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Folding encapsulation toward Lindqvist polyoxometalates within adaptive coordination cages for catalysis
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-10-09 DOI: 10.1007/s11426-024-2168-4
Ying-Mei Zhong, Jin-Jin Xuan, Xujie Qin, Han Xiao, Zi-Jun Xia, Li-Peng Zhou, Xiao-Qing Guo, Yu-Hang Hu, Lu Zhang, Chunsen Li, Li-Xuan Cai, Qing-Fu Sun

In nature, enzymes at specific folded conformations exhibit high substrate complementarity, enabling them to efficiently and selectively catalyze biochemical reactions. Inspired by enzymes, coordination cages with conformational dynamics have been designed and are receiving increasing attention due to their versatile applications in allosteric guest binding and catalysis. We present here two enzyme-mimicking adaptive macrocycle-based coordination cages, Pd2L12 and Pd2L22, from macrocycle-based ligands (L1 and L2) and the encapsulation and stabilization of Lindqvist polyoxometalates anions M6O192− (M = W or Mo) in neutral aqueous solution. X-ray crystallographic studies have verified the formation of 1:1 host-guest complexes of two Pd2L2 cages and the W6O192−. anion, via an induced-fit folding mechanism. Compared with the free host, Pd2L12 exhibited an induced-fit semi-folded conformation in the inclusion complex, while Pd2L22 adopted an induced-fit fully-folded conformation. Moreover, the Mo6O19⊂Pd2L2 host-guest complexes demonstrate high yield and selectivity in the oxidative decontamination reaction of the sulfur mustard simulant, 2-chloroethyl ethyl sulfide. This work not only sheds light on the importance of conformational adaptability in enzyme-like systems but also paves the way for protecting labile POM clusters via host-guest encapsulation toward enhanced catalytic performance in aqueous solution.

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引用次数: 0
Transforming waste particles into valuable adsorbents via amyloid-mediated molecular engineering 通过淀粉样蛋白介导的分子工程将废物颗粒转化为有价值的吸附剂
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-10-09 DOI: 10.1007/s11426-024-2164-x
Qingmin Yang, Jian Zhao, Yujia Zhang, Xingyu Zhou, Hao Ren, Bowen Hu, Zhongli Lei, Lixin Chen, Peng Yang

The high-value utilization of industrial solid waste using a facile and eco-friendly process is of great interest and significance in reducing environmental pollution and developing a green circular economy. Herein, we propose an amyloid-mediated molecular engineering strategy to transform particulate waste into valuable adsorbents for metal ions. Our method has the advantage of aqueous solution fabrication under mild conditions without the use of high-temperature hydrothermal methods and toxic chemical reagents. Amyloid-mediated molecular engineering manipulates the phase transition of bovine serum albumin (BSA) on particulate waste surfaces, resulting in a remarkable ~3.1 times improvement in the adsorption capacity of fly ash, a typical industrial solid waste for gold ions after modification with the phase-transitioned BSA (PTB). The resultant adsorption ability was 69–1,980 times higher than those of conventional and emerging adsorbent materials such as ion exchange resins, activated carbon (AC), covalent organic frameworks (COFs), and metal-organic frameworks (MOFs). We further demonstrated the application of our PTB-modified materials in the recovery of precious metals from low-grade gold ore and electronic waste leachates. Consequently, this strategy could increase the value of waste materials nearly 27 times. In addition, this method is generally extendable to other conventional industrial adsorbents such as resin, clay, and Al2O3, and enhances their adsorption capabilities at least twofold. Overall, this work provides a simple and green approach for improving the adsorption performance of solid particles, and is expected to develop into a universal strategy for transforming waste particles into high-value-added products.

