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Biphasic Phase-Transfer Catalysis: Epoxidation of Vegetable Oils by Surface Active Ionic Liquids in Water 双相相转移催化:表面活性离子液体在水中对植物油的环氧化作用
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-26 DOI: 10.1039/d4re00215f
Markus Hegelmann, Wilson Felipe Bohorquez, Johannes Luibl, Andreas Jess, Alvaro Orjuela, Mirza Cokoja
Vegetable oils (VOs) are an environmentally benign alternative and sustainable carbon feedstock for various industrially relevant compounds, e.g. the epoxidized products (EVOs). The commercial production of EVOs is a heterogeneous liquid-liquid reaction with low reaction rates and a limited epoxide selectivity. Furthermore, the separation of the EVOs from the reaction mixture is very intricate, limiting a large-scale applicability. In this work, we introduce surface-active imidazolium tungstate ionic liquids (SAILs) as sustainable catalysts for the epoxidation of VOs in water using hydrogen peroxide as green oxidant. Micelle formation and substrate uptake into the aqueous phase depend on the nature of the cation of the SAIL catalyst, studied by dynamic light scattering (DLS), transmission electron microscopy (TEM) and cryo-TEM at various concentrations and temperatures. Recycling studies demonstrate that the catalyst remains in the aqueous phase and can be recovered completely. The absence of catalyst and additive in the product phase is verified by inductively coupled plasma mass spectrometry (ICP-MS) and 31P-NMR spectroscopy.
植物油(VOs)是生产各种工业相关化合物(如环氧化产物(EVOs))的一种无害环境且可持续的碳原料。EVO 的商业化生产是一种异相液-液反应,反应速率低,环氧化物选择性有限。此外,从反应混合物中分离 EVO 的过程非常复杂,限制了大规模应用。在这项工作中,我们引入了表面活性咪唑鎓钨酸盐离子液体(SAILs)作为可持续催化剂,用于以过氧化氢为绿色氧化剂的 VOs 在水中的环氧化反应。在不同浓度和温度下,通过动态光散射(DLS)、透射电子显微镜(TEM)和低温透射电子显微镜(cryo-TEM)对 SAIL 催化剂中阳离子的性质进行了研究。回收研究表明,催化剂留在水相中,可以完全回收。电感耦合等离子体质谱法(ICP-MS)和 31P-NMR 光谱法验证了产品相中不存在催化剂和添加剂。
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引用次数: 0
Reliable sizing-up of 3D curved circular microchannel reactor for continuous flow synthesis of zidovudine intermediate 用于齐多夫定中间体连续流合成的三维弯曲圆形微通道反应器的可靠尺寸确定
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-26 DOI: 10.1039/d4re00200h
Haohui Yan, Yan Chen, Peiwen Liu, Weiping Zhu, Fang Zhao
Herein, we report a size scale-up method for the 3D curved circular microchannel reactor (3D-CCMR), based on a rule of keeping fluid velocity and residence time constant during sizing-up and validated via computational fluid dynamics simulation with mixing index as the key evaluation indicator. The energy dissipation rate was also investigated via simulaiton to evaluate the energy consumption during sizing-up. Then, a scaled-up microreactor (3D-CCMR-2), aiming at a throughput scale-up factor of 4, was manufactured, and it was demonstrated experimentally that the mass and heat transfer performance was not deterioated in 3D-CCMR-2 as compared to the orginal microreactor (3D-CCMR-1). Utimately, the continuous flow synthesis of the intermediate of anti AIDS drug zidovudine was performed in both 3D-CCMRs and an actual throughput scale-up factor of 4.0 was achieved. The work in this paper represents as the first key step for the scale-up of continuous flow synthesis of zidovudine, and the sizing-up strategy proposed in this paper could offer good guidelines for the size scale-up of microreactors.
