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Catalytic Redundancies and Conformational Plasticity Drives Selectivity and Promiscuity in Quorum Quenching Lactonases 催化冗余和构象可塑性驱动了法定量淬灭乳酸菌酶的选择性和杂交性
Pub Date : 2024-08-23 DOI: 10.1021/jacsau.4c00404
Marina Corbella, Joe Bravo, Andrey O. Demkiv, Ana Rita Calixto, Kitty Sompiyachoke, Celine Bergonzi, Alfie-Louise R. Brownless, Mikael H. Elias, Shina Caroline Lynn Kamerlin
Several enzymes from the metallo-β-lactamase-like family of lactonases (MLLs) degrade N-acyl L-homoserine lactones (AHLs). They play a role in a microbial communication system known as quorum sensing, which contributes to pathogenicity and biofilm formation. Designing quorum quenching (QQ) enzymes that can interfere with this communication allows them to be used in a range of industrial and biomedical applications. However, tailoring these enzymes for specific communication signals requires a thorough understanding of their mechanisms and the physicochemical properties that determine their substrate specificities. We present here a detailed biochemical, computational, and structural study of GcL, which is a highly proficient and thermostable MLL with broad substrate specificity. We show that GcL not only accepts a broad range of substrates but also hydrolyzes these substrates through at least two different mechanisms. Further, the preferred mechanism appears to depend on both the substrate structure and/or the nature of the residues lining the active site. We demonstrate that other lactonases, such as AiiA and AaL, show similar mechanistic promiscuity, suggesting that this is a shared feature among MLLs. Mechanistic promiscuity has been seen previously in the lactonase/paraoxonase PON1, as well as with protein tyrosine phosphatases that operate via a dual general acid mechanism. The apparent prevalence of this phenomenon is significant from both a biochemical and protein engineering perspective: in addition to optimizing for specific substrates, it may be possible to optimize for specific mechanisms, opening new doors not just for the design of novel quorum quenching enzymes but also of other mechanistically promiscuous enzymes.
金属-β-内酰胺酶样内酯酶家族(MLLs)中有几种酶能降解 N-酰基 L-高丝氨酸内酯(AHLs)。它们在称为 "法定人数感应 "的微生物通讯系统中发挥作用,而法定人数感应是致病性和生物膜形成的原因之一。设计出能够干扰这种交流的法定人数淬灭(QQ)酶,可将其用于一系列工业和生物医学应用。然而,要针对特定的通讯信号定制这些酶,就必须彻底了解它们的机制以及决定其底物特异性的理化特性。我们在此对 GcL 进行了详细的生物化学、计算和结构研究,GcL 是一种具有广泛底物特异性的高效恒温 MLL。我们发现 GcL 不仅能接受多种底物,还能通过至少两种不同的机制水解这些底物。此外,优先选择的机制似乎取决于底物结构和/或活性位点残基的性质。我们证明,其他内酯酶,如 AiiA 和 AaL,也表现出类似的机制杂乱性,这表明这是 MLLs 的共同特征。以前在内酯酶/paraoxonase PON1 以及通过双通式酸机制运作的蛋白酪氨酸磷酸酶中也曾出现过机理杂交现象。从生物化学和蛋白质工程学的角度来看,这种现象的明显普遍性具有重要意义:除了针对特定底物进行优化外,还有可能针对特定机制进行优化,这不仅为设计新型法定量淬灭酶打开了新的大门,也为设计其他机制杂乱的酶打开了新的大门。
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引用次数: 0
Structure Distortion Endows Copper Nanoclusters with Surface-Active Uncoordinated Sites for Boosting Catalysis 结构畸变赋予纳米铜簇表面活性非配位位点以促进催化反应
Pub Date : 2024-08-22 DOI: 10.1021/jacsau.4c00574
Jing Sun, Qingyuan Wu, Xiaodan Yan, Lei Li, Xiongkai Tang, Xuekun Gong, Bingzheng Yan, Qinghua Xu, Qingxiang Guo, Jinlu He, Hui Shen
The utilization of structure distortion to modulate the electronic structure and alter catalytic properties of metallic nanomaterials is a well-established practice, but accurately identifying and comprehensively understanding these distortions present significant challenges. Ligand-stabilized metal nanoclusters with well-defined structures serve as exemplary model systems to illustrate the structure chemistry of nanomaterials, among which few studies have investigated nanocluster models that incorporate structural distortions. In this work, a novel copper hydride nanocluster, Cu42(PPh3)8(RS)4(CF3COO)10(CH3O)4H10 (Cu42; PPh3 is triphenylphosphine and RSH is 2,4-dichlorophenylthiol), with a highly twisted structure has been synthesized in a simple way. Structural analysis reveals Cu42 comprises two Cu25 units that are conjoined in a nearly orthogonal manner. The dramatic distortion in the metal framework, which is driven by multiple interactions from the surface ligands, endows the cluster with a rich array of uncoordinated metal sites on the surface. The resulting cluster, as envisioned, exhibits remarkable activity in catalyzing carbonylation of anilines. The findings from this study not only provides atomically precise insights into the structural distortions that are pertinent to nanoparticle catalysts but also underscores the potential of structurally distorted NCs as a burgeoning generation of catalysts with precise structures and outstanding performances that can be tailored for specific functions.
