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Concurrent Subcellular Delivery of Hydrogen Sulfide and a Payload with Near-Infrared Light 用近红外光同时向亚细胞输送硫化氢和有效载荷
Pub Date : 2024-07-05 DOI: 10.1021/jacsau.4c00445
Katarzyna Hanc, Hana Janeková, Peter Štacko
Hydrogen sulfide (H2S) is a gaseous signaling molecule, exerting crucial regulatory functions in organelles and cellular environments. H2S exhibits high therapeutic potential and synergistic effects with other drugs, and its potency is notably enhanced through organelle-specific targeting. Yet, the navigation of light-activated H2S donors to specific organelles remains absent. Here, we report the first organelle-specific photocage that simultaneously delivers H2S and a payload with subcellular precision to mitochondria of live human cells using tissue-penetrating near-infrared light as a trigger. The fluorogenic payload enables real-time monitoring of the process, and we demonstrate the concurrent uncaging in mitochondria through a combination of fluorescence microscopy and mitochondria-specific fluorescent probes. We anticipate that these photocages will permit the precise delivery of H2S-drug combinations with exceptional spatiotemporal control, thereby driving the harnessing of known synergistic effects and the discovery of novel therapeutic strategies.
硫化氢(H2S)是一种气态信号分子,在细胞器和细胞环境中发挥着重要的调节功能。H2S 具有很高的治疗潜力,并能与其他药物产生协同效应。然而,将光激活的 H2S 供体导航到特定细胞器的方法仍然缺乏。在这里,我们报告了首个细胞器特异性光笼子,它利用组织穿透性近红外线作为触发器,同时将 H2S 和有效载荷亚细胞精确地输送到活人体细胞的线粒体。通过荧光显微镜和线粒体特异性荧光探针的组合,我们展示了线粒体中的同步解笼过程。我们预计,这些光电笼将允许以卓越的时空控制精确输送 H2S-药物组合,从而推动已知协同效应的利用和新型治疗策略的发现。
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引用次数: 0
Gonococcal Mimitope Vaccine Candidate Forms a Beta-Hairpin Turn and Binds Hydrophobically to a Therapeutic Monoclonal Antibody 淋球菌亚拟态候选疫苗形成β-发夹转折并与治疗性单克隆抗体亲水结合
Pub Date : 2024-07-05 DOI: 10.1021/jacsau.4c00359
Peter T. Beernink, Cristina Di Carluccio, Roberta Marchetti, Linda Cerofolini, Sara Carillo, Alessandro Cangiano, Nathan Cowieson, Jonathan Bones, Antonio Molinaro, Luigi Paduano, Marco Fragai, Benjamin P. Beernink, Sunita Gulati, Jutamas Shaughnessy, Peter A. Rice, Sanjay Ram, Alba Silipo
The spread of multidrug-resistant strains of Neisseria gonorrhoeae, the etiologic agent of gonorrhea, represents a global health emergency. Therefore, the development of a safe and effective vaccine against gonorrhea is urgently needed. In previous studies, murine monoclonal antibody (mAb) 2C7 was raised against gonococcal lipooligosaccharide (LOS). mAb 2C7 elicits complement-dependent bactericidal activity against gonococci, and its glycan epitope is expressed by almost every clinical isolate. Furthermore, we identified a peptide, cyclic peptide 2 (CP2) that mimicked the 2C7 LOS epitope, elicited bactericidal antibodies in mice, and actively protected in a mouse vaginal colonization model. In this study, we performed structural analyses of mAb 2C7 and its complex with the CP2 peptide by X-ray crystallography, NMR spectroscopy, and molecular dynamics (MD) simulations. The crystal structure of Fab 2C7 bound to CP2 showed that the peptide adopted a beta-hairpin conformation and bound the Fab primarily through hydrophobic interactions. We employed NMR spectroscopy and MD simulations to map the 2C7 epitope and identify the bioactive conformation of CP2. We also used small-angle X-ray scattering (SAXS) and native mass spectrometry to obtain further information about the shape and assembly state of the complex. Collectively, our new structural information suggests strategies for humanizing mAb 2C7 as a therapeutic against gonococcal infection and for optimizing peptide CP2 as a vaccine antigen.