在此,我们报告了一种三维曲面环形微通道反应器(3D-CCMR)的尺寸放大方法,该方法基于尺寸放大过程中保持流体速度和停留时间恒定的规则,并以混合指数作为关键评价指标,通过计算流体动力学模拟进行了验证。此外,还通过模拟研究了能量耗散率,以评估放大过程中的能耗。实验证明,与最初的微反应器(3D-CCMR-1)相比,3D-CCMR-2 的传质和传热性能没有降低。最终,抗艾滋病药物齐多夫定的中间体在两个 3D-CCMR 中进行了连续流合成,实际吞吐量放大系数达到 4.0。本文的研究工作是扩大齐多夫定连续流合成规模的关键第一步,本文提出的规模扩大策略可为微反应器的规模扩大提供良好的指导。
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引用次数: 0
Mechanistic insights into C-O Bond Cleavage in Erythritol During Hydrodeoxygenation on Ir-ReOx Catalyst 关于赤藓糖醇在 Ir-ReOx 催化剂上加氢脱氧过程中 C-O 键裂解机理的见解
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-26 DOI: 10.1039/d4re00245h
Ajin Rajan, Jithin John Varghese
1,4-butanediol (1,4-BDO) is a key ingredient in the polymer industry. When derived from renewable erythritol, it can pave the way for sustainable poly(butylene terephthalate), polyurethane and polyester manufacturing. Hydrodeoxygenation (HDO) of erythritol on Brønsted acidic metal-metal oxide catalysts can result in 1,4-BDO, among other alcohols. Selective synthesis of 1,4-BDO requires deep insights on the preference for the cleavage of the different C-O bonds and the energy landscape for the formation of other polyol intermediates. In this work, we used density functional theory (DFT) simulations to investigate HDO of erythritol and other polyol intermediates on an inverse Ir-ReOx catalyst, where rhenium oxide is dispersed on iridium. While Ir nanoparticles can drive HDO through dehydroxylation, a protonation and dehydration mechanism happening at the Ir-ReOx interface has greater kinetic relevance. We show the kinetic preference for secondary C-O cleavage in erythritol to explain the predominant formation of 1,2,4-butanetriol (1,2,4-BTO) during erythritol HDO. The kinetic preference for 1,4-BDO formation from the 1,2,4-BTO makes it the most prominent butanediol during erythritol HDO. C-O bond cleavage in 1,4-BDO has a high barrier making 1,4-BDO less reactive in a polyol mixture. This indicates potentially selectivity formation of 1,4-BDO, with a possibility of tuning reaction conditions and reaction time to maximise its yield. Our analyses reveal that C-O cleavage is not always the kinetically relevant step and it can be the hydrogenation that follows the C-O cleavage. Hence, reactions at high hydrogen pressure and lower temperatures might suit higher selectivity towards desired alcohols such as 1,4-BDO.
1,4-丁二醇(1,4-BDO)是聚合物行业的一种关键成分。如果从可再生赤藓糖醇中提取,它可以为聚对苯二甲酸丁二醇酯、聚氨酯和聚酯的可持续生产铺平道路。在布氏酸性金属-金属氧化物催化剂上对赤藓糖醇进行氢脱氧(HDO)反应,可生成 1,4-BDO,以及其他醇类。要选择性合成 1,4-BDO,就必须深入了解不同 C-O 键的裂解偏好以及形成其他多元醇中间体的能量分布。在这项工作中,我们利用密度泛函理论(DFT)模拟研究了赤藓糖醇和其他多元醇中间体在反相 Ir-ReOx 催化剂(氧化铼分散在铱上)上的 HDO。虽然铱纳米粒子可以通过脱羟基作用驱动 HDO,但在 Ir-ReOx 界面上发生的质子化和脱水机制在动力学上具有更大的相关性。我们展示了赤藓糖醇中二级 C-O 裂解的动力学偏好,以解释赤藓糖醇 HDO 过程中主要形成的 1,2,4-丁三醇(1,2,4-BTO)。从 1,2,4-BTO 生成 1,4-BDO 的动力学偏好使其成为赤藓糖醇 HDO 过程中最主要的丁二醇。1,4-BDO 中的 C-O 键裂解障碍较高,因此 1,4-BDO 在多元醇混合物中的反应性较低。这表明 1,4-BDO 的形成具有潜在的选择性,可以通过调整反应条件和反应时间来最大限度地提高产量。我们的分析表明,C-O 裂解并不总是与动力学相关的步骤,C-O 裂解之后可能会发生氢化反应。因此,在高氢气压力和较低温度下进行的反应可能对 1,4-BDO 等所需醇类具有更高的选择性。
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引用次数: 0
Continuous-Inline Extraction of Polar Co-solvent During Sequential Flow Reactions 连续流反应过程中极性助溶剂的连续在线萃取
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1039/d4re00276h
Kwihwan Kobayashi, Jun Matuzawa, Hajime Kawanami, Nagatoshi Koumura
The development of multistep flow synthesis methods for fine chemicals and pharmaceuticals is desirable in terms of cost and energy efficiency. Methods for connecting the first and second flow reactions are essential for the development of multistep flow reactions; however, some reactions are incompatible with necessary solvents. Herein, we developed continuous-removal methods for polar co-solvents that negatively affect subsequent reactions. These sequential flow reactions facilitated the production of multicomponent compounds from simple starting materials. Furthermore, scaled-up experiments for the sequential flow reaction using reaction columns approximately 40 times larger than the original were successfully conducted, with a productivity of 16.1 g h-1. We believe that our continuous extraction method holds promise for various sequential flow reactions for the synthesis of fine chemicals and pharmaceuticals.