采用简便、环保的工艺对工业固体废物进行高价值利用,对减少环境污染、发展绿色循环经济具有重要意义。在此,我们提出了淀粉样蛋白介导的分子工程策略,将颗粒废物转化为有价值的金属离子吸附剂。该方法具有在温和条件下制备水溶液的优点,无需使用高温水热法和有毒化学试剂。淀粉样蛋白介导的分子工程控制了牛血清白蛋白(BSA)在颗粒废物表面的相变,经相变BSA (PTB)改性后,典型工业固体废物粉煤灰对金离子的吸附能力提高了3.1倍。其吸附性能是离子交换树脂、活性炭(AC)、共价有机框架(COFs)和金属有机框架(MOFs)等传统吸附材料和新兴吸附材料的69 ~ 1980倍。我们进一步展示了我们的ptb改性材料在回收低品位金矿和电子废物渗滤液中的贵金属方面的应用。因此,这一战略可以使废料的价值增加近27倍。此外,该方法通常可扩展到其他常规工业吸附剂,如树脂、粘土和Al2O3,并将其吸附能力提高至少两倍。总的来说,本研究为提高固体颗粒的吸附性能提供了一种简单、绿色的方法,并有望发展成为将废物颗粒转化为高附加值产品的通用策略。
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引用次数: 0
Flexible dual-Janus porous membrane for underwater gas bubbles anti-buoyancy unidirectional transportation
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-10-09 DOI: 10.1007/s11426-024-2223-0
Shuang Ben, Han Ma, Rui Liu, Yuzhen Ning, Zhihong Zhao, Xudong Zhang, Qiang Li, Kesong Liu

Controllable transportation of bubbles in surfactant or aqueous is very important in daily chemical products, food fermentation, mineral flotation and other fields. However, bubbles are mainly dominated by buoyancy and move upward in solution, which makes the manipulation of bubbles difficult. Although some progress has been made in controlling underwater bubbles, achieving continuous transportation and collection of underwater bubbles without relying on external forces is still a great challenge. To this end, we bionically designed a flexible polydimethylsiloxane (PDMS) porous surface with dual-Janus characteristics. Namely, a porous PDMS membrane integrating structural gradient and wettability gradient realizes the underwater anti-buoyancy unidirectional transportation of bubbles without external force input, and possesses the capability of underwater gas anti-buoyancy transportation and storage. This work provides inspiration and direction for the development and design of underwater gas transportation and storage devices and provides innovative thinking for the implementation of seabed carbon dioxide storage technology.

表面活性剂或水溶液中气泡的可控输送在日用化工、食品发酵、矿物浮选等领域非常重要。然而,气泡主要受浮力影响,在溶液中向上运动,这给气泡的操控带来了困难。尽管在控制水下气泡方面已经取得了一些进展,但不依靠外力实现水下气泡的持续运输和收集仍然是一个巨大的挑战。为此,我们仿生设计了一种具有双破冰特性的柔性聚二甲基硅氧烷(PDMS)多孔表面。也就是说,集结构梯度和润湿性梯度于一体的多孔 PDMS 膜在无外力输入的情况下实现了气泡的水下反浮力单向输送,具备了水下气体反浮力输送和储存的能力。这项工作为水下气体输送与封存装置的开发与设计提供了启示和方向,为海底二氧化碳封存技术的实现提供了创新思维。
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引用次数: 0
Progress of photocatalytic CO2 reduction toward multi-carbon products 光催化CO2还原多碳产物研究进展
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-10-08 DOI: 10.1007/s11426-024-2148-2
Jiaojiao Fang, Chengyang Zhu, Huiling Hu, Jiaqi Li, Licheng Li, Haiyan Zhu, Junjie Mao

The photocatalytic CO2 reduction reaction (CO2RR) represents a promising solution to alleviate environmental and energy issues stemming from CO2 emissions while simultaneously enabling the production of high-value multi-carbon fuels. However, the efficient generation of multi-carbon products remains challenging due to high kinetic barriers, sluggish C–C coupling processes, and intricate reaction pathways. This review provides a comprehensive overview of the latest advancements in synthesizing C2+ products through CO2 photoreduction, highlighting the crucial role of active site design and the C–C coupling mechanism. Specifically, we emphasize the correlation between the structure of active sites and the key intermediates of C–C coupling, which is fundamental for achieving deep photoconversion of CO2. Finally, we offer a glimpse into future challenges and prospects, outlining potential directions for the development of CO2-to-multicarbon photoconversion, aiming to contribute novel insights to this exciting field.

