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Photothermal catalytic transfer hydrogenolysis of protolignin 原木质素的光热催化转移氢解作用
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54664-6
Hongji Li, Xiaotong Sun, Ting Li, Zhitong Zhao, Hui Wang, Xiaomei Yang, Chaofeng Zhang, Feng Wang

Photothermal catalysis is a promising strategy to combine the advantages of both thermal-catalysis and photocatalysis. Herein we achieve the protolignin conversion to aromatics via the photothermal catalytic transfer hydrogenolysis process intensified by the in-situ protection strategy. The Pd/TiO2 at 140 °C with UV irradiation can catalyze the reforming of primary alcohols to aldehydes and active H* species, which further participate in the acetalation protection of the 1,3-diol group of β-O-4 linkage and mediate the hydrogenolysis of Cβ–OAr bonds, respectively. The conversion of birch sawdust with ethanol as the hydrogen donor provides a 40 wt% yield of phenolic monomers, compared with an 11 wt% monomer yield obtained from the conversion of extracted 1,3-diol-protected lignin under the same conditions. The synergistic effect of photocatalysis and thermal-catalysis contributes to the prior cleavage of the Cβ–OAr bond before other C–O bonds. The feasibility of solar-light-driven photothermal catalytic system is demonstrated.

光热催化是一种将热催化和光催化的优点结合起来的有前途的策略。在这里,我们通过原位保护策略强化的光热催化转移氢解过程实现了原木质素向芳烃的转化。Pd/TiO2 在 140 °C 紫外光照射下可催化伯醇重整为醛和活性 H* 物种,它们分别进一步参与 1,3-diol 基团 β-O-4 连接的缩醛化保护和介导 Cβ-OAr 键的氢解。以乙醇为氢供体转化桦木锯屑可获得 40% 的酚类单体产量,而在相同条件下转化提取的 1,3-二醇保护木质素只能获得 11% 的单体产量。光催化和热催化的协同效应使 Cβ-OAr 键先于其他 C-O 键裂解。这证明了太阳光驱动光热催化系统的可行性。
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引用次数: 0
High-performance multiphase Sm-Co-B alloys with coercivities up to 6.71 MA·m−1 矫顽力高达 6.71 MA-m-1 的高性能多相 Sm-Co-B 合金
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54610-6
Shu Wang, Ji-Bing Sun, Xiang Chi, Mu-Jing Zhou, Hao-Yu Ma, Ying Zhang, Jian Liu

SmCo4B-based alloys with high magnetocrystalline anisotropy are expected to be used as raw materials or constituent phases for new permanent magnets. In this work, we develop Sm(Co, Fe, Ni)4B alloys with excellent hard magnetic properties by tuning the contents of Fe, Co, and Ni. The addition of Fe enhances the amorphous formation ability of the as-spun ribbons, whereas Ni addition improves the structural stability of the crystalline phases. During annealing, the amorphous phase crystallizes into different Sm-Co-B phases in stages. A high coercivity of 5.68–6.71 MA·m−1 is obtained in the annealed SmCo4–xyFexNiyB (x = 1.0–2.0, y = 0.8–1.0) ribbons composed of platelet-shaped and equiaxed grains in comparison with the coercivity of 2.89–5.18 MA·m−1 in the x = 1.0–1.2 and y = 0–0.8 ribbons with equiaxed grains. Here, we show the strong correlations between the microstructure and magnetic properties and provide insights for the future development of high-performance SmCo4B-based magnets.

具有高磁晶各向异性的 SmCo4B 基合金有望用作新型永磁体的原材料或组成相。在这项研究中,我们通过调整铁、钴和镍的含量,开发出了具有优异硬磁特性的 Sm(Co、Fe、Ni)4B 合金。铁的添加增强了纺丝带的非晶形成能力,而镍的添加则提高了晶相的结构稳定性。在退火过程中,非晶相会分阶段结晶成不同的 Sm-Co-B 相。退火后的 SmCo4-x-yFexNiyB(x = 1.0-2.0,y = 0.8-1.0)带的矫顽力为 5.68-6.71 MA-m-1,由板状和等轴晶粒组成,而 x = 1.0-1.2 和 y = 0-0.8 等轴晶粒带的矫顽力为 2.89-5.18 MA-m-1。在此,我们展示了微观结构与磁性能之间的密切联系,并为未来开发基于 SmCo4B 的高性能磁体提供了启示。
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引用次数: 0
Simultaneous generation of residue-free reactive oxygen species and bacteria capture for efficient electrochemical water disinfection 同时生成无残留活性氧和捕获细菌,实现高效电化学水消毒
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-53174-9
Yong Liu, Lihao Wang, Qianhui Ma, Xingtao Xu, Xin Gao, Haiguang Zhu, Ting Feng, Xinyue Dou, Miharu Eguchi, Yusuke Yamauchi, Xun Yuan