淋病的病原体--淋病奈瑟菌的耐多药菌株的传播是一个全球性的健康问题。因此,开发安全有效的淋病疫苗迫在眉睫。在之前的研究中,我们针对淋球菌脂寡糖(LOS)制备了小鼠单克隆抗体(mAb)2C7,mAb 2C7 对淋球菌具有补体依赖性杀菌活性,而且几乎所有临床分离株都表达了它的糖表位。此外,我们还发现了一种模仿 2C7 LOS 表位的多肽--环肽 2(CP2),它能在小鼠体内激发杀菌抗体,并在小鼠阴道定植模型中发挥积极的保护作用。在这项研究中,我们通过 X 射线晶体学、核磁共振光谱和分子动力学(MD)模拟,对 mAb 2C7 及其与 CP2 肽的复合物进行了结构分析。Fab 2C7 与 CP2 结合的晶体结构显示,CP2 肽采用 beta 发夹构象,主要通过疏水相互作用与 Fab 结合。我们利用核磁共振光谱和 MD 模拟绘制了 2C7 表位图,并确定了 CP2 的生物活性构象。我们还利用小角 X 射线散射(SAXS)和原生质谱获得了有关复合物形状和组装状态的更多信息。总之,我们的新结构信息为将 mAb 2C7 人源化为淋球菌感染的治疗药物以及将多肽 CP2 优化为疫苗抗原提供了策略建议。
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引用次数: 0
Tris-Silanide f-Block Complexes: Insights into Paramagnetic Influence on NMR Chemical Shifts 三硅烷基 f 块状配合物:揭示顺磁性对核磁共振化学位移的影响
Pub Date : 2024-07-04 DOI: 10.1021/jacsau.4c00466
Benjamin L. L. Réant, Fraser J. Mackintosh, Gemma K. Gransbury, Carlo Andrea Mattei, Barak Alnami, Benjamin E. Atkinson, Katherine L. Bonham, Jack Baldwin, Ashley J. Wooles, Iñigo J. Vitorica-Yrezabal, Daniel Lee, Nicholas F. Chilton, Stephen T. Liddle, David P. Mills
The paramagnetism of f-block ions has been exploited in chiral shift reagents and magnetic resonance imaging, but these applications tend to focus on 1H NMR shifts as paramagnetic broadening makes less sensitive nuclei more difficult to study. Here we report a solution and solid-state (ss) 29Si NMR study of an isostructural series of locally D3h-symmetric early f-block metal(III) tris-hypersilanide complexes, [M{Si(SiMe3)3}3(THF)2] (1-M; M = La, Ce, Pr, Nd, U); 1-M were also characterized by single crystal and powder X-ray diffraction, EPR, ATR-IR, and UV–vis–NIR spectroscopies, SQUID magnetometry, and elemental analysis. Only one SiMe3 signal was observed in the 29Si ssNMR spectra of 1-M, while two SiMe3 signals were seen in solution 29Si NMR spectra of 1-La and 1-Ce. This is attributed to dynamic averaging of the SiMe3 groups in 1-M in the solid state due to free rotation of the M–Si bonds and dissociation of THF from 1-M in solution to give the locally C3v-symmetric complexes [M{Si(SiMe3)3}3(THF)n] (n = 0 or 1), which show restricted rotation of M–Si bonds on the NMR time scale. Density functional theory and complete active space self-consistent field spin–orbit calculations were performed on 1-M and desolvated solution species to model paramagnetic NMR shifts. We find excellent agreement of experimental 29Si NMR data for diamagnetic 1-La, suggesting n = 1 in solution and reasonable agreement of calculated paramagnetic shifts of SiMe3 groups for 1-M (M = Pr and Nd); the NMR shifts for metal-bound 29Si nuclei could only be reproduced for diamagnetic 1-La, showing the current limitations of pNMR calculations for larger nuclei.
