A combined ligand and target-based virtual screening strategy to repurpose drugs as putrescine uptake inhibitors with trypanocidal activity

IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Manuel A. Llanos, Lucas N. Alberca, María D. Ruiz, María L. Sbaraglini, Cristian Miranda, Agustina Pino-Martinez, Laura Fraccaroli, Carolina Carrillo, Catalina D. Alba Soto, Luciana Gavernet, Alan Talevi
{"title":"A combined ligand and target-based virtual screening strategy to repurpose drugs as putrescine uptake inhibitors with trypanocidal activity","authors":"Manuel A. Llanos,&nbsp;Lucas N. Alberca,&nbsp;María D. Ruiz,&nbsp;María L. Sbaraglini,&nbsp;Cristian Miranda,&nbsp;Agustina Pino-Martinez,&nbsp;Laura Fraccaroli,&nbsp;Carolina Carrillo,&nbsp;Catalina D. Alba Soto,&nbsp;Luciana Gavernet,&nbsp;Alan Talevi","doi":"10.1007/s10822-022-00491-0","DOIUrl":null,"url":null,"abstract":"<div><p>Chagas disease, also known as American trypanosomiasis, is a neglected tropical disease caused by the protozoa <i>Trypanosoma cruzi</i>, affecting nearly 7 million people only in the Americas. Polyamines are essential compounds for parasite growth, survival, and differentiation. However, because trypanosomatids are auxotrophic for polyamines, they must be obtained from the host by specific transporters. In this investigation, an ensemble of QSAR classifiers able to identify polyamine analogs with trypanocidal activity was developed. Then, a multi-template homology model of the dimeric polyamine transporter of <i>T. cruzi, Tc</i>PAT12, was created with Rosetta, and then refined by enhanced sampling molecular dynamics simulations. Using representative snapshots extracted from the trajectory, a docking model able to discriminate between active and inactive compounds was developed and validated. Both models were applied in a parallel virtual screening campaign to repurpose known drugs as anti-trypanosomal compounds inhibiting polyamine transport in <i>T. cruzi</i>. Montelukast, Quinestrol, Danazol, and Dutasteride were selected for in vitro testing, and all of them inhibited putrescine uptake in biochemical assays, confirming the predictive ability of the computational models. Furthermore, all the confirmed hits proved to inhibit epimastigote proliferation, and Quinestrol and Danazol were able to inhibit, in the low micromolar range, the viability of trypomastigotes and the intracellular growth of amastigotes.</p><h3>Graphical abstract</h3>\n <figure><div><div><div><picture><source><img></source></picture></div></div></div></figure>\n </div>","PeriodicalId":621,"journal":{"name":"Journal of Computer-Aided Molecular Design","volume":"37 2","pages":"75 - 90"},"PeriodicalIF":3.0000,"publicationDate":"2022-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Computer-Aided Molecular Design","FirstCategoryId":"99","ListUrlMain":"https://link.springer.com/article/10.1007/s10822-022-00491-0","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 2

Abstract

Chagas disease, also known as American trypanosomiasis, is a neglected tropical disease caused by the protozoa Trypanosoma cruzi, affecting nearly 7 million people only in the Americas. Polyamines are essential compounds for parasite growth, survival, and differentiation. However, because trypanosomatids are auxotrophic for polyamines, they must be obtained from the host by specific transporters. In this investigation, an ensemble of QSAR classifiers able to identify polyamine analogs with trypanocidal activity was developed. Then, a multi-template homology model of the dimeric polyamine transporter of T. cruzi, TcPAT12, was created with Rosetta, and then refined by enhanced sampling molecular dynamics simulations. Using representative snapshots extracted from the trajectory, a docking model able to discriminate between active and inactive compounds was developed and validated. Both models were applied in a parallel virtual screening campaign to repurpose known drugs as anti-trypanosomal compounds inhibiting polyamine transport in T. cruzi. Montelukast, Quinestrol, Danazol, and Dutasteride were selected for in vitro testing, and all of them inhibited putrescine uptake in biochemical assays, confirming the predictive ability of the computational models. Furthermore, all the confirmed hits proved to inhibit epimastigote proliferation, and Quinestrol and Danazol were able to inhibit, in the low micromolar range, the viability of trypomastigotes and the intracellular growth of amastigotes.

Graphical abstract

Abstract Image

结合配体和基于靶标的虚拟筛选策略,重新利用药物作为具有锥虫活性的腐胺摄取抑制剂
恰加斯病,又称美洲锥虫病,是一种被忽视的热带病,由克氏锥虫原虫引起,仅在美洲就影响近700万人。多胺是寄生虫生长、生存和分化所必需的化合物。然而,由于锥虫对多胺缺乏营养,它们必须通过特定的转运体从宿主获得。在这项研究中,开发了一个能够识别具有锥虫活性的多胺类似物的QSAR分类器集合。然后,利用Rosetta软件建立克氏锥虫二聚体多胺转运体TcPAT12的多模板同源性模型,并通过增强的采样分子动力学模拟对其进行完善。利用从轨迹中提取的代表性快照,开发并验证了能够区分活性和非活性化合物的对接模型。这两种模型都应用于平行的虚拟筛选活动,以重新利用已知药物作为抗锥虫体化合物抑制克氏锥虫体内多胺运输。选择孟鲁司特、喹奈斯特罗、达那唑和度他雄胺进行体外试验,在生化试验中均能抑制腐胺的摄取,证实了计算模型的预测能力。此外,所有确认的hits都被证明可以抑制裸马鞭毛虫的增殖,并且Quinestrol和Danazol能够在低微摩尔范围内抑制裸马鞭毛虫的活力和细胞内的生长。图形抽象
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
Journal of Computer-Aided Molecular Design
Journal of Computer-Aided Molecular Design 生物-计算机:跨学科应用
CiteScore
8.00
自引率
8.60%
发文量
56
审稿时长
3 months
期刊介绍: The Journal of Computer-Aided Molecular Design provides a form for disseminating information on both the theory and the application of computer-based methods in the analysis and design of molecules. The scope of the journal encompasses papers which report new and original research and applications in the following areas: - theoretical chemistry; - computational chemistry; - computer and molecular graphics; - molecular modeling; - protein engineering; - drug design; - expert systems; - general structure-property relationships; - molecular dynamics; - chemical database development and usage.
×
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