Residue-free and highly efficient techniques for drinking water disinfection are urgently needed. Herein, we report an electrochemical water disinfection system equipped with atomically precise Ag28 nanoclusters (NCs) as electrode materials. The deployment of these Ag28 NCs not only provides sufficient electrosorption sites for intelligent microbe enrichment but also ensures high-efficiency dual-mode microbial killing through the in situ electrocatalytic production of residue-free reactive oxygen species (ROS) and the inherent antimicrobial activity of Ag28 NCs. Moreover, the design of the system enables a cyclical “alive microbe capture–killing–dead microbe desorption” process for continuous water disinfection. On this basis, this water disinfection system is efficient against broad-spectrum microbes (with >99.99% antimicrobial activity), durable (with a performance reduction of only 0.75% over 40 cycles and 99.90% antimicrobial efficiency for over 5 h of continuous operation), versatile (i.e., other NCs can be used), scalable (with water productivity of 213.33 L h−1 m2), energy efficient (with a low energy consumption of 4.91 Wh m3; 1.04 Wh m3 without the pumping cost) and applicable for various real water samples. This study may open new avenues for global water disinfection techniques.

目前迫切需要无残留、高效的饮用水消毒技术。在此,我们报告了一种电化学水消毒系统,该系统配备了原子精度的 Ag28 纳米团簇(NCs)作为电极材料。这些 Ag28 纳米团簇的应用不仅为智能微生物富集提供了足够的电吸附位点,而且通过原位电催化产生无残留活性氧(ROS)和 Ag28 纳米团簇固有的抗菌活性,确保了高效的双模式微生物杀灭。此外,该系统的设计实现了 "活微生物捕获-杀灭-死微生物解吸 "的循环过程,可对水进行连续消毒。在此基础上,这种水消毒系统对广谱微生物有效(抗菌活性达 99.99%)、耐用(40 个循环中性能降低仅为 0.75%,连续运行 5 小时以上的抗菌效率达 99.90%)、用途广泛(即可使用其他数控系统)、可在水消毒系统中使用、可扩展(水生产力为 213.33 L h-1 m-2)、节能(能耗低,仅为 4.91 Wh m-3;1.04 Wh m-3,不含泵送成本),并适用于各种实际水样。这项研究可为全球水消毒技术开辟新的途径。
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引用次数: 0
Impact of easing COVID-19 restrictions on antibiotic usage in Eastern China using wastewater-based epidemiology 利用基于废水的流行病学研究放宽 COVID-19 限制对华东地区抗生素使用的影响
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54498-2
Jinxin Zang, Lufang Jiang, Yingying Wang, Yue Chen, Chaowei Fu, Barbara Kasprzyk-Hordern, Na Wang, Qingwu Jiang, Helen Lambert

Coronavirus Disease 2019 (COVID-19) emerged in December 2019, prompting the implementation of a “zero-COVID” policy in Mainland China. The easing of this policy in December 2022 led to a surge in COVID cases, which was believed to significantly increase antibiotic usage, potentially due to antibiotic misuse or increased coinfections. Our study aimed to compare antibiotic consumption and patterns before and after this policy adjustment. We utilised wastewater-based epidemiology (WBE) to analyse antibiotic levels in samples collected from five wastewater treatment plants in Eastern China during January and February of 2021 and 2023. 27 antibiotics were quantified using ultra-high performance liquid chromatography coupled with triple quadrupole tandem mass spectrometry (UPLC-MS/MS) and analysed via WBE, with the resulting estimates compared with catchment-specific prescription data. 23 antibiotics were detected in wastewater samples, with a substantial increase in usage in 2023 (ranging from 531% to 3734%), consistent with prescription data. Here, we show a significant rise in antibiotic consumption during the COVID-19 surge and this underscores the need for further investigation into the impacts of inappropriate antibiotic use in China.