从成本和能源效率的角度来看,开发精细化学品和药品的多步流动合成方法是可取的。连接第一步和第二步流动反应的方法对于开发多步流动反应至关重要;然而,有些反应与必要的溶剂不相容。在此,我们开发了连续去除对后续反应有负面影响的极性助溶剂的方法。这些连续流动反应有助于从简单的起始材料中生产多组分化合物。此外,我们还使用比原来的反应柱大约 40 倍的反应柱,成功进行了连续流反应的放大实验,生产率达到 16.1 克/小时。我们相信,我们的连续萃取方法有望用于合成精细化学品和药物的各种序流反应。
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引用次数: 0
Engineering Grain Boundary and Surface Sites of Binary Cu-Mn Catalysts to Boost CO Oxidation 设计二元铜锰催化剂的晶界和表面位点以促进 CO 氧化
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1039/d4re00222a
Xiangxue Zhang, Xinyi Chao, Nina Fei, Wenyao Chen, Gang Qian, Jing Zhang, De Chen, Xuezhi Duan, Xing-Gui Zhou, Weikang Yuan
The catalytic oxidation of CO over Cu-based catalysts has garnered significant interest due to their promising potential in addressing environmental pollution and enhancing industrial processes. Herein, we report a dual-stimuli strategy to boost the catalytic performance of CO oxidation via synergistically harnessing active Cu+ species with oxygen vacancies by engineering the grain boundary of Cu-Mn catalysts. The nanorod-like MnO2 with a tunnel structure was prepared by a hydrothermal method and employed as the catalyst support, where different amounts of Cu were further introduced via impregnation to obtain Cu/MnO2 catalysts. It is found that apart from the highly dispersed Cu species within MnO2 lattice to create lattice mismatch and distortion, some Cu are present as oxidized nanoparticles over MnO2 surface, thus sparking off increased dislocations and grain boundaries. A combination of characterizations demonstrates that the proportion of active Cu+ species decreases with the increasing amount of Cu, presenting an inverse relationship to the abundance of oxygen vacancies over catalyst surface. Correspondingly, both Cu+ species and oxygen vacancies are identified as the main active sites for the adsorption and activation of CO and O2, respectively. Therefore, a trade-off between the percentage of active Cu+ species and oxygen vacancies for the 15% Cu/MnO2 catalyst with a moderate Cu introduction contributes to its highest catalytic activity, with T50 and T90 reaching 66 °C and 89 °C, respectively. This investigation highlights the potential of synergistically harnessing active Cu+ species with oxygen vacancies via grain boundary engineering for enhanced catalytic performance in CO oxidation applications.