利用结构畸变来调节金属纳米材料的电子结构并改变其催化特性是一种行之有效的做法,但准确识别和全面理解这些畸变是一项重大挑战。配体稳定的金属纳米簇具有定义明确的结构,是说明纳米材料结构化学性质的典范模型系统,其中很少有研究对包含结构畸变的纳米簇模型进行调查。本研究以简单的方法合成了具有高度扭曲结构的新型氢化物铜纳米簇 Cu42(PPh3)8(RS)4(CF3COO)10(CH3O)4H10(Cu42;PPh3 为三苯基膦,RSH 为 2,4-二氯苯硫醇)。结构分析表明,Cu42 由两个几乎正交连接的 Cu25 单元组成。在表面配体的多重作用下,金属框架发生了剧烈扭曲,从而使该簇表面具有丰富的非配位金属位点阵列。由此产生的簇在催化苯胺羰基化过程中表现出卓越的活性。这项研究的发现不仅从原子上精确地揭示了与纳米粒子催化剂相关的结构畸变,而且还强调了结构畸变的 NCs 作为新一代催化剂的潜力,它具有精确的结构和出色的性能,可针对特定功能进行定制。
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引用次数: 0
Engineering Oxygen-Independent NADH Oxidase Integrated with Electrocatalytic FAD Cofactor Regeneration 与电催化 FAD 辅因子再生相结合的不依赖氧气的 NADH 氧化酶工程学
Pub Date : 2024-08-21 DOI: 10.1021/jacsau.4c00528
Mengjie Hou, Jing Yuan, Xinyu Dong, Yingjie Wang, Shihe Yang, Jiali Gao
An electrochemically mediated enzyme process for nicotinamide adenine dinucleotide (NADH) oxidation and biosensing has been developed in which the oxygen-dependent activities of wild-type NADH oxidase are replaced by electrochemical regeneration of the flavin adenine dinucleotide (FAD) cofactor in the active site. Consequently, the present bioelectrocatalysis does not rely on a continuous oxygen supply through bubbling air or pure oxygen in biosynthetic applications, which reduces enzyme stability. The coupled electrochemical and enzymatic catalysis is achieved through a combination of enzyme immobilization on the electrode and electrochemical oxidation of FADH2 in the active site mediated by the electron transfer mediator ferrocene carboxylic acid (FcCA). Furthermore, to minimize the effect of dissolved oxygen when the electrocatalytic process is exposed to air, we successfully designed mutations at the Leu40 and Cys42 sites of Leuconostoc mesenteroides (LmNOx) to block the oxygen passage into the active site and to eliminate the native FAD cofactor regeneration half-reaction. The engineered enzymes, whose activities are significantly reduced or inactive in solution, are electrocatalytically active toward conversion of NADH to NAD+, demonstrating successful FAD cofactor regeneration in the active site via electrochemistry. Finally, we developed two highly responsive electrochemical biosensors for NADH detection which has a superior substrate specific to standard detectors using metal electrodes, and comparable detection range and detection limit (1–3 μM).