2019年12月出现了冠状病毒病(COVID-19),促使中国大陆实施了 "零COVID "政策。2022年12月该政策的放宽导致COVID病例激增,这被认为会大幅增加抗生素的使用量,其原因可能是抗生素滥用或合并感染增加。我们的研究旨在比较政策调整前后的抗生素使用情况和模式。我们利用污水流行病学(WBE)分析了 2021 年和 2023 年 1 月和 2 月期间从华东地区五家污水处理厂采集的样本中的抗生素水平。采用超高效液相色谱-三重四极杆串联质谱(UPLC-MS/MS)对 27 种抗生素进行定量,并通过 WBE 进行分析,将得出的估计值与特定流域的处方数据进行比较。在废水样本中检测到 23 种抗生素,2023 年的使用量大幅增加(从 531% 到 3734%),与处方数据一致。在此,我们展示了在 COVID-19 高峰期抗生素消耗量的大幅上升,这突出表明有必要进一步调查抗生素在中国不当使用的影响。
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引用次数: 0
Strong hole-photon coupling in planar Ge for probing charge degree and strongly correlated states 平面 Ge 中的强空穴-光子耦合,用于探测电荷度和强相关态
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54520-7
Franco De Palma, Fabian Oppliger, Wonjin Jang, Stefano Bosco, Marián Janík, Stefano Calcaterra, Georgios Katsaros, Giovanni Isella, Daniel Loss, Pasquale Scarlino

Semiconductor quantum dots (QDs) in planar germanium (Ge) heterostructures have emerged as front-runners for future hole-based quantum processors. Here, we present strong coupling between a hole charge qubit, defined in a double quantum dot (DQD) in planar Ge, and microwave photons in a high-impedance (Zr = 1.3 kΩ) resonator based on an array of superconducting quantum interference devices (SQUIDs). Our investigation reveals vacuum-Rabi splittings with coupling strengths up to g0/2π = 260 MHz, and a cooperativity of C ~ 100, dependent on DQD tuning. Furthermore, utilizing the frequency tunability of our resonator, we explore the quenched energy splitting associated with strong Coulomb correlation effects in Ge QDs. The observed enhanced coherence of the strongly correlated excited state signals the presence of distinct symmetries within related spin functions, serving as a precursor to the strong coupling between photons and spin-charge hybrid qubits in planar Ge. This work paves the way towards coherent quantum connections between remote hole qubits in planar Ge, required to scale up hole-based quantum processors.

平面锗(Ge)异质结构中的半导体量子点(QDs)已成为未来基于空穴的量子处理器的领跑者。在这里,我们展示了平面锗中双量子点(DQD)定义的空穴电荷量子比特与基于超导量子干涉器件(SQUID)阵列的高阻抗(Zr = 1.3 kΩ)谐振器中的微波光子之间的强耦合。我们的研究揭示了真空-拉比分裂,耦合强度高达 g0/2π = 260 MHz,合作度为 C ~ 100,取决于 DQD 的调谐。此外,我们还利用谐振器的频率可调性,探索了与 Ge QD 中强库仑相关效应相关的淬火能量分裂。观察到的强相关激发态相干性增强,表明相关自旋函数中存在不同的对称性,这是平面 Ge 中光子与自旋电荷混合量子比特之间强耦合的前兆。这项工作为实现平面 Ge 中远程空穴量子比特之间的相干量子连接铺平了道路,而这正是扩展基于空穴的量子处理器所必需的。
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引用次数: 0
Single-molecule imaging reveals the kinetics of non-homologous end-joining in living cells 单分子成像揭示活细胞中非同源末端连接的动力学过程
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54545-y
Mariia Mikhova, Noah J. Goff, Tomáš Janovič, Joshua R. Heyza, Katheryn Meek, Jens C. Schmidt