f 块离子的顺磁性已被用于手性位移试剂和磁共振成像中,但这些应用往往侧重于 1H NMR 位移,因为顺磁展宽使得敏感度较低的核更难研究。在此,我们报告了对等结构系列的局部 D3h 对称早期 f 块金属(III)三氢过硅烷配合物 [M{Si(SiMe3)3}3(THF)2] (1-M;M = La、Ce、Pr、Nd、U);1-M 还通过单晶和粉末 X 射线衍射、EPR、ATR-IR、UV-vis-NIR 光谱、SQUID 磁力测定法和元素分析进行了表征。在 1-M 的 29Si ssNMR 光谱中只观察到一个 SiMe3 信号,而在 1-La 和 1-Ce 的溶液 29Si NMR 光谱中则观察到两个 SiMe3 信号。这归因于 1-M 中的 SiMe3 基团在固态下因 M-Si 键的自由旋转而动态平均化,以及在溶液中 THF 从 1-M 中解离,得到局部 C3v 对称的复合物 [M{Si(SiMe3)3}3(THF)n](n = 0 或 1),这些复合物在 NMR 时间尺度上显示出 M-Si 键的受限旋转。我们对 1-M 和去溶解溶液物种进行了密度泛函理论和完整活性空间自洽场自旋轨道计算,以模拟顺磁 NMR 移动。我们发现二磁 1-La 的 29Si NMR 实验数据与计算结果非常吻合,表明溶液中 n = 1,而 1-M(M = Pr 和 Nd)SiMe3 基团的顺磁位移计算结果与计算结果也非常吻合;金属结合的 29Si 核的 NMR 位移只能在二磁 1-La 中重现,这表明目前 pNMR 计算对较大核的局限性。
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引用次数: 0
Imidazolium-Based Sulfonating Agent to Control the Degree of Sulfonation of Aromatic Polymers and Enable Plastics-to-Electronics Upgrading 基于咪唑的磺化剂可控制芳香族聚合物的磺化程度并实现塑料到电子产品的升级换代
Pub Date : 2024-07-03 DOI: 10.1021/jacsau.4c00355
Chun-Yuan Lo, Kelsey P. Koutsoukos, Dan My Nguyen, Yuhang Wu, David Alejandro Angel Trujillo, Tabitha Miller, Tulaja Shrestha, Ethan Mackey, Vidhika S. Damani, Uddhav Kanbur, Robert Opila, David C. Martin, David Kaphan, Laure V. Kayser
The accumulation of plastic waste in the environment is a growing environmental, economic, and societal challenge. Plastic upgrading, the conversion of low-value polymers to high-value materials, could address this challenge. Among upgrading strategies, the sulfonation of aromatic polymers is a powerful approach to access high-value materials for a range of applications, such as ion-exchange resins and membranes, electronic materials, and pharmaceuticals. While many sulfonation methods have been reported, achieving high degrees of sulfonation while minimizing side reactions that lead to defects in the polymer chains remains challenging. Additionally, sulfonating agents are most often used in large excess, which prevents precise control over the degree of sulfonation of aromatic polymers and their functionality. Herein, we address these challenges using 1,3-disulfonic acid imidazolium chloride ([Dsim]Cl), a sulfonic acid-based ionic liquid, to sulfonate aromatic polymers and upgrade plastic waste to electronic materials. We show that stoichiometric [Dsim]Cl can effectively sulfonate model polystyrene up to 92% in high yields, with minimal defects and high regioselectivity for the para position. Owing to its high reactivity, the use of substoichiometric [Dsim]Cl uniquely allows for precise control over the degree of sulfonation of polystyrene. This approach is also applicable to a wide range of aromatic polymers, including waste plastic. To prove the utility of our approach, samples of poly(styrene sulfonate) (PSS), obtained from either partially sulfonated polystyrene or expanded polystyrene waste, are used as scaffolds for poly(3,4-ethylenedioxythiophene) (PEDOT) to form the ubiquitous conductive material PEDOT:PSS. PEDOT:PSS from plastic waste is subsequently integrated into organic electrochemical transistors (OECTs) or as a hole transport layer (HTL) in a hybrid solar cell and shows the same performance as commercial PEDOT:PSS. This imidazolium-mediated approach to precisely sulfonating aromatic polymers provides a pathway toward upgrading postconsumer plastic waste to high-value electronic materials.