光催化二氧化碳还原反应(CO2RR)是一种很有前途的解决方案,可以缓解由二氧化碳排放引起的环境和能源问题,同时使高价值多碳燃料的生产成为可能。然而,由于高动力学障碍、缓慢的C-C偶联过程和复杂的反应途径,多碳产品的高效生成仍然具有挑战性。本文综述了CO2光还原合成C2+产物的最新进展,重点介绍了活性位点设计和C-C偶联机制的关键作用。具体来说,我们强调了活性位点结构与碳-碳耦合关键中间体之间的相关性,这是实现CO2深度光转化的基础。最后,我们展望了未来的挑战和前景,概述了二氧化碳到多碳光转化的潜在发展方向,旨在为这一令人兴奋的领域提供新的见解。
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引用次数: 0
Direct and rapid detection of serum amino acid and monoamine neurotransmitters to assist the diagnosis of panic disorder 直接和快速检测血清氨基酸和单胺类神经递质以协助诊断惊恐障碍
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-10-08 DOI: 10.1007/s11426-024-2150-5
Shiwen Liu, Xuerui Wan, Meng Zhao, Jiaqi Wang, Weilan Wu, Linlin You, Yonggui Yuan, Qian Xu, Rong Gao

The measurement of amino acid and monoamine neurotransmitters (NTs) in serum plays a central role in the identification and monitoring of clinical panic disorder (PD). However, the strong polarity and chemical heterogeneity of NTs make direct extraction and rapid detection extremely challenging. Herein, we developed a strategy that integrated solid phase extraction based on magnetic Fe3O4 coated with polydopamine (Fe3O4@PDA) and direct analysis of mass spectrometry in real time (DART-MS) for quantification of 10 NTs. We systematically investigated the optimal conditions of this strategy to achieve good accuracy and precision. Compared with existing magnetic solid phase extraction methods for NTs detection in biological samples, this strategy could adsorb more targets while having similar adsorption efficiencies, and the total process time was reduced by an average of 69.42%. We rapidly determined the metabolic abnormality of 6 types of NTs in the serum of PD patients and demonstrated their diagnostic accuracy. In addition, an outstanding feature of PD in which tryptophan was more metabolized by the KYN pathway and the 5-hydroxytryptamine pathway was inhibited could be elucidated by this strategy. Our results highlighted the potential ability of Fe3O4@PDA coupled with DART-MS to assist in the clinical diagnosis of PD.

血清中氨基酸和单胺类神经递质(NTs)的测定在临床惊恐障碍(PD)的识别和监测中起着核心作用。然而,纳米碳纳米管的强极性和化学非均质性使得直接提取和快速检测极具挑战性。在此,我们开发了一种基于聚多巴胺包覆的磁性Fe3O4 (Fe3O4@PDA)的固相萃取和实时直接质谱分析(DART-MS)相结合的策略,用于定量10种NTs。我们系统地研究了该策略的最佳条件,以获得良好的准确度和精密度。与现有用于生物样品中nt检测的磁性固相萃取方法相比,该方法在具有相似吸附效率的情况下,可以吸附更多的目标,总处理时间平均缩短了69.42%。我们快速测定了PD患者血清中6种NTs的代谢异常,并证明了其诊断的准确性。此外,PD的一个突出特征是色氨酸更多地通过KYN途径代谢,而5-羟色胺途径被抑制。我们的研究结果强调了Fe3O4@PDA联合DART-MS辅助PD临床诊断的潜在能力。
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引用次数: 0
A nitrogen-rich halogen-bonded organic framework (XOF) for efficient iodine capture and security printing
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-10-08 DOI: 10.1007/s11426-024-2204-8
Qi Zhao, Penghao Sun, Guanfei Gong, Yi Chen, Lingzhi Luo, Yongfei Yin, Chunsheng Li, Jike Wang, Lu Wang, Shigui Chen

The escalating utilization of nuclear energy and nuclear medicine raises concerns about the environmental impact of radioactive iodine, necessitating the development of effective iodine adsorbents, especially under a real-world scenario with extremely low iodine concentration and elevated temperature. Herein, we have presented the construction of a nitrogen-abundant two-dimensional (2D) halogen-bonded organic framework, XOF-TNP, characterized by exceptional crystallinity, thermal stability, and nitrogen-rich structures. XOF-TNP exhibits strong binding to iodine, thanks to the fact that iodine can be pre-enriched into the framework through N⋯I interactions. The nitrogen-rich framework and I+ synergistically have extremely high binding force to iodine, enabling the rapid and efficient capture of iodine in both vapor and solution phases, with significant recyclability. Further flow-through adsorption experiments using an XOF-TNP-packed column achieve 99% iodine removal from hexane and aqueous solutions, surpassing traditional activated carbon. This highlights its potential for environmental remediation. XOF-TNP enables the development of a novel rewritable security paper, utilizing its iodine adsorption properties to encrypt and decrypt QR codes. This research expands the application scope of halogen-bonded organic frameworks, providing insights into the design of materials for environmental remediation and security applications.