Non-homologous end joining (NHEJ) is the predominant pathway that repairs DNA double-stranded breaks (DSBs) in vertebrates. However, due to challenges in detecting DSBs in living cells, the repair capacity of the NHEJ pathway is unknown. The DNA termini of many DSBs must be processed to allow ligation while minimizing genetic changes that result from break repair. Emerging models propose that DNA termini are first synapsed ~115 Å apart in one of several long-range synaptic complexes before transitioning into a short-range synaptic complex that juxtaposes DNA ends to facilitate ligation. The transition from long-range to short-range synaptic complexes involves both conformational and compositional changes of the NHEJ factors bound to the DNA break. Importantly, it is unclear how NHEJ proceeds in vivo because of the challenges involved in analyzing recruitment of NHEJ factors to DSBs over time in living cells. Here, we develop an approach to study the temporal and compositional dynamics of NHEJ complexes using live cell single-molecule imaging. Our results provide direct evidence for stepwise maturation of the NHEJ complex, pinpoint key regulatory steps in NHEJ progression, and allowed us to estimate the overall repair capacity of the NHEJ pathway in living cells.

非同源末端连接(NHEJ)是脊椎动物修复DNA双链断裂(DSB)的主要途径。然而,由于在活细胞中检测DSB存在困难,NHEJ途径的修复能力尚不清楚。许多DSB的DNA末端必须经过处理才能连接,同时尽量减少断裂修复造成的基因改变。新出现的模型认为,DNA末端首先在几种长程突触复合体之一中相距约115 Å处突触,然后过渡到短程突触复合体,使DNA末端并列以促进连接。从长程突触复合体到短程突触复合体的转变涉及与 DNA 断裂结合的 NHEJ 因子的构象和组成变化。重要的是,NHEJ 在体内是如何进行的尚不清楚,因为在活细胞中分析 NHEJ 因子随时间迁移到 DSB 的招募过程存在挑战。在这里,我们开发了一种方法,利用活细胞单分子成像技术研究 NHEJ 复合物的时间和组成动态。我们的研究结果为 NHEJ 复合物的逐步成熟提供了直接证据,精确定位了 NHEJ 进展过程中的关键调控步骤,并使我们能够估计活细胞中 NHEJ 通路的整体修复能力。
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引用次数: 0
Alkali cation-π interactions in aqueous systems, modulating supramolecular stereoisomerism of nanoscopic metal-organic capsules 水体系中碱阳离子与π的相互作用,调节纳米金属有机胶囊的超分子立体异构性
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54426-4
Paul Wix, Swetanshu Tandon, Sebastien Vaesen, Kadri Karimu, Jennifer S. Mathieson, Kane Esien, Solveig Felton, Graeme W. Watson, Wolfgang Schmitt

Contrary to common chemical intuition, cation-π interactions can persist in polar, aqueous reaction solutions, rather than in dry non-coordinative solvent systems. This account highlights how alkali ion-π interactions impart distinctive structure-influencing supramolecular forces that can be exploited in the preparation of nanoscopic metal-organic capsules. The incorporation of alkali ions from polar solutions into molecular pockets promotes the assembly of otherwise inaccessible capsular entities whose structures are distinctive to those of common polyoxovanadate clusters in which {V=O} moieties usually point radially to the outside, shielding the molecular entities. The applied concept is exemplified by homologous {V20} and {V30} cages, composed of inverted, hemispherical {V5O9} units. The number and geometrical organization of these {V5O9} sub-units in these cages are associated with prevailing cation-(pi) interactions and competing steric effects. The stereoisomers of these resulting nano-sized objects are comparable to Alfred Werner-type structural isomers of simple mononuclear complexes in-line with fundamental coordination chemistry principles.

与常见的化学直觉相反,阳离子-π相互作用可以在极性水反应溶液中持续存在,而不是在干燥的非共价溶剂系统中。本文重点介绍了碱离子-π 相互作用如何产生独特的结构影响超分子作用力,这些作用力可在制备纳米金属有机胶囊时加以利用。将极性溶液中的碱离子掺入分子袋中可促进原本无法进入的胶囊实体的组装,这些胶囊实体的结构与普通聚氧乙烯钒酸盐簇的结构截然不同,在普通聚氧乙烯钒酸盐簇中,{V=O}分子通常径向指向外部,屏蔽分子实体。由倒置的半球形{V5O9}单元组成的同源{V20}和{V30}笼就是应用这一概念的例证。这些{V5O9}子单元在这些笼子中的数量和几何组织与普遍存在的阳离子-(pi)相互作用和相互竞争的立体效应有关。根据基本配位化学原理,这些纳米级物体的立体异构体与简单单核复合物的阿尔弗雷德-维尔纳型结构异构体相当。
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引用次数: 0
Dysregulated RBM24 phosphorylation impairs APOE translation underlying psychological stress-induced cardiovascular disease RBM24 磷酸化失调会损害 APOE 翻译,而这种翻译是心理压力诱发心血管疾病的基础
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54519-0
He Yang, Lei Sun, Xuemei Bai, Bingcheng Cai, Zepeng Tu, Chen Fang, Yusheng Bian, Xiaoyu Zhang, Xudong Han, Dayin Lv, Chi Zhang, Bo Li, Shaoxiang Luo, Bingbing Du, Lan Li, Yufeng Yao, Zhiqiang Dong, Zhuowei Huang, Guanhua Su, Hui Li, Qing K. Wang, Min Zhang