塑料废物在环境中的积累是一个日益严峻的环境、经济和社会挑战。塑料升级(将低价值聚合物转化为高价值材料)可以应对这一挑战。在升级策略中,芳香族聚合物的磺化是获得高价值材料的有力方法,可用于离子交换树脂和膜、电子材料和制药等一系列应用。虽然已经报道了许多磺化方法,但在实现高磺化度的同时尽量减少导致聚合物链缺陷的副反应,仍然具有挑战性。此外,磺化剂通常会大量过量使用,因此无法精确控制芳香族聚合物的磺化程度及其功能性。在本文中,我们利用 1,3-二磺酸咪唑氯化物([Dsim]Cl)(一种磺酸基离子液体)来解决这些难题,对芳香族聚合物进行磺化,并将塑料废料升级为电子材料。我们的研究表明,等计量的[Dsim]Cl 能有效地磺化模型聚苯乙烯,产率高达 92%,且缺陷极少,对位具有高区域选择性。由于亚计量[Dsim]Cl 具有高反应活性,因此使用这种独特的方法可以精确控制聚苯乙烯的磺化程度。这种方法也适用于各种芳香族聚合物,包括废塑料。为了证明我们的方法的实用性,我们将从部分磺化的聚苯乙烯或发泡聚苯乙烯废料中获得的聚(苯乙烯磺酸盐)(PSS)样品用作聚(3,4-亚乙二氧基噻吩)(PEDOT)的支架,以形成无处不在的导电材料 PEDOT:PSS。从塑料废弃物中提取的 PEDOT:PSS 随后被集成到有机电化学晶体管 (OECT) 中,或作为混合太阳能电池中的空穴传输层 (HTL),并显示出与商用 PEDOT:PSS 相同的性能。这种以咪唑为媒介的芳香族聚合物精确磺化方法为消费后塑料废弃物升级为高价值电子材料提供了一条途径。
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引用次数: 0
Developing BioNavi for Hybrid Retrosynthesis Planning 开发用于混合逆合成规划的 BioNavi
Pub Date : 2024-07-03 DOI: 10.1021/jacsau.4c00228
Tao Zeng, Zhehao Jin, Shuangjia Zheng, Tao Yu, Ruibo Wu
Illuminating synthetic pathways is essential for producing valuable chemicals, such as bioactive molecules. Chemical and biological syntheses are crucial, and their integration often leads to more efficient and sustainable pathways. Despite the rapid development of retrosynthesis models, few of them consider both chemical and biological syntheses, hindering the pathway design for high-value chemicals. Here, we propose BioNavi by innovating multitask learning and reaction templates into the deep learning-driven model to design hybrid synthesis pathways in a more interpretable manner. BioNavi outperforms existing approaches on different data sets, achieving a 75% hit rate in replicating reported biosynthetic pathways and displaying superior ability in designing hybrid synthesis pathways. Additional case studies further illustrate the potential application of BioNavi in a de novo pathway design. The enhanced web server (http://biopathnavi.qmclab.com/bionavi/) simplifies input operations and implements step-by-step exploration according to user experience. We show that BioNavi is a handy navigator for designing synthetic pathways for various chemicals.