由于铜基催化剂在解决环境污染和改善工业过程方面具有广阔的潜力,因此其催化氧化一氧化碳的性能备受关注。在此,我们报告了一种双刺激策略,即通过对 Cu-Mn 催化剂的晶界进行工程设计,协同利用活性 Cu+ 物种和氧空位,从而提高 CO 氧化的催化性能。采用水热法制备了具有隧道结构的纳米棒状 MnO2 并将其用作催化剂载体,然后通过浸渍法引入不同量的 Cu 得到 Cu/MnO2 催化剂。研究发现,除了高度分散在 MnO2 晶格中的铜会造成晶格错配和畸变外,一些铜还会以氧化纳米颗粒的形式存在于 MnO2 表面,从而引发位错和晶界的增加。综合表征结果表明,活性 Cu+ 物种的比例随着 Cu 含量的增加而降低,与催化剂表面氧空位的丰度呈反比关系。相应地,Cu+ 物种和氧空位被确定为分别吸附和活化 CO 和 O2 的主要活性位点。因此,对于适度引入铜的 15% Cu/MnO2 催化剂来说,在活性 Cu+ 物种和氧空位比例之间进行权衡有助于提高其最高催化活性,T50 和 T90 分别达到 66 °C 和 89 °C。这项研究凸显了通过晶界工程协同利用活性 Cu+ 物种和氧空位来提高一氧化碳氧化应用催化性能的潜力。
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引用次数: 0
Extraction by ionic liquids for the case of detoxification of lignocellulosic hydrolysates 用离子液体萃取木质纤维素水解物的解毒剂
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-16 DOI: 10.1039/d4re00154k
Konstantza Atanassova Tonova, Svetlana Nikolova Zhivkova, Madlena Petkova Lazarova, Ahmad Mustafa
This study deals with hydrophobic phosphonium ionic liquids (ILs), phosphinate and neodecanoate, used in liquid–liquid extraction for the purpose of complex detoxification of lignocellulosic hydrolysates from inhibitors, but preserving the sugar content. The topic is considered from two aspects, theoretical one in which extraction from a model multicomponent solution composed of acids, furan, phenolics, and sugars is investigated, and practically by employing a real rice straw hydrolysate. Using the model solution in cross-current extraction mode, the main process parameters, pH and concentration of the ILs, are studied. The extraction mechanisms of acids (sulfuric, gallic, acetic and levulinic acids) and aldehydes (vanillin and furfural) are established. Extraction of the acids in both ILs proceeds by a competitive mechanism until the two reactive H-bonding sites located at the two oxygen atoms in the IL’s anion are occupied. In addition to H-bonding, extraction of the phenolic acid is substantially assisted by hydrophobic interactions, while the sulfuric acid is readily extracted by protonation of the IL’s anion. An above-stoichiometric extraction of acids by phosphonium phosphinate has been found, which occurs by acid–acid H-bonds between phenolic and organic acids. Co-extraction between phenolic acid and phenolic and furanic aldehydes is observed which is based on the H-bonds that exist in acidic media and the staking interactions of the aromatic rings. The extraction of real rice straw hydrolysate carried out in three runs reaches a high removal of organic acids (over 63%), furans (over 80%) and phenolic compounds (over 97%) in each run.
本研究涉及疏水性膦离子液体(ILs)、膦酸盐和新癸酸盐,用于液-液萃取,目的是对木质纤维素水解物进行复合解毒,去除抑制剂,同时保留糖分含量。本课题从两个方面进行了研究,一是理论方面,研究了从由酸、呋喃、酚类和糖组成的多组分模型溶液中萃取的方法;二是实际方面,采用了真正的稻草水解物。利用横流萃取模式下的模型溶液,研究了主要工艺参数、pH 值和离子交换树脂的浓度。确定了酸(硫酸、没食子酸、乙酸和乙酰丙酸)和醛(香兰素和糠醛)的萃取机理。酸在两种惰性离子中的萃取都是通过竞争机制进行的,直到位于惰性离子阴离子中两个氧原子上的两个活性 H 键位点被占据为止。除了 H 键作用外,疏水作用也对酚酸的萃取有很大帮助,而硫酸则很容易通过 IL 阴离子的质子化作用被萃取出来。研究发现,膦酸对酸的萃取超过了化学计量,这是通过酚酸和有机酸之间的酸-酸 H 键实现的。酚酸与酚醛和呋喃醛之间的共萃取是基于存在于酸性介质中的 H 键和芳香环的固定作用。对真正的稻草水解物进行了三次萃取,每次萃取的有机酸去除率(超过 63%)、呋喃去除率(超过 80%)和酚类化合物去除率(超过 97%)都很高。
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引用次数: 0
Outstanding Reviewers for Reaction Chemistry & Engineering in 2023 2023 年《反应化学与工程》杰出审稿人
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-12 DOI: 10.1039/d4re90019g
We would like to take this opportunity to thank all of Reaction Chemistry & Engineering's reviewers for helping to preserve quality and integrity in chemical science literature. We would also like to highlight the Outstanding Reviewers for Reaction Chemistry & Engineering in 2023.