{"title":"A nitrogen-rich halogen-bonded organic framework (XOF) for efficient iodine capture and security printing","authors":"Qi Zhao,&nbsp;Penghao Sun,&nbsp;Guanfei Gong,&nbsp;Yi Chen,&nbsp;Lingzhi Luo,&nbsp;Yongfei Yin,&nbsp;Chunsheng Li,&nbsp;Jike Wang,&nbsp;Lu Wang,&nbsp;Shigui Chen","doi":"10.1007/s11426-024-2204-8","DOIUrl":"10.1007/s11426-024-2204-8","url":null,"abstract":"<div><p>The escalating utilization of nuclear energy and nuclear medicine raises concerns about the environmental impact of radioactive iodine, necessitating the development of effective iodine adsorbents, especially under a real-world scenario with extremely low iodine concentration and elevated temperature. Herein, we have presented the construction of a nitrogen-abundant two-dimensional (2D) halogen-bonded organic framework, <b>XOF-TNP</b>, characterized by exceptional crystallinity, thermal stability, and nitrogen-rich structures. <b>XOF-TNP</b> exhibits strong binding to iodine, thanks to the fact that iodine can be pre-enriched into the framework through N⋯I interactions. The nitrogen-rich framework and I<sup>+</sup> synergistically have extremely high binding force to iodine, enabling the rapid and efficient capture of iodine in both vapor and solution phases, with significant recyclability. Further flow-through adsorption experiments using an <b>XOF-TNP</b>-packed column achieve 99% iodine removal from hexane and aqueous solutions, surpassing traditional activated carbon. This highlights its potential for environmental remediation. <b>XOF-TNP</b> enables the development of a novel rewritable security paper, utilizing its iodine adsorption properties to encrypt and decrypt QR codes. This research expands the application scope of halogen-bonded organic frameworks, providing insights into the design of materials for environmental remediation and security applications.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":772,"journal":{"name":"Science China Chemistry","volume":"68 2","pages":"631 - 640"},"PeriodicalIF":10.4,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143446407","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Novel photoresponsive dinuclear nickel catalysts for ethylene (co)polymerization
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-10-08 DOI: 10.1007/s11426-024-2201-6
Chenlong Nan, Tong Pang, Jiaxing Zhao, Lijia Fan, Chen Zou, Xin-Qi Hao, Mao-Ping Song, Jun-Fang Gong, Changle Chen, Hui Jiang

Compared with the conventional strategies of electronic and/or steric perturbation, catalytic olefin polymerization modulated by light irradiation or metal-metal cooperativity effect is a fascinating challenge that attracts considerable attention in the academic community. In this context, we design a strategy that could employ both effects to influence the polymerization process. Some dinuclear salicylaldimine and α-imino-ketone nickel complexes bearing a stiff-stilbene bridge were prepared, which could transfer between (E)-isomers and (Z)-isomers under ultraviolet irradiation. This isomerization can tune the electronic, steric and metal-metal cooperativity effects of the nickel catalysts. In this way, the catalytic activity, as well as polymer microstructures including molecular weight and branching density can be modulated in ethylene polymerization and copolymerization reactions. This strategy is generally applicable to other olefin polymerization catalytic systems and other types of transition metal mediated catalysis.

{"title":"Novel photoresponsive dinuclear nickel catalysts for ethylene (co)polymerization","authors":"Chenlong Nan,&nbsp;Tong Pang,&nbsp;Jiaxing Zhao,&nbsp;Lijia Fan,&nbsp;Chen Zou,&nbsp;Xin-Qi Hao,&nbsp;Mao-Ping Song,&nbsp;Jun-Fang Gong,&nbsp;Changle Chen,&nbsp;Hui Jiang","doi":"10.1007/s11426-024-2201-6","DOIUrl":"10.1007/s11426-024-2201-6","url":null,"abstract":"<div><p>Compared with the conventional strategies of electronic and/or steric perturbation, catalytic olefin polymerization modulated by light irradiation or metal-metal cooperativity effect is a fascinating challenge that attracts considerable attention in the academic community. In this context, we design a strategy that could employ both effects to influence the polymerization process. Some dinuclear salicylaldimine and <i>α</i>-imino-ketone nickel complexes bearing a stiff-stilbene bridge were prepared, which could transfer between (<i>E</i>)-isomers and (<i>Z</i>)-isomers under ultraviolet irradiation. This isomerization can tune the electronic, steric and metal-metal cooperativity effects of the nickel catalysts. In this way, the catalytic activity, as well as polymer microstructures including molecular weight and branching density can be modulated in ethylene polymerization and copolymerization reactions. This strategy is generally applicable to other olefin polymerization catalytic systems and other types of transition metal mediated catalysis.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":772,"journal":{"name":"Science China Chemistry","volume":"68 2","pages":"714 - 722"},"PeriodicalIF":10.4,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11426-024-2201-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143446448","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enantioselective iridium-catalyzed allylic substitution with a Reformatsky reagent: direct construction of β-stereogenic homoallylic esters 铱催化烯丙基取代与 Reformatsky 试剂的对映选择性:直接构建 β-立体同源烯丙基酯
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-09-30 DOI: 10.1007/s11426-024-2284-x
Debasis Pal, Kirana D. Veeranna, Yuk Fai Wong, P. Andrew Evans