阐明合成途径对于生产生物活性分子等有价值的化学品至关重要。化学合成和生物合成至关重要,它们的结合往往能带来更高效、更可持续的合成途径。尽管逆合成模型发展迅速,但很少有模型同时考虑化学合成和生物合成,这阻碍了高价值化学品的合成途径设计。在此,我们提出了 BioNavi,将多任务学习和反应模板创新纳入深度学习驱动的模型,以更易解释的方式设计混合合成途径。BioNavi 在不同数据集上的表现优于现有方法,在复制已报道的生物合成途径方面达到了 75% 的命中率,并在设计混合合成途径方面表现出卓越的能力。其他案例研究进一步说明了 BioNavi 在全新途径设计中的潜在应用。增强型网络服务器 (http://biopathnavi.qmclab.com/bionavi/) 简化了输入操作,并根据用户体验实现了逐步探索。我们的研究表明,BioNavi 是设计各种化学物质合成途径的便捷导航器。
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引用次数: 0
Smart Molecular Imaging and Theranostic Probes by Enzymatic Molecular In Situ Self-Assembly 通过酶促分子原位自组装实现智能分子成像和抗肿瘤探针
Pub Date : 2024-07-03 DOI: 10.1021/jacsau.4c00392
Xidan Wen, Chao Zhang, Yuyang Tian, Yinxing Miao, Shaohai Liu, Jing-Juan Xu, Deju Ye, Jian He
Enzymatic molecular in situ self-assembly (E-MISA) that enables the synthesis of high-order nanostructures from synthetic small molecules inside a living subject has emerged as a promising strategy for molecular imaging and theranostics. This strategy leverages the catalytic activity of an enzyme to trigger probe substrate conversion and assembly in situ, permitting prolonging retention and congregating many molecules of probes in the targeted cells or tissues. Enhanced imaging signals or therapeutic functions can be achieved by responding to a specific enzyme. This E-MISA strategy has been successfully applied for the development of enzyme-activated smart molecular imaging or theranostic probes for in vivo applications. In this Perspective, we discuss the general principle of controlling in situ self-assembly of synthetic small molecules by an enzyme and then discuss the applications for the construction of “smart” imaging and theranostic probes against cancers and bacteria. Finally, we discuss the current challenges and perspectives in utilizing the E-MISA strategy for disease diagnoses and therapies, particularly for clinical translation.
酶促分子原位自组装(E-MISA)可使合成小分子在活体内合成高阶纳米结构,已成为分子成像和治疗学的一种前景广阔的策略。这种策略利用酶的催化活性触发探针底物的原位转换和组装,从而延长探针在靶细胞或组织中的保留时间并聚集许多探针分子。通过对特定酶做出反应,可增强成像信号或治疗功能。这种 E-MISA 策略已成功应用于开发酶激活智能分子成像或治疗探针的体内应用。在本视角中,我们将讨论用酶控制合成小分子原位自组装的一般原理,然后讨论构建针对癌症和细菌的 "智能 "成像和治疗探针的应用。最后,我们讨论了目前利用 E-MISA 战略进行疾病诊断和治疗,特别是临床转化所面临的挑战和前景。
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引用次数: 0
Tailored Hollow Mesoporous Carbon Nanospheres from Soft Emulsions Enhance Kinetics in Sodium Batteries 来自软乳液的定制中空介孔碳纳米球可提高钠电池的动力学性能
Pub Date : 2024-07-02 DOI: 10.1021/jacsau.4c00421
Lu Liu, Sicheng Fan, Wendi Wang, Sixing Yin, Zirui Lv, Jie Zhang, Jingyu Zhang, Lanhao Yang, Yuzhu Ma, Qiulong Wei, Dongyuan Zhao, Kun Lan
Mesoporous materials endowed with a hollow structure offer ample opportunities due to their integrated functionalities; however, current approaches mainly rely on the recruitment of solid rigid templates, and feasible strategies with better simplicity and tunability remain infertile. Here, we report a novel emulsion-driven coassembly method for constructing a highly tailored hollow architecture in mesoporous carbon, which can be completely processed on oil–water liquid interfaces instead of a solid rigid template. Such a facile and flexible methodology relies on the subtle employment of a 1,3,5-trimethylbenzene (TMB) additive, which acts as both an emulsion template and a swelling agent, leading to a compatible integration of oil droplets and composite micelles. The solution-based assembly process also shows high controllability, endowing the hollow carbon mesostructure with a uniform morphology of hundreds of nanometers and tunable cavities from 0 to 130 nm in diameter and porosities (mesopore sizes 2.5–7.7 nm; surface area 179–355 m2 g–1). Because of the unique features in permeability, diffusion, and surface access, the hollow mesoporous carbon nanospheres exhibit excellent high rate and cycling performances for sodium-ion storage. Our study reveals a cooperative assembly on the liquid interface, which could provide an alternative toolbox for constructing delicate mesostructures and complex hierarchies toward advanced technologies.