目前已开发出一种用于烟酰胺腺嘌呤二核苷酸(NADH)氧化和生物传感的电化学介导酶过程,其中野生型 NADH 氧化酶的氧依赖性活动被活性位点中的黄素腺嘌呤二核苷酸(FAD)辅助因子的电化学再生所取代。因此,在生物合成应用中,本生物电催化技术不依赖于通过气泡空气或纯氧持续供氧,这降低了酶的稳定性。通过将酶固定在电极上,并在二茂铁羧酸(FcCA)电子传递介质的介导下,对活性位点中的 FADH2 进行电化学氧化,从而实现电化学与酶的耦合催化。此外,为了将电催化过程暴露在空气中时溶解氧的影响降到最低,我们成功地设计了介孔芽孢杆菌(LmNOx)Leu40 和 Cys42 位点的突变,以阻止氧气进入活性位点,并消除原生 FAD 辅因子再生半反应。经过改造的酶在溶液中的活性明显降低或失去活性,但在将 NADH 转化为 NAD+ 的过程中却具有电催化活性,这表明通过电化学作用,活性位点中的 FAD 辅助因子成功再生。最后,我们开发了两种用于检测 NADH 的高灵敏度电化学生物传感器,其底物特异性优于使用金属电极的标准检测器,检测范围和检测限(1-3 μM)也相当。
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引用次数: 0
Asparagusic Golgi Trackers Asparagusic 高尔基体跟踪器
Pub Date : 2024-08-20 DOI: 10.1021/jacsau.4c00487
Saidbakhrom Saidjalolov, Xiao-Xiao Chen, Julia Moreno, Michael Cognet, Luis Wong-Dilworth, Francesca Bottanelli, Naomi Sakai, Stefan Matile
Thiol-mediated uptake (TMU) is thought to occur through dynamic covalent cascade exchange networks. Here we show that the cascade accounting for TMU of asparagusic acid derivatives (AspA) ends in the Golgi apparatus (G) and shifts from disulfide to thioester exchange with palmitoyl transferases as the final exchange partner. As a result, AspA combined with pH-sensitive fluoresceins, red-shifted silicon-rhodamines, or mechanosensitive flipper probes selectively labels the Golgi apparatus in fluorescence microscopy images in living and fixed cells. AspA Golgi trackers work without cellular engineering and excel with speed, simplicity, generality, and compatibility with G/ER and cis/trans discrimination, morphological changes, anterograde vesicular trafficking, and superresolution imaging by stimulated emission depletion microscopy. Golgi flippers in particular can image membrane order and tension in the Golgi and, if desired, at the plasma membrane during TMU.
硫醇介导的吸收(TMU)被认为是通过动态共价级联交换网络发生的。在这里,我们发现天冬酰胺酸衍生物(AspA)的硫醇介导吸收级联在高尔基体(G)中结束,并从二硫化物交换转变为以棕榈酰转移酶为最终交换伙伴的硫酯交换。因此,在活细胞和固定细胞的荧光显微镜图像中,AspA 与对 pH 值敏感的荧光素、对红光敏感的硅-罗丹明或对机械敏感的翻转探针相结合,可选择性地标记高尔基体。AspA 高尔基体跟踪器无需细胞工程即可工作,而且速度快、简单、通用性强,与 G/ER 和顺式/反式鉴别、形态变化、逆行囊泡贩运以及通过受激发射耗竭显微镜进行超分辨率成像兼容。高尔基体翻转器尤其能对高尔基体中的膜秩序和膜张力进行成像,如果需要,还能对 TMU 期间的质膜进行成像。
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引用次数: 0
Unearthing the Real-Time Excited State Dynamics from Antenna to Rare Earth Ions Using Ultrafast Transient Absorption 利用超快瞬态吸收揭示从天线到稀土离子的实时激发态动态
Pub Date : 2024-08-20 DOI: 10.1021/jacsau.4c00468
Waygen Thor, Hei-Yui Kai, Yik-Hoi Yeung, Yue Wu, Tsz-Lam Cheung, Leo K. B. Tam, Yonghong Zhang, Loïc J. Charbonnière, Peter A. Tanner, Ka-Leung Wong
The conventional energy transfer pathway in organic lanthanide complexes is purported to be from the excited singlet state of the chromophore to the triplet state and subsequently directly to the emitting state of the trivalent lanthanide ion. In this work, we found that the energy transfer occurs from the triplet state to the nearest energy level, instead of directly to the emitting state of the lanthanide ion. The triplet decay rate for different lanthanide ions follows an energy gap law from the triplet level to the receiving level of the lanthanide ion. Three different categories of complexes were synthesized and inspected using different techniques, demonstrating the universality of our findings. This work renews the insights to conventional findings, highlighting the importance of the energy gap between the triplet state and the nearest lanthanide energy level in optimization of light harvesting. The rationale of ligand design of chromophores should be reconsidered, leading to various applications of lanthanide complexes with enhanced quantum yield and brightness.