Psychological stress contributes to cardiovascular disease (CVD) and sudden cardiac death, yet its molecular basis remains obscure. RNA binding protein RBM24 plays a critical role in cardiac development, rhythm regulation, and cellular stress. Here, we show that psychological stress activates RBM24 S181 phosphorylation through eIF4E2-GSK3β signaling, which causally links psychological stress to CVD by promoting APOE translation (apolipoprotein E). Using an Rbm24 S181A KI mouse model, we show that impaired S181 phosphorylation leads to cardiac contractile dysfunction, atrial fibrillation, dyslipidemia, reduced muscle strength, behavioral abnormalities, and sudden death under acute and chronic psychological stressors. The impaired S181 phosphorylation of RBM24 inhibits cardiac translation, including APOE translation. Notably, cardiomyocyte-specific expression of APOE rescues cardiac electrophysiological abnormalities and contractile dysfunction, through preventing ROS stress and mitochondrial dysfunction. Moreover, RBM24-S181 phosphorylation acts as a serum marker for chronic stress in human. These results provide a functional link between RBM24 phosphorylation, eIF4E-regulated APOE translation, and psychological-stress-induced CVD.

心理压力会导致心血管疾病(CVD)和心脏性猝死,但其分子基础仍然模糊不清。RNA 结合蛋白 RBM24 在心脏发育、节律调节和细胞应激中发挥着关键作用。在这里,我们发现心理压力会通过 eIF4E2-GSK3β 信号激活 RBM24 S181 磷酸化,从而通过促进 APOE 翻译(载脂蛋白 E)将心理压力与心血管疾病联系起来。通过使用 Rbm24 S181A KI 小鼠模型,我们发现在急性和慢性心理压力下,S181 磷酸化受损会导致心脏收缩功能障碍、心房颤动、血脂异常、肌力下降、行为异常和猝死。RBM24 的 S181 磷酸化受损会抑制心脏翻译,包括 APOE 翻译。值得注意的是,通过防止 ROS 应激和线粒体功能障碍,心肌细胞特异性表达 APOE 可挽救心脏电生理异常和收缩功能障碍。此外,RBM24-S181 磷酸化可作为人类慢性应激的血清标志物。这些结果提供了 RBM24 磷酸化、eIF4E 调节的 APOE 翻译和心理压力诱导的心血管疾病之间的功能性联系。
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引用次数: 0
Multi-omic and single-cell profiling of chromothriptic medulloblastoma reveals genomic and transcriptomic consequences of genome instability 染色体异常髓母细胞瘤的多组学和单细胞图谱分析揭示了基因组不稳定性的基因组和转录组后果
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-23 DOI: 10.1038/s41467-024-54547-w
Petr Smirnov, Moritz J. Przybilla, Milena Simovic-Lorenz, R. Gonzalo Parra, Hana Susak, Manasi Ratnaparkhe, John KL. Wong, Verena Körber, Jan-Philipp Mallm, George Philippos, Martin Sill, Thorsten Kolb, Rithu Kumar, Nicola Casiraghi, Konstantin Okonechnikov, David R. Ghasemi, Kendra Korinna Maaß, Kristian W. Pajtler, Anna Jauch, Andrey Korshunov, Thomas Höfer, Marc Zapatka, Stefan M. Pfister, Wolfgang Huber, Oliver Stegle, Aurélie Ernst

Chromothripsis is a frequent form of genome instability, whereby a presumably single catastrophic event generates extensive genomic rearrangements of one or multiple chromosome(s). However, little is known about the heterogeneity of chromothripsis across different clones from the same tumour, as well as changes in response to treatment. Here we analyse single-cell genomic and transcriptomic alterations linked with chromothripsis in human p53-deficient medulloblastoma and neural stem cells (n = 9). We reconstruct the order of somatic events, identify early alterations likely linked to chromothripsis and depict the contribution of chromothripsis to malignancy. We characterise subclonal variation of chromothripsis and its effects on extrachromosomal circular DNA, cancer drivers and putatively druggable targets. Furthermore, we highlight the causative role and the fitness consequences of specific rearrangements in neural progenitors.