具有中空结构的介孔材料因其集成功能而提供了大量机会;然而,目前的方法主要依赖于固态刚性模板的招募,而具有更好的简易性和可调性的可行策略仍然是不可行的。在此,我们报告了一种新型的乳液驱动共组装方法,用于在介孔碳中构建高度定制的空心结构,这种结构可以完全在油-水-液界面上处理,而不是使用固体刚性模板。这种简便灵活的方法依赖于 1,3,5-三甲基苯(TMB)添加剂的巧妙运用,它既是乳液模板,又是溶胀剂,从而实现了油滴与复合胶束的兼容整合。基于溶液的组装工艺还显示出很高的可控性,使中空碳介体结构具有数百纳米的均匀形貌,以及 0 至 130 纳米直径的可调空腔和孔隙率(介孔尺寸为 2.5-7.7 纳米;表面积为 179-355 平方米 g-1)。由于中空介孔碳纳米球在渗透性、扩散性和表面通路方面的独特特性,它在钠离子存储方面表现出卓越的高速率和循环性能。我们的研究揭示了在液体界面上的合作组装,这为构建精细的介质结构和复杂的层次结构提供了另一种工具箱,有助于实现先进技术。
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引用次数: 0
Water Confinement on Polymer Coatings Dictates Proton–Electron Transfer on Metal-Catalyzed Hydrogenation of Nitrite 聚合物涂层上的水封闭决定了亚硝酸盐金属催化加氢过程中的质子-电子转移
Pub Date : 2024-06-28 DOI: 10.1021/jacsau.4c00389
Pengcheng Huang, Yu Yan, Ricardo P. Martinho, Leon Lefferts, Bin Wang, Jimmy Faria Albanese
Enzymes can precisely control the speed and selectivity of chemical reactions by modifying locally the solvent–reactant interactions. To extrapolate these attributes to heterogeneous catalysts, we have employed thermoresponsive poly n-isopropylacrylamide (p-NIPAM) brushes bonded to silica spheres containing palladium. These polymers can form hydrogen bonds with water molecules at low temperatures (<32 °C) allowing the polymer to stay swollen. Detailed reaction kinetics of nitrite hydrogenation showed that p-NIPAM decreases the apparent activation barrier by a factor of 3 at low temperatures. Diffusion-ordered spectroscopy nuclear magnetic resonance and ab initio molecular dynamics simulations showed that when p-NIPAM is present, water molecules near the surface are less mobile. This confinement perturbs the water interaction with the metal, reducing the barrier for the proton–electron transfer reduction of nitrite. Notably, this enhancement vanishes at high temperature as the polymer collapses on itself exposing the Pd to unconfined water. The fully reversible nature of this process opens the door for creating homeostatic catalysts with controlled water-confinement.
酶可以通过局部改变溶剂与反应物之间的相互作用来精确控制化学反应的速度和选择性。为了将这些特性推广到异相催化剂中,我们采用了热膨胀性聚正异丙基丙烯酰胺(p-NIPAM)刷,将其粘合到含钯的二氧化硅球上。这些聚合物可在低温(32 °C)下与水分子形成氢键,从而使聚合物保持膨胀。亚硝酸盐氢化的详细反应动力学显示,p-NIPAM 在低温下可将表观活化障碍降低 3 倍。扩散有序光谱核磁共振和 ab initio 分子动力学模拟显示,当 p-NIPAM 存在时,表面附近的水分子流动性降低。这种限制扰乱了水与金属的相互作用,降低了亚硝酸盐的质子-电子转移还原障碍。值得注意的是,这种增强作用在高温下会消失,因为聚合物会自行塌缩,使钯暴露在未封闭的水中。这一过程的完全可逆性为创造具有可控水封闭性的同态催化剂打开了大门。
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引用次数: 0
Addressing Reproducibility Challenges in High-Throughput Photochemistry 应对高通量光化学中的可重复性挑战
Pub Date : 2024-06-27 DOI: 10.1021/jacsau.4c00312
Brenda Pijper, Lucía M. Saavedra, Matteo Lanzi, Maialen Alonso, Alberto Fontana, Marta Serrano, José Enrique Gómez, Arjan W. Kleij, Jesús Alcázar, Santiago Cañellas
Light-mediated reactions have emerged as an indispensable tool in organic synthesis and drug discovery, enabling novel transformations and providing access to previously unexplored chemical space. Despite their widespread application in both academic and industrial research, the utilization of light as an energy source still encounters challenges regarding reproducibility and data robustness. Herein we present a comprehensive head-to-head comparison of commercially available batch photoreactors, alongside the introduction of the use of batch and flow photoreactors in parallel synthesis. Hence, we aim to establish a reliable and consistent platform for light-mediated reactions in high-throughput mode. Herein, we showcase the identification of several platforms aligning with the rigorous demands for efficient and robust high-throughput experimentation screenings and library synthesis.