有机镧系配合物的传统能量转移途径据称是从发色团的激发单重态到三重态,然后直接到三价镧系离子的发射态。在这项研究中,我们发现能量转移是从三重态到最近的能级,而不是直接到镧系离子的发射态。不同镧系离子的三重态衰变率遵循从三重态能级到镧系离子接收能级的能隙定律。我们用不同的技术合成并检测了三类不同的络合物,证明了我们发现的普遍性。这项工作更新了对传统发现的认识,强调了三重态与最近的镧系元素能级之间的能隙在优化光收集方面的重要性。应重新考虑发色团配体设计的基本原理,从而提高镧系配合物的量子产率和亮度。
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引用次数: 0
Hydride Shuttle Catalysis: From Conventional to Inverse Mode 氢化物穿梭催化:从传统模式到反向模式
Pub Date : 2024-08-19 DOI: 10.1021/jacsau.4c00532
Iakovos Saridakis, Immo Klose, Benjamin T. Jones, Nuno Maulide
Hydride shuttle catalysis has emerged as a powerful synthetic platform, enabling the selective formation of C–C bonds to yield sp3-rich structures. By virtue of the compelling reactivity of sterically encumbered Lewis acids from the frustrated Lewis pair regime, hydride shuttle catalysis enables the regioselective functionalization of alkyl amines at either the α- or β-position. In contrast to classical Lewis acid reactivity, the increased steric hindrance prevents interaction with the Lewis basic amine itself, instead leading to reversible abstraction of a hydride from the amine α-carbon. The created positive charge facilitates the occurrence of transformations before hydride rebound or a similar capture event happen. In this Perspective, we outline a broad selection of transformations featuring hydride shuttle catalysis, as well as the recently developed approach of inverse hydride shuttle catalysis. Both strategies give rise to a wide array of functionalized amines and offer elegant approaches to otherwise elusive bond formations.
氢化物穿梭催化已成为一种功能强大的合成平台,可选择性地形成 C-C 键,从而产生富含 sp3 的结构。氢化物穿梭催化利用受立体阻碍的路易斯酸在受挫路易斯对体系中的强反应性,实现了烷基胺在α位或β位的区域选择性官能化。与经典的路易斯酸反应性不同的是,增加的立体阻碍阻止了与路易斯碱性胺本身的相互作用,反而导致从胺的α-碳上可逆地抽取氢化物。产生的正电荷有利于在氢化物反弹或类似俘获事件发生之前实现转化。在本《视角》中,我们概述了以氢化物穿梭催化为特征的多种转化选择,以及最近开发的反氢化物穿梭催化方法。这两种策略都能产生多种功能化胺,并为难以捉摸的键的形成提供了优雅的方法。
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引用次数: 0
Tetraphenylanthraquinone and Dihydroxybenzene-Tethered Conjugated Microporous Polymer for Enhanced CO2 Uptake and Supercapacitive Energy Storage 用于增强二氧化碳吸收和超级电容式储能的四苯基蒽醌和二羟基苯系共轭微孔聚合物
Pub Date : 2024-08-16 DOI: 10.1021/jacsau.4c00537
Mohamed Gamal Mohamed, Chia-Chi Chen, Mervat Ibrahim, Aya Osama Mousa, Mohamed Hammad Elsayed, Yunsheng Ye, Shiao-Wei Kuo
Conjugated microporous polymers (CMPs) feature extended excellent porosity properties and fully conjugated electronic systems, making them highly effective for several uses, including photocatalysis, dye adsorption, CO2 capture, supercapacitors, and so on. These polymers are known for their high specific surface area and adjustable porosity. To synthesize DHTP-CMPs (specifically TPE-DHTP CMP and Anthra-DHTP CMP) with abundant nitrogen (N) and oxygen (O) adsorption sites and spherical structures, we employed a straightforward Schiff-base [4 + 2] condensation reaction. This involved using 2,5-dihydroxyterephthalaldehyde (DHTP-2CHO) as the primary building block and phenolic OH group source, along with two distinct structures: 4,4′,4″,4”’-(ethene-1,1,2,2-tetrayl)tetraaniline (TPE-4NH2) and 4,4′,4″,4”’-(anthracene-9,10-diylidenebis(methanediylylidene))tetraaniline (Anthra-4Ph-4NH2). The synthesized Anthra-DHTP CMP had a remarkable BET surface area (BETSA) of 431 m2 g–1. Additionally, it exhibited outstanding thermal stability, as shown by a Td10 of 505 °C. Furthermore, for practical implementation, the Anthra-DHTP CMP demonstrates a significant capacity for capturing CO2, measuring 1.85 mmol g–1 at a