The Reformatsky reagent derived from ethyl bromoacetate circumvents the challenge associated with the direct regio- and enantioselective iridium-catalyzed allylic alkylation with an unstabilized aliphatic ester enolate. Notably, this work represents the first example of using a Reformatsky reagent in a metal-allyl reaction, which permits the direct construction of enantioenriched β-stereogenic homoallylic esters without preactivation of the pronucleophile or post-reaction modification of the product (e.g., thermal decarboxylation of a 1,3-dicarbonyl). Moreover, the process allows the coupling of a broad range of sterically and electronically diverse electrophiles bearing aryl, heteroaryl and alkenyl derivatives, including the significantly more challenging alkyl-substituted allylic carbonates. The versatility of the ester product is exemplified by a series of functional group manipulations and the development of a concise and efficient enantioselective total synthesis of the natural product, (+)-descurainolide A. Finally, mechanistic studies indicate that the zinc enolate behaves as a soft nucleophile that undergoes outer-sphere alkylation.

从溴乙酸乙酯衍生出的 Reformatsky 试剂规避了与非稳定脂肪酯烯醇直接进行区域和对映选择性铱催化烯丙基烷基化相关的挑战。值得注意的是,这项工作代表了在金属-烯丙基反应中使用 Reformatsky 试剂的首个实例,它允许直接构建对映体丰富的 β-立体同源烯丙基酯,而无需预激活亲核剂或在反应后对产物进行修饰(例如 1,3-二羰基的热脱羧)。此外,该工艺还能偶联多种立体和电子多样性的亲电体,包括芳基、杂芳基和烯基衍生物,包括更具挑战性的烷基取代烯丙基碳酸酯。酯类产物的多功能性体现在一系列官能团操作以及天然产物 (+)-descurainolide A 的简洁高效的对映选择性全合成的开发上。最后,机理研究表明,烯酸锌是一种软亲核物,会发生外层烷基化反应。
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引用次数: 0
Thioredoxin pathway regulated live-cell synthesis of CdSe quantum dots in Saccharomyces cerevisiae 硫氧还蛋白途径调控酿酒酵母中硒化镉量子点的活细胞合成
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-09-29 DOI: 10.1007/s11426-024-2261-x
Xu Li, Cai-Qin Wu, Jia-Wei Tu, Juan Kong, Ling-Ling Yang, Zhi-Xiong Xie, Dai-Wen Pang

Currently, the application of synthetic biology to artificially manipulate and utilize organisms for the synthesis of desired products such as nanomaterials with excellent fluorescence properties is attracting considerable attention. However, it is still difficult to obtain designed products efficiently due to insufficient knowledge of the biosynthetic mechanisms. The thioredoxin (TRX) and glutathione (GSH) pathways are generally conserved thiol-reductase systems that protect organisms from oxidative stress and are involved in selenium (Se) metabolism. In this study, we revealed the pivotal role of cytoplasmic TRX pathway in regulating the metabolism of Na2SeO3 during the live-cell synthesis of cadmium-selenium quantum dots (CdSe QDs) in Saccharomyces cerevisiae by regulating the expression level of genes related to TRX pathway and measuring the intracellular content of selenocysteine (SeCys). The determination of SeCys metabolism in yeast with GSH pathway-related genes deleted demonstrated that the TRX pathway played a more significant role in SeCys metabolism than GSH pathway. A 6.4-fold enhancement in the synthetic yield of CdSe QDs was achieved through the overexpression of TRX pathway-related genes, improvement of synthetic procedure, and supplementation of GSH based on the understanding of biological metabolism. Exploring the mechanism of CdSe QDs live-cell synthesis facilitates the precise manipulation of biological processes for the synthesis of inorganic nanomaterials.