我们想借此机会感谢《反应化学与工程》的所有审稿人,感谢他们帮助维护化学科学文献的质量和完整性。我们还想重点介绍 2023 年《反应化学与工程》的杰出审稿人。
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引用次数: 0
Unveiling the dual-function applications of a magnetically retrievable chemically grafted Schiff base Cu-complex on graphene oxide for catalytic and antibacterial applications 揭示氧化石墨烯上磁性可回收化学接枝希夫碱铜络合物在催化和抗菌方面的双重功能应用
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-10 DOI: 10.1039/d4re00211c
Himadri Priya Gogoi, Nilotpal Goswami, Pranjit Barman
In the current work, a new Schiff base complex containing Cu(II) ions was covalently anchored in a stepwise manner onto graphene oxide nanosheets, followed by a combination with magnetic iron oxide, to form a potential catalyst for C–H functionalization of indoles on C-3 via a one-pot multicomponent reaction. Numerous methods were used to characterize the as-synthesized nanostructure (CuSB-GO/FO), including VSM, XRD, FT-IR, SEM, EDX, TEM, Raman spectroscopy, N2 adsorption–desorption measurement and ICP-AES techniques. The as-synthesized CuSB-GO/FO was evaluated as an effective and versatile catalyst for reactions of different indoles, malononitrile, and substituted benzaldehydes in ethanol/water at 35 °C, producing 3-substituted indoles. The key advantages of this catalytic system are its quick reaction time, high product yield, use of green solvents, and ease of separation. The catalytic efficiency of the nanocatalyst rose dramatically when the complex was covalently grafted onto the graphene oxide surface, which might be due to the chemical alteration of the graphene oxide sheets. The findings demonstrate that the synthesized nanocatalyst may be reused four times with great chemical stability and minimal reduction in its activity as a catalyst. In addition, Gram-positive and Gram-negative bacteria responded well to the synthesized nanostructure as an antibacterial agent.
在目前的研究工作中,一种含有 Cu(II) 离子的新型希夫碱配合物以共价方式逐步锚定到氧化石墨烯纳米片上,然后与磁性氧化铁结合,通过一锅多组分反应形成一种潜在的催化剂,用于吲哚在 C-3 上的 C-H 功能化。对合成的纳米结构(CuSB-GO/FO)采用了多种表征方法,包括 VSM、XRD、FT-IR、SEM、EDX、TEM、拉曼光谱、N2 吸附-解吸测量和 ICP-AES 技术。经评估,合成的 CuSB-GO/FO 是一种有效的多功能催化剂,可在 35 ℃ 的乙醇/水中与不同的吲哚、丙二腈和取代的苯甲醛发生反应,生成 3-取代的吲哚。该催化体系的主要优点是反应时间短、产品收率高、使用绿色溶剂且易于分离。当复合物共价接枝到氧化石墨烯表面时,纳米催化剂的催化效率显著提高,这可能是由于氧化石墨烯片发生了化学变化。研究结果表明,合成的纳米催化剂可重复使用四次,且化学稳定性极佳,催化剂活性降低极少。此外,革兰氏阳性和革兰氏阴性细菌对合成的纳米结构抗菌剂反应良好。
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引用次数: 0
Lipase catalysed esterification in a reactive natural deep eutectic solvent leads to lauroylcholine chloride rather than glucose ester 脂肪酶在活性天然深共晶溶剂中催化酯化反应,生成氯化月桂酰胆碱而非葡萄糖酯
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-10 DOI: 10.1039/d4re00209a
Alina Ramona Buzatu, Miguel Angel Soler, Özge Özkılınç, Sara Fortuna, Diana Maria Dreavă, Ioan Bitcan, Paolo Giannozzi, Federico Fogolari, Lucia Gardossi, Francisc Peter, Anamaria Todea, Carmen Gabriela Boeriu
