessment of Dual‐targeted c‐Met/PARP1 Inhibitors Using Pyridine‐2‐amine Bioisosteres: Scaffold Hopping, Machine Learning, Molecular Docking, Molecular Dynamics, and ADME/T Analysis","authors":"Alireza Poustforoosh, Sonia Sepahi, Maryam Elyasi","doi":"10.1002/adts.202501220","DOIUrl":null,"url":null,"abstract":"Developing new strategies is essential to overcome the growing resistance to PARP1 and c‐Met inhibitors; dual‐targeted compounds offer promising therapeutic potential. Scaffold hopping is used to create inhibitors targeting both c‐Met and PARP1. The active functional groups of crizotinib and olaparib are utilized while incorporating pyridine‐2‐amine bioisosteres as the cores. The designed compounds are screened against the binding sites of the targets, and machine learning (ML) models are then developed to evaluate the screened molecules. The final molecules are subsequently assessed through ADME/T analysis, molecular dynamics (MD) simulations, and binding free energy calculation. ≈500 newly designed inhibitors are generated, among which six compounds are recognized as hit compounds based on their binding affinity to c‐Met and PARP1. The activity of the compounds is assessed against c‐Met and PARP1 using ML, leading to the selection of optimized‐compound 2 (OC2) ((R)‐1‐(2,6‐dichloro‐3‐fluorophenyl)ethyl((2‐amino‐3‐((S)‐aminofluoromethoxy)‐5‐((3‐carbamoyl‐4‐fluorophenyl)amino)pyridin‐4‐yl)methyl)(methyl)carbamate) and OC3 (2‐amino‐6‐methyl‐3‐(((4‐oxo‐3,4‐dihydrophthalazin‐1‐yl)oxy)methyl)‐1‐((1‐(piperidin‐1‐ium‐4‐yl)‐1H‐pyrazol‐4‐yl)methyl)pyridin‐1‐ium) as the most promising candidates for subsequent evaluation through ADME/T analysis. Based on the results, OC2 and OC3 are the promising drug candidates because they can be dual‐targeted inhibitors for c‐Met and PARP1 by specifically targeting vital residues in their binding sites. Further research is necessary for these compounds using both in vitro and in vivo methods.","PeriodicalId":7219,"journal":{"name":"Advanced Theory and Simulations","volume":"64 1","pages":""},"PeriodicalIF":2.9000,"publicationDate":"2025-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advanced Theory and Simulations","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1002/adts.202501220","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Developing new strategies is essential to overcome the growing resistance to PARP1 and c‐Met inhibitors; dual‐targeted compounds offer promising therapeutic potential. Scaffold hopping is used to create inhibitors targeting both c‐Met and PARP1. The active functional groups of crizotinib and olaparib are utilized while incorporating pyridine‐2‐amine bioisosteres as the cores. The designed compounds are screened against the binding sites of the targets, and machine learning (ML) models are then developed to evaluate the screened molecules. The final molecules are subsequently assessed through ADME/T analysis, molecular dynamics (MD) simulations, and binding free energy calculation. ≈500 newly designed inhibitors are generated, among which six compounds are recognized as hit compounds based on their binding affinity to c‐Met and PARP1. The activity of the compounds is assessed against c‐Met and PARP1 using ML, leading to the selection of optimized‐compound 2 (OC2) ((R)‐1‐(2,6‐dichloro‐3‐fluorophenyl)ethyl((2‐amino‐3‐((S)‐aminofluoromethoxy)‐5‐((3‐carbamoyl‐4‐fluorophenyl)amino)pyridin‐4‐yl)methyl)(methyl)carbamate) and OC3 (2‐amino‐6‐methyl‐3‐(((4‐oxo‐3,4‐dihydrophthalazin‐1‐yl)oxy)methyl)‐1‐((1‐(piperidin‐1‐ium‐4‐yl)‐1H‐pyrazol‐4‐yl)methyl)pyridin‐1‐ium) as the most promising candidates for subsequent evaluation through ADME/T analysis. Based on the results, OC2 and OC3 are the promising drug candidates because they can be dual‐targeted inhibitors for c‐Met and PARP1 by specifically targeting vital residues in their binding sites. Further research is necessary for these compounds using both in vitro and in vivo methods.
利用吡啶- 2胺生物异构体的双靶向c - Met/PARP1抑制剂的创新设计和评估:支架跳跃、机器学习、分子对接、分子动力学和ADME/T分析
开发新的策略对于克服对PARP1和c‐Met抑制剂日益增长的耐药性至关重要;双靶标化合物具有良好的治疗潜力。支架跳跃被用来制造针对c‐Met和PARP1的抑制剂。利用克唑替尼和奥拉帕尼的活性官能团,结合吡啶- 2 -胺生物异构体为核心。设计的化合物针对靶标的结合位点进行筛选,然后开发机器学习(ML)模型来评估筛选的分子。最终分子随后通过ADME/T分析,分子动力学(MD)模拟和结合自由能计算进行评估。共产生了约500种新设计的抑制剂,其中6种化合物基于其与c‐Met和PARP1的结合亲和力被认为是hit化合物。用ML测定化合物对c - Met和PARP1的活性;结果优选出最佳化合物2 (OC2) ((R)‐1‐(2,6‐二氯‐3‐氟苯基)乙基((2‐氨基‐3‐((S)‐氨基氟甲氧基)‐5‐((3‐氨酰基‐4‐氟苯基)氨基)吡啶‐4‐基)甲基)(甲基)氨基甲酸酯)和OC3(2‐氨基‐6‐甲基‐3‐((4‐氧‐3,4‐二氢酞嗪‐1‐基)甲基)‐1‐((1‐(哌啶‐1‐ium‐4‐基)‐1H‐吡唑‐4‐基)甲基)吡啶‐1‐ium)作为最有希望通过ADME/T分析进行后续评价的候选化合物。基于这些结果,OC2和OC3是很有希望的候选药物,因为它们可以通过特异性靶向c - Met和PARP1结合位点的重要残基而成为c - Met和PARP1的双靶向抑制剂。这些化合物还需要进一步的体外和体内研究。
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
Advanced Theory and Simulations
Advanced Theory and Simulations Multidisciplinary-Multidisciplinary
CiteScore
5.50
自引率
3.00%
发文量
221
期刊介绍: Advanced Theory and Simulations is an interdisciplinary, international, English-language journal that publishes high-quality scientific results focusing on the development and application of theoretical methods, modeling and simulation approaches in all natural science and medicine areas, including: materials, chemistry, condensed matter physics engineering, energy life science, biology, medicine atmospheric/environmental science, climate science planetary science, astronomy, cosmology method development, numerical methods, statistics
×
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:604180095
Book学术官方微信