Genetic and Cheminformatic Characterization of Mycobacterium tuberculosis Inhibitors Discovered in the Molecular Libraries Small Molecule Repository

IF 4 2区 医学 Q2 CHEMISTRY, MEDICINAL
Ifeanyichukwu E. Eke, John T. Williams and Robert B. Abramovitch*, 
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Abstract

High-throughput screening (HTS) of small molecules is a starting point for many drug development pipelines, including tuberculosis. These screens often result in multiple hits whose mechanisms of action remain unknown. From our initial HTS of the Molecular Libraries Small Molecule Repository (MLSMR), we cherry-picked 935 compounds that inhibited the growth of Mycobacterium tuberculosis and set out to provide an early assessment of their antimycobacterial properties and mechanism of action. To characterize the MLSMR Mtb growth inhibitors, a combination of cheminformatics and targeted mutant screening against mutants in katG, hadAB, and a mixed pool of mmpL3 mutants was used to characterize the hits. As a validation of this approach, we identified 101 isoniazid analogs that predictably lose all their antimycobacterial activities against the katG mutant. Interestingly, eight isoniazid analogs retain part of their activity against the mutant, suggesting an alternative KatG-independent mechanism. This approach also identified new compounds belonging to already known scaffolds that target HadAB or MmpL3. Additionally, we explored the nitro-containing compounds in our data set and discovered nitrofuranyl benzothiazoles that show enhanced activity against the mmpL3 and katG mutants, a phenomenon known as collateral sensitivity. Overall, this study will serve as an important resource for further follow-up studies of antitubercular small molecules in the MLSMR library and provide a well-characterized training set for artificial intelligence-driven antimycobacterial drug discovery.

在分子文库小分子库中发现的结核分枝杆菌抑制剂的遗传和化学信息学特征
小分子高通量筛选(HTS)是包括结核病在内的许多药物开发管道的起点。这些筛选往往会产生多个作用机制尚不清楚的新药。从分子库小分子库(MLSMR)的初始 HTS 中,我们挑选出了 935 个抑制结核分枝杆菌生长的化合物,并着手对其抗结核特性和作用机制进行早期评估。为了确定 MLSMR Mtb 生长抑制剂的特性,我们结合了化学信息学和针对 katG、hadAB 突变体以及 mmpL3 突变体混合池的靶向突变体筛选,以确定这些命中化合物的特性。作为对这一方法的验证,我们鉴定出 101 种异烟肼类似物,这些类似物对 katG 突变体可预测地丧失了所有抗霉菌活性。有趣的是,有 8 种异烟肼类似物保留了对突变体的部分活性,这表明存在另一种不依赖于 KatG 的机制。这种方法还发现了属于已知支架、靶向 HadAB 或 MmpL3 的新化合物。此外,我们还探索了数据集中的含硝基化合物,发现了硝基呋喃苯并噻唑,它们对 mmpL3 和 katG 突变体的活性增强,这种现象被称为附带敏感性。总之,这项研究将成为进一步跟进 MLSMR 库中抗结核小分子研究的重要资源,并为人工智能驱动的抗霉菌药物发现提供了一个表征良好的训练集。
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来源期刊
ACS Infectious Diseases
ACS Infectious Diseases CHEMISTRY, MEDICINALINFECTIOUS DISEASES&nb-INFECTIOUS DISEASES
CiteScore
9.70
自引率
3.80%
发文量
213
期刊介绍: ACS Infectious Diseases will be the first journal to highlight chemistry and its role in this multidisciplinary and collaborative research area. The journal will cover a diverse array of topics including, but not limited to: * Discovery and development of new antimicrobial agents — identified through target- or phenotypic-based approaches as well as compounds that induce synergy with antimicrobials. * Characterization and validation of drug target or pathways — use of single target and genome-wide knockdown and knockouts, biochemical studies, structural biology, new technologies to facilitate characterization and prioritization of potential drug targets. * Mechanism of drug resistance — fundamental research that advances our understanding of resistance; strategies to prevent resistance. * Mechanisms of action — use of genetic, metabolomic, and activity- and affinity-based protein profiling to elucidate the mechanism of action of clinical and experimental antimicrobial agents. * Host-pathogen interactions — tools for studying host-pathogen interactions, cellular biochemistry of hosts and pathogens, and molecular interactions of pathogens with host microbiota. * Small molecule vaccine adjuvants for infectious disease. * Viral and bacterial biochemistry and molecular biology.
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