temperature of 273 K and 1 bar. In a three-electrode test, the Anthra-DHTP CMP has a remarkable specific capacitance of 121 F g–1 at 0.5 A g–1. Furthermore, even after undergoing 5000 cycles, it maintains a capacitance retention rate of 79%. Due to their outstanding pore characteristics, abundant N and O, and conjugation properties, this Anthtra-DHTP CMP holds significant potential for CO2 capture and supercapacitor applications. This work will pave the way for the development of materials based on DHTP-CMPs and their postmodification with additional groups, facilitating their use in photocatalysis, photodegradation, lithium battery applications, and so on.
共轭微孔聚合物(CMPs)具有扩展的优异孔隙率特性和完全共轭的电子系统,因此在光催化、染料吸附、二氧化碳捕获、超级电容器等多种用途上都非常有效。这些聚合物以高比表面积和可调孔隙率著称。为了合成具有大量氮(N)和氧(O)吸附位点和球形结构的 DHTP-CMP(特别是 TPE-DHTP CMP 和 Anthra-DHTP CMP),我们采用了一种简单的席夫碱 [4 + 2] 缩合反应。该反应以 2,5-二羟基对苯二甲醛(DHTP-2CHO)为主要结构单元和酚羟基来源,并具有两种不同的结构:4,4′,4″,4"'-(ethene-1,1,2,2-tetrayl)tetraaniline (TPE-4NH2) 和 4,4′,4″,4"'-(anthracene-9,10-diylidenebis(methanediylylidene))tetraaniline (Anthra-4Ph-4NH2) 两种不同的结构。合成的 Anthra-DHTP CMP 具有显著的 BET 表面积(BETSA),达到 431 m2 g-1。此外,它还具有出色的热稳定性,Td10 为 505 ℃。此外,在实际应用中,Anthra-DHTP CMP 还具有显著的二氧化碳捕获能力,在温度为 273 K、压力为 1 bar 时,捕获量为 1.85 mmol g-1。在三电极测试中,Anthra-DHTP CMP 在 0.5 A g-1 时的比电容高达 121 F g-1。此外,即使在经历 5000 次循环后,其电容保持率仍高达 79%。由于其出色的孔隙特征、丰富的 N 和 O 以及共轭特性,这种 Anthtra-DHTP CMP 在二氧化碳捕获和超级电容器应用方面具有巨大潜力。这项工作将为开发基于 DHTP-CMP 的材料及其与其他基团的后修饰铺平道路,从而促进其在光催化、光降解、锂电池应用等方面的应用。
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引用次数: 0
Photoexcitation-Assisted Molecular Doping for High-Performance Polymeric Thermoelectric Materials 光激发辅助分子掺杂实现高性能聚合物热电材料
Pub Date : 2024-08-15 DOI: 10.1021/jacsau.4c00567
Zhen Ji, Zhiyi Li, Xiaojuan Dai, Lanyi Xiang, Yue Zhao, Dongyang Wang, Xiao Zhang, Liyao Liu, Zhiyuan Han, Lixin Niu, Yuqiu Di, Ye Zou, Chong-an Di, Daoben Zhu
Molecular doping plays a crucial role in modulating the performance of polymeric semiconductor (PSC) materials and devices. Despite the development of numerous molecular dopants and doping methods over the past few decades, achieving highly efficient doping of PSCs remains challenging, primarily because of the inadequate matching of frontier energy levels between the host polymers and the dopants, which is critical for facilitating charge transfer. In this work, we introduce a novel doping method termed photoexcitation-assisted molecular doping (PE-MD), capable of transcending limitations imposed by energy level disparities through the mediation of efficient photoinduced electron transfer between polymers and dopants. This approach significantly amplifies the electrical conductivity of the PDPP4T polymer, increasing it by more than 4 orders of magnitude to a maximum value of 349.67 S cm–1. Given that only the irradiated region experiences a substantial increase in doping level, the PE-MD process facilitates the photoresist-free and precise patterning of doped polymers at a resolution down to 1 μm. Furthermore, the enhanced electrical conductivity of the photoexcitation-assisted molecularly doped PDPP4T film promotes efficient thermoelectric conversion, yielding an impressive initial power factor of 226.1 μW m–1 K–2 and a figure-of-merit (ZT) of 0.18, accompanied by improved thermal and ambient stability. The PE-MD strategy not only remarkably elevates the doping level of PSCs toward efficient thermoelectric conversion but also preserves the easy processability of flexible and integrated devices.
