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理解酶()-诺卡屈嗪合成酶对醛和酮的混杂性。

Understanding the Enzyme ()-Norcoclaurine Synthase Promiscuity to Aldehydes and Ketones.

机构信息

Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, Brazil.

Departamento de Ciências Exatas, Universidade do Estado de Minas Gerais, João Monlevade, Minas Gerais 35930-314, Brazil.

出版信息

J Chem Inf Model. 2024 Jun 10;64(11):4462-4474. doi: 10.1021/acs.jcim.3c01773. Epub 2024 May 22.

Abstract

The ()-norcoclaurine synthase from (NCS) stereoselectively catalyzes the Pictet-Spengler reaction between dopamine and 4-hydroxyphenylacetaldehyde to give ()-norcoclaurine. NCS can catalyze the Pictet-Spengler reaction with various aldehydes and ketones, leading to diverse tetrahydroisoquinolines. This substrate promiscuity positions NCS as a highly promising enzyme for synthesizing fine chemicals. Understanding carbonyl-containing substrates' structural and electronic signatures that influence NCS activity can help expand its applications in the synthesis of different compounds and aid in protein optimization strategies. In this study, we investigated the influence of the molecular properties of aldehydes and ketones on their reactivity in the NCS-catalyzed Pictet-Spengler reaction. Initially, we compiled a library of reactive and unreactive compounds from previous publications. We also performed enzymatic assays using nuclear magnetic resonance to identify some reactive and unreactive carbonyl compounds, which were then included in the library. Subsequently, we employed QSAR and DFT calculations to establish correlations between substrate-candidate structures and reactivity. Our findings highlight correlations of structural and stereoelectronic features, including the electrophilicity of the carbonyl group, to the reactivity of aldehydes and ketones toward the NCS-catalyzed Pictet-Spengler reaction. Interestingly, experimental data of seven compounds out of fifty-three did not correlate with the electrophilicity of the carbonyl group. For these seven compounds, we identified unfavorable interactions between them and the NCS. Our results demonstrate the applications of techniques in understanding enzyme promiscuity and specificity, with a particular emphasis on machine learning methodologies, DFT electronic structure calculations, and molecular dynamic (MD) simulations.

摘要

()-去甲乌药堿合酶(NCS)能立体选择性地催化多巴胺和 4-羟基苯乙醛之间的Pictet-Spengler 反应,生成()-去甲乌药堿。NCS 可以催化各种醛和酮的 Pictet-Spengler 反应,生成不同的四氢异喹啉。这种底物的混杂性使 NCS 成为合成精细化学品的极具前景的酶。了解含羰基底物的结构和电子特征,这些特征会影响 NCS 的活性,可以帮助拓展其在合成不同化合物中的应用,并有助于蛋白质优化策略。在这项研究中,我们研究了醛和酮的分子性质对其在 NCS 催化的 Pictet-Spengler 反应中的反应性的影响。首先,我们从以前的文献中编制了一个包含活性和非活性化合物的库。我们还使用核磁共振进行了酶促测定,以鉴定一些活性和非活性的羰基化合物,然后将其纳入库中。随后,我们采用 QSAR 和 DFT 计算来建立底物候选结构与反应性之间的相关性。我们的研究结果突出了结构和立体电子特征的相关性,包括羰基的电负性,与醛和酮对 NCS 催化的 Pictet-Spengler 反应的反应性有关。有趣的是,53 个化合物中有七个化合物的实验数据与羰基的电负性没有相关性。对于这七个化合物,我们确定了它们与 NCS 之间存在不利的相互作用。我们的结果展示了 技术在理解酶的混杂性和特异性方面的应用,特别强调了机器学习方法、DFT 电子结构计算和分子动力学(MD)模拟。

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