目前,应用合成生物学来人工操纵和利用生物合成所需的产品(如具有优异荧光特性的纳米材料)正受到广泛关注。然而,由于对生物合成机制的认识不足,要想高效地获得设计产品仍然十分困难。硫氧还原酶(TRX)和谷胱甘肽(GSH)途径是普遍保守的硫醇还原酶系统,可保护生物免受氧化应激,并参与硒(Se)代谢。本研究通过调节 TRX 通路相关基因的表达水平和测定细胞内硒半胱氨酸(SeCys)的含量,揭示了细胞质 TRX 通路在活细胞合成镉硒量子点(CdSe QDs)过程中调控 Na2SeO3 代谢的关键作用。在删除了 GSH 通路相关基因的酵母中测定 SeCys 代谢情况表明,TRX 通路在 SeCys 代谢中的作用比 GSH 通路更重要。基于对生物代谢的理解,通过过表达 TRX 途径相关基因、改进合成程序和补充 GSH,CdSe QDs 的合成产量提高了 6.4 倍。对 CdSe QDs 活细胞合成机制的探索有助于精确操纵生物过程合成无机纳米材料。
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引用次数: 0
A universal strategy of multi-objective active learning to accelerate the discovery of organic electrode molecules 加速发现有机电极分子的多目标主动学习通用策略
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-09-29 DOI: 10.1007/s11426-024-2163-1
Jiayi Du, Jun Guo, Wei Liu, Ziwei Li, Gang Huang, Xinbo Zhang

Organic electrode molecules hold significant potential as the next generation of cathode materials for Li-ion batteries. In this study, we have introduced a multi-objective active learning framework that leverages Bayesian optimization and non-dominated sorting genetic algorithms-II. This framework enables the selection of organic molecules characterized by high theoretical energy density and low gap (LUMO-HOMO) (LUMO, lowest unoccupied molecular orbital; HOMO, highest occupied molecular orbital). Remarkably, after only two cycles of active learning, the determination of coefficient can reach 0.962 for theoretical energy density and 0.920 for the gap with a modest dataset of 300 molecules, showcasing superior predictive capabilities. The 2,3,5,6-tetrafluorocyclohexa-2,5-diene-1,4-dione, selected by non-dominated sorting genetic algorithms-II, has been successfully applied to Li-ion batteries as cathode materials, demonstrating a high capacity of 288 mAh g−1 and a long cycle life of 1,000 cycles. This outcome underscores the high reliability of our framework. Furthermore, we have also validated the universality and transferability of our framework by applying it to two additional databases, the QM9 and OMEAD. When the training dataset of the model includes at least 500 molecules, the determination of coefficient essentially reaches approximately 0.900 for four targets: gap, reduction potential, LUMO, and HOMO. Therefore, the universal framework in our work provides innovative insights applicable to other domains to expedite the screening process for target materials.

有机电极分子作为下一代锂离子电池的阴极材料潜力巨大。在这项研究中,我们引入了一个多目标主动学习框架,该框架利用了贝叶斯优化和非支配排序遗传算法-II。该框架可以选择具有高理论能量密度和低间隙(LUMO-HOMO)(LUMO:最低未占用分子轨道;HOMO:最高占用分子轨道)特点的有机分子。值得注意的是,仅经过两个周期的主动学习,在 300 个分子的适度数据集上,理论能量密度和间隙的系数测定分别达到了 0.962 和 0.920,显示了卓越的预测能力。通过非优势排序遗传算法-II 选出的 2,3,5,6-四氟环己-2,5-二烯-1,4-二酮已成功应用于锂离子电池正极材料,显示出 288 mAh g-1 的高容量和 1,000 次循环的长循环寿命。这一成果凸显了我们框架的高可靠性。此外,我们还将框架应用于另外两个数据库(QM9 和 OMEAD),从而验证了框架的通用性和可移植性。当模型的训练数据集包含至少 500 个分子时,在间隙、还原电位、LUMO 和 HOMO 四个目标上的系数测定基本上达到了约 0.900。因此,我们工作中的通用框架提供了适用于其他领域的创新见解,从而加快了目标材料的筛选过程。
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引用次数: 0
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Science China Chemistry
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