Chemometric modeling, inverse docking, and molecular simulations-driven design for multilayered prioritization of novel leishmanicidal agents based on a 2-aminobenzimidazole scaffold.

IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED
Arpita Biswas, Arnab Bhattacharjee, Supratik Kar, Probir Kumar Ojha
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引用次数: 0

Abstract

Leishmaniasis, a major neglected tropical disease (NTD), affects millions of people globally. Current treatments are plagued by infection relapse, high toxicity, and lengthy regimens. A contemporary study investigated the 2-aminobenzimidazole scaffold for leishmanicidal activity but it was found to be associated with poor exposure and lack of efficacy in vivo. This inspired us to develop a QSAR model of leishmanicidal activity leveraging the reported in vivo leishmanicidal activity data toward Leishmania infantum. Interpretable 2D molecular descriptors were employed so that the key leishmanicidal structural features could be utilized to develop the novel molecules. The QSAR model highlighted key structural features associated with leishmanicidal activity, including hydrophobicity, aromatic ring, hydrogen bond acceptor/donor, as well as hetero-atoms (nitrogen, fluorine, etc.) that enhance activity. Various categories of drugs from DrugBank were screened using the developed QSAR model, followed by inverse docking against the putative protein targets for leishmaniasis, to identify the plausible target of the parent leads. QSAR-guided structural modifications were undertaken to generate potential analogs of the top five parent leads. The analogs were checked for their ADMET profiles, and the protein-ligand interactions stability of the top candidates (DB03231-A6 and DB12269-A4) was assessed by 300 ns molecular dynamics simulation. Free energy landscapes (FEL) of the apo and bound target receptor were constructed to further streamline the prioritized analogs. Upon cumulative retrospection, an analog of DB12269 (N-{5-[2-amino-4-fluro-7-(1-hydroxy-2-methylpropan-2-yl)-7H-pyrrolo[2,3-d]pyrimidine-5-carbonyl]-4,6-difluoropyrid-3yl}-2-(5-chloropyrazin-2-yl)acetamide) is proposed for further wet lab validation studies for prospective application against leishmaniasis.

基于2-氨基苯并咪唑支架的新型利什曼尼毒剂多层优先级的化学计量学建模、逆对接和分子模拟驱动设计。
利什曼病是一种被忽视的主要热带病,影响着全球数百万人。目前的治疗方法受到感染复发、高毒性和疗程长等问题的困扰。一项当代研究调查了2-氨基苯并咪唑支架的利什曼尼杀灭活性,但发现它与体内暴露不良和缺乏功效有关。这启发我们利用已报道的利什曼原虫体内利什曼原虫活性数据开发利什曼原虫活性的QSAR模型。采用可解释的二维分子描述符,以便利用关键的利什曼尼式结构特征来开发新分子。QSAR模型强调了与利什曼尼活性相关的关键结构特征,包括疏水性、芳环、氢键受体/供体以及增强活性的杂原子(氮、氟等)。使用开发的QSAR模型筛选来自DrugBank的各种类别的药物,然后与假定的利什曼病蛋白靶点进行反向对接,以确定亲本先导物的可能靶点。qsar引导下进行结构修饰,生成前5个母导联的潜在类似物。对候选化合物(DB03231-A6和DB12269-A4)的ADMET谱进行了分析,并通过300 ns分子动力学模拟评估了它们与配体相互作用的稳定性。构建载脂蛋白和结合靶受体的自由能图(FEL),进一步简化优先的类似物。在累积回顾中,DB12269 (N-{5-[2-氨基-4-氟-7-(1-羟基-2-甲基丙烷-2-基)- 7h -吡咯[2,3-d]嘧啶-5-羰基]-4,6-二氟吡啶-3基}-2-(5-氯吡嗪-2-基)乙酰胺)的类似物被提出用于进一步的湿实验室验证研究,以用于治疗利什曼病的前瞻性应用。
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来源期刊
Molecular Diversity
Molecular Diversity 化学-化学综合
CiteScore
7.30
自引率
7.90%
发文量
219
审稿时长
2.7 months
期刊介绍: Molecular Diversity is a new publication forum for the rapid publication of refereed papers dedicated to describing the development, application and theory of molecular diversity and combinatorial chemistry in basic and applied research and drug discovery. The journal publishes both short and full papers, perspectives, news and reviews dealing with all aspects of the generation of molecular diversity, application of diversity for screening against alternative targets of all types (biological, biophysical, technological), analysis of results obtained and their application in various scientific disciplines/approaches including: combinatorial chemistry and parallel synthesis; small molecule libraries; microwave synthesis; flow synthesis; fluorous synthesis; diversity oriented synthesis (DOS); nanoreactors; click chemistry; multiplex technologies; fragment- and ligand-based design; structure/function/SAR; computational chemistry and molecular design; chemoinformatics; screening techniques and screening interfaces; analytical and purification methods; robotics, automation and miniaturization; targeted libraries; display libraries; peptides and peptoids; proteins; oligonucleotides; carbohydrates; natural diversity; new methods of library formulation and deconvolution; directed evolution, origin of life and recombination; search techniques, landscapes, random chemistry and more;
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