Enzymatic esterification of glucose with lauric acid catalyzed by lipase B from Candida antarctica immobilized on acrylic resins (LAR) was investigated in hydrophilic reactive natural deep eutectic solvents (R-NADES), composed of choline chloride (ChCl) as hydrogen bond acceptor (HBA) and glucose (Glc) and water as hydrogen bond donors (HBD) in different molar ratios. Surprisingly, no glucose esters were obtained, the only esterification product being lauroylcholine chloride, obtained in the ChCl:Glc:H2O (2:1:1) ternary R-NADES. Molecular dynamic simulations clearly explained this unexpected selectivity showing that the lipase-catalyzed synthesis of glucose lauryl esters is hindered by the manifold and strong interactions in the H-bond network and the formation of voluminous adducts of glucose with the chloride ion, that cannot access the alcohol catalytic subsite. The free choline chloride, not involved in the H-bond network of the ChCl:Glc:H2O (2:1:1) R-NADES, did enter the CalB catalytic pocket and was converted to the corresponding lauroylcholine ester.
研究人员在亲水活性天然深共晶溶剂(R-NADES)中研究了固定在丙烯酸树脂(LAR)上的南极念珠菌脂肪酶 B 催化的葡萄糖与月桂酸的酶促酯化反应,R-NADES 由不同摩尔比的氯化胆碱(ChCl)作为氢键受体(HBA),葡萄糖(Glc)和水作为氢键供体(HBD)组成。令人惊讶的是,在 ChCl:Glc:H2O (2:1:1) 三元 R-NADES 中没有得到葡萄糖酯,唯一的酯化产物是氯化月桂酰胆碱。分子动力学模拟清楚地解释了这种意想不到的选择性,表明脂肪酶催化的葡萄糖月桂基酯合成受到 H 键网络中多种强相互作用的阻碍,葡萄糖与氯离子形成大量加合物,无法进入醇催化位点。游离的氯化胆碱没有参与 ChCl:Glc:H2O (2:1:1) R-NADES 的氢键网络,但却进入了 CalB 催化袋,并转化为相应的月桂酰胆碱酯。
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引用次数: 0
Biocatalysis in microfluidic systems: an experimental basis for data science 微流控系统中的生物催化:数据科学的实验基础
IF 3.9 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-09 DOI: 10.1039/d3re00703k
John M. Woodley
Biocatalysis using (recombinant) enzymes is gaining traction as a method for selective chemical catalysis, especially in the pharmaceutical industry. Flow systems, especially miniaturized microfluidic systems, have proven to be a useful method to test new enzyme reaction sequences and processes. In this brief article, it will be argued that microfluidics not only can be used for rapid testing of reaction processes, but also can be used nowadays for collection of process data, especially for parameters in relevant kinetic and stability models, and thereby to help with scale-up, which remains a major challenge for implementation of biocatalysis in many industries. The ability to quickly change conditions (such as temperature) in microfluidic devices makes them ideally suited to such scale-down studies, and can form the experimental basis for data science as a tool for future process development.
使用(重组)酶的生物催化作为一种选择性化学催化方法,尤其是在制药行业,正日益受到重视。流动系统,尤其是微型微流控系统,已被证明是测试新酶反应序列和过程的有效方法。在这篇短文中,我们将论证微流控技术不仅可用于快速测试反应过程,如今还可用于收集过程数据,特别是相关动力学和稳定性模型中的参数,从而帮助扩大规模,而这仍是许多行业实施生物催化的一大挑战。微流控装置能够快速改变条件(如温度),因此非常适合进行此类规模缩小研究,并能为数据科学奠定实验基础,成为未来工艺开发的工具。
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引用次数: 0
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Reaction Chemistry & Engineering
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