分子掺杂在调节聚合物半导体(PSC)材料和器件的性能方面发挥着至关重要的作用。尽管在过去几十年中开发了许多分子掺杂剂和掺杂方法,但实现对 PSC 的高效掺杂仍然具有挑战性,这主要是因为宿主聚合物和掺杂剂之间的前沿能级匹配不足,而前沿能级是促进电荷转移的关键。在这项工作中,我们介绍了一种称为光激发辅助分子掺杂(PE-MD)的新型掺杂方法,它能够通过介导聚合物与掺杂剂之间高效的光诱导电子转移,超越能级差异所带来的限制。这种方法大大提高了 PDPP4T 聚合物的导电性,将其提高了 4 个数量级以上,最大值达到 349.67 S cm-1。鉴于只有辐照区域的掺杂水平会大幅提高,PE-MD 工艺有助于在分辨率低至 1 μm 的情况下对掺杂聚合物进行无光刻胶精确图案化。此外,光激发辅助分子掺杂 PDPP4T 薄膜的导电性增强,促进了高效热电转换,产生了令人印象深刻的 226.1 μW m-1 K-2 初始功率因数和 0.18 的功率因数(ZT),同时提高了热稳定性和环境稳定性。PE-MD 策略不仅显著提高了 PSCs 的掺杂水平,实现了高效热电转换,而且还保持了柔性集成器件的易加工性。
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引用次数: 0
Toward Efficient and Unified Treatment of Static and Dynamic Correlations in Generalized Kohn–Sham Density Functional Theory 实现广义科恩-沙姆密度泛函理论中静态和动态相关性的高效统一处理
Pub Date : 2024-08-12 DOI: 10.1021/jacsau.4c00488
Yizhen Wang, Zihan Lin, Runhai Ouyang, Bin Jiang, Igor Ying Zhang, Xin Xu
Accurate description of the static correlation poses a persistent challenge in electronic structure theory, particularly when it has to be concurrently considered with the dynamic correlation. We develop here a method in the generalized Kohn–Sham density functional theory (DFT) framework, named R-xDH7-SCC15, which achieves an unprecedented accuracy in capturing the static correlation, while maintaining a good description of the dynamic correlation on par with the state-of-the-art DFT and wave function theory methods, all grounded in the same single-reference black-box methodology. Central to R-xDH7-SCC15 is a general-purpose static correlation correction (SCC) model applied to the renormalized XYG3-type doubly hybrid method (R-xDH7). The SCC model development involves a hybrid machine learning strategy that integrates symbolic regression with nonlinear parameter optimization, aiming to achieve a balance between generalization capability, numerical accuracy, and interpretability. Extensive benchmark studies confirm the robustness and broad applicability of R-xDH7-SCC15 across a diverse array of main-group chemical scenarios. Notably, it displays exceptional aptitude in accurately characterizing intricate reaction kinetics and dynamic processes in regions distant from equilibrium, where the influence of static correlation is most profound. Its capability to consistently and efficiently predict the whole energy profiles, activation barriers, and reaction pathways within a user-friendly “black-box” framework represents an important advance in the field of electronic structure theory.