光介导的反应已成为有机合成和药物发现领域不可或缺的工具,可实现新的转化,并提供进入以前未探索过的化学空间的途径。尽管它们在学术和工业研究中得到了广泛应用,但利用光作为能源仍然面临着可重复性和数据稳健性方面的挑战。在此,我们对市面上的批次光反应器进行了全面的正面比较,同时介绍了批次光反应器和流动光反应器在平行合成中的应用。因此,我们的目标是为高通量模式下的光介导反应建立一个可靠、一致的平台。在此,我们展示了几个平台的鉴定结果,这些平台符合高效、稳健的高通量实验筛选和文库合成的严格要求。
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引用次数: 0
Application of Directed Evolution and Machine Learning to Enhance the Diastereoselectivity of Ketoreductase for Dihydrotetrabenazine Synthesis 应用定向进化和机器学习提高酮还原酶合成二氢四苯并嗪的非对映选择性
Pub Date : 2024-06-26 DOI: 10.1021/jacsau.4c00284
Chenming Huang, Li Zhang, Tong Tang, Haijiao Wang, Yingqian Jiang, Hanwen Ren, Yitian Zhang, Jiali Fang, Wenhe Zhang, Xian Jia, Song You, Bin Qin
Biocatalysis is an effective approach for producing chiral drug intermediates that are often difficult to synthesize using traditional chemical methods. A time-efficient strategy is required to accelerate the directed evolution process to achieve the desired enzyme function. In this research, we evaluated machine learning-assisted directed evolution as a potential approach for enzyme engineering, using a moderately diastereoselective ketoreductase library as a model system. Machine learning-assisted directed evolution and traditional directed evolution methods were compared for reducing (±)-tetrabenazine to dihydrotetrabenazine via kinetic resolution facilitated by BsSDR10, a short-chain dehydrogenase/reductase from Bacillus subtilis. Both methods successfully identified variants with significantly improved diastereoselectivity for each isomer of dihydrotetrabenazine. Furthermore, the preparation of (2S,3S,11bS)-dihydrotetrabenazine has been successfully scaled up, with an isolated yield of 40.7% and a diastereoselectivity of 91.3%.
生物催化是生产手性药物中间体的有效方法,而这些中间体通常难以用传统化学方法合成。需要一种省时高效的策略来加速定向进化过程,以实现所需的酶功能。在这项研究中,我们以中度非对映选择性酮还原酶库为模型系统,评估了机器学习辅助定向进化作为酶工程的一种潜在方法。我们比较了机器学习辅助定向进化法和传统的定向进化法,通过枯草芽孢杆菌的短链脱氢酶/还原酶BsSDR10的动力学解析,将(±)-四苄肼还原成二氢四苄肼。这两种方法都成功鉴定出了非对映选择性显著提高的二氢四苄肼各异构体变体。此外,(2S,3S,11bS)-二氢四苯嗪的制备方法已成功放大,分离收率为 40.7%,非对映选择性为 91.3%。
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引用次数: 0
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JACS Au
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