染色质三分裂是基因组不稳定的一种常见形式,据推测,单个灾难性事件会导致一条或多条染色体发生广泛的基因组重排。然而,人们对来自同一肿瘤的不同克隆的染色体三分裂的异质性以及对治疗的反应变化知之甚少。在此,我们分析了人类 p53 缺陷髓母细胞瘤和神经干细胞(n = 9)中与染色体三分裂相关的单细胞基因组和转录组改变。我们重建了体细胞事件的顺序,确定了可能与染色体三分裂有关的早期改变,并描绘了染色体三分裂对恶性肿瘤的贡献。我们描述了染色质三分裂的亚克隆变异及其对染色体外环状 DNA、癌症驱动因素和可能的药物靶点的影响。此外,我们还强调了神经祖细胞中特定重排的致病作用和健康后果。
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引用次数: 0
ClickGen: Directed exploration of synthesizable chemical space via modular reactions and reinforcement learning ClickGen:通过模块化反应和强化学习定向探索可合成化学空间
IF 16.6 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-11-22 DOI: 10.1038/s41467-024-54456-y
Mingyang Wang, Shuai Li, Jike Wang, Odin Zhang, Hongyan Du, Dejun Jiang, Zhenxing Wu, Yafeng Deng, Yu Kang, Peichen Pan, Dan Li, Xiaorui Wang, Xiaojun Yao, Tingjun Hou, Chang-Yu Hsieh

Despite the significant potential of generative models, low synthesizability of many generated molecules limits their real-world applications. In response to this issue, we develop ClickGen, a deep learning model that utilizes modular reactions like click chemistry to assemble molecules and incorporates reinforcement learning along with inpainting technique to ensure that the proposed molecules display high diversity, novelty and strong binding tendency. ClickGen demonstrates superior performance over the other reaction-based generative models in terms of novelty, synthesizability, and docking conformation similarity for existing binders targeting the three proteins. We then proceeded to conduct wet-lab validation on the ClickGen’s proposed molecules for poly adenosine diphosphate-ribose polymerase 1. Due to the guaranteed high synthesizability and model-generated synthetic routes for reference, we successfully produced and tested the bioactivity of these novel compounds in just 20 days, much faster than typically expected time frame when handling sufficiently novel molecules. In bioactivity assays, two lead compounds demonstrated superior anti-proliferative efficacy against cancer cell lines, low toxicity, and nanomolar-level inhibitory activity to PARP1. We demonstrate that ClickGen and related models may represent a new paradigm in molecular generation, bringing AI-driven, automated experimentation and closed-loop molecular design closer to realization.

尽管生成模型潜力巨大,但许多生成分子的可合成性很低,这限制了它们在现实世界中的应用。针对这一问题,我们开发了一种深度学习模型--ClickGen,它利用点击化学等模块化反应来组装分子,并结合了强化学习和涂色技术,以确保提出的分子具有高多样性、新颖性和强结合倾向。与其他基于反应的生成模型相比,ClickGen 在新颖性、可合成性和针对这三种蛋白质的现有结合剂的对接构象相似性方面表现出更优越的性能。随后,我们对 ClickGen 提出的聚二磷酸腺苷核糖聚合酶 1 分子进行了湿实验室验证。由于保证了较高的可合成性,并有模型生成的合成路线作为参考,我们在短短 20 天内就成功制备并测试了这些新型化合物的生物活性,比处理足够新的分子时通常预期的时间要快得多。在生物活性测试中,两种先导化合物对癌细胞株表现出卓越的抗增殖功效、低毒性以及纳摩尔级的 PARP1 抑制活性。我们证明,ClickGen 和相关模型可能代表了分子生成的一种新模式,使人工智能驱动的自动化实验和闭环分子设计更接近实现。
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引用次数: 0
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