准确描述静态相关性是电子结构理论中的一项长期挑战,尤其是在必须同时考虑动态相关性的情况下。我们在这里开发了一种广义 Kohn-Sham 密度泛函理论(DFT)框架下的方法,命名为 R-xDH7-SCC15,它在捕捉静态相关性方面达到了前所未有的精确度,同时保持了对动态相关性的良好描述,与最先进的 DFT 和波函数理论方法相当,所有这些都基于相同的单参考黑箱方法。R-xDH7-SCC15 的核心是一个通用的静态相关性校正(SCC)模型,它应用于重正化 XYG3 型双混合方法(R-xDH7)。SCC 模型的开发采用了混合机器学习策略,将符号回归与非线性参数优化相结合,旨在实现泛化能力、数值精度和可解释性之间的平衡。广泛的基准研究证实了 R-xDH7-SCC15 在各种主族化学情景中的稳健性和广泛适用性。值得注意的是,它在准确描述远离平衡区域的复杂反应动力学和动态过程方面表现出了非凡的能力,在这些区域,静态相关性的影响最为深刻。它能够在用户友好的 "黑盒 "框架内持续有效地预测整个能量曲线、活化障碍和反应路径,是电子结构理论领域的一个重要进步。
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引用次数: 0
Machine Learning Optimizing Enzyme/ZIF Biocomposites for Enhanced Encapsulation Efficiency and Bioactivity 机器学习优化酶/ZIF 生物复合材料,提高封装效率和生物活性
Pub Date : 2024-08-12 DOI: 10.1021/jacsau.4c00485
Weibin Liang, Sisi Zheng, Ying Shu, Jun Huang
In this study, we present the first example of using a machine learning (ML)-assisted design strategy to optimize the synthesis formulation of enzyme/ZIFs (zeolitic imidazolate framework) for enhanced performance. Glucose oxidase (GOx) and horseradish peroxidase (HRP) were chosen as model enzymes, while Zn(eIM)2 (eIM = 2-ethylimidazolate) was selected as the model ZIF to test our ML-assisted workflow paradigm. Through an iterative ML-driven training-design-synthesis-measurement workflow, we efficiently discovered GOx/ZIF (G151) and HRP/ZIF (H150) with their overall performance index (OPI) values (OPI represents the product of encapsulation efficiency (E in %), retained enzymatic activity (A in %), and thermal stability (T in %)) at least 1.3 times higher than those in systematic seed data studies. Furthermore, advanced statistical methods derived from the trained random forest model qualitatively and quantitatively reveal the relationship among synthesis, structure, and performance in the enzyme/ZIF system, offering valuable guidance for future studies on enzyme/ZIFs. Overall, our proposed ML-assisted design strategy holds promise for accelerating the development of enzyme/ZIFs and other enzyme immobilization systems for biocatalysis applications and beyond, including drug delivery and sensing, among others.
在本研究中,我们首次举例说明了如何利用机器学习(ML)辅助设计策略来优化酶/ZIF(唑基咪唑酸框架)的合成配方,以提高其性能。葡萄糖氧化酶(GOx)和辣根过氧化物酶(HRP)被选为模型酶,而 Zn(eIM)2(eIM = 2-乙基咪唑酸盐)被选为模型 ZIF,以测试我们的 ML 辅助工作流程范例。通过迭代式 ML 驱动的 "训练-设计-合成-测量 "工作流程,我们高效地发现了 GOx/ZIF (G151) 和 HRP/ZIF (H150),其总体性能指数(OPI)值(OPI 表示封装效率(E,单位 %)、保留酶活性(A,单位 %)和热稳定性(T,单位 %)的乘积)至少是系统种子数据研究的 1.3 倍。此外,从训练有素的随机森林模型中得出的先进统计方法定性和定量地揭示了酶/ZIF 系统中合成、结构和性能之间的关系,为今后的酶/ZIF 研究提供了宝贵的指导。总之,我们提出的 ML 辅助设计策略有望加速酶/ZIF 及其他酶固定化系统的开发,使其应用于生物催化及其他领域,包括药物输送和传感等。
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