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Bio-Inspired Pancreas With Microfluidic Multi-Component Hydrogel Microfibers for Exploring Pancreatic Exocrine and Endocrine Interactions 用微流控多组分水凝胶微纤维研究胰腺外分泌和内分泌相互作用的仿生胰腺
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-12 DOI: 10.1002/agt2.70210
Zhikun Huan, Zhiqiang Luo, Jingbo Li, Yunru Yu, Ling Li

The rise in pancreatic diseases, resulting from improved living quality and lifestyle habits changes, has imposed a serious social burden. To better understand the pancreatic functions during disease progression, constructing a bionic pancreas is vital yet challenging in tissue engineering. Herein, inspired by the physiological anatomy of the pancreas, we introduce core-shell microfibers with pancreatic stellate cells (PSCs) in the shell and pancreatic β-cells in the core. Compared to traditional plate culture, the β-cells encapsulated in the microfiber exhibit enhanced glucose-stimulated insulin secretion. Such microfibers also serve as a platform to study the progression of diabetes of the exocrine pancreas, where the PSCs are activated under conditions of pancreatic exocrine diseases such as chronic pancreatitis. The activated PSCs impede insulin synthesis and increase apoptosis in β-cells, resulting in elevated blood glucose. This high-glucose microenvironment further exacerbates the activation of PSCs, causing a vicious cycle of diabetes. Additionally, the bio-inspired pancreas also demonstrates its potential in drug screening, as evidenced by testing the glucagon-like peptide 1 receptor agonist, Exendin-4. Building upon such features, it is convincing that these multi-component microfibers hold promise for exploring the pancreatic exocrine and endocrine interactions, and showing potential in disease modeling, drug screening, and regenerative medicine.

由于生活质量的提高和生活习惯的改变,胰腺疾病的增加造成了严重的社会负担。为了更好地了解胰腺在疾病进展过程中的功能,构建仿生胰腺是组织工程中至关重要且具有挑战性的课题。在此,受胰腺生理解剖的启发,我们引入了核-壳微纤维,壳中含有胰腺星状细胞(PSCs),核中含有胰腺β细胞。与传统的平板培养相比,包封在微纤维中的β细胞表现出葡萄糖刺激的胰岛素分泌增强。这种微纤维也可以作为研究外分泌胰腺糖尿病进展的平台,其中psc在胰腺外分泌疾病(如慢性胰腺炎)的情况下被激活。活化的PSCs阻碍胰岛素合成,增加β-细胞凋亡,导致血糖升高。这种高糖微环境进一步加剧了PSCs的激活,导致糖尿病的恶性循环。此外,通过测试胰高血糖素样肽1受体激动剂Exendin-4,仿生胰腺也显示出其在药物筛选方面的潜力。基于这些特征,这些多组分微纤维有望探索胰腺外分泌和内分泌的相互作用,并在疾病建模、药物筛选和再生医学中显示出潜力。
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引用次数: 0
A Mitochondrial DNA-Releasing Photosensitizer Potentiates Innate Immunity for Tumor Eradication and Prevention 线粒体dna释放光敏剂增强肿瘤根除和预防的先天免疫
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-11 DOI: 10.1002/agt2.70194
Yanhe An, Min Li, Qingqing Bai, Wudama Cui, Hai Yu, Peng Wang, Pinning Feng, Duo Mao

Immunotherapy has emerged as one of the most promising strategies for achieving complete tumor eradication. However, its effectiveness against solid tumors remains limited due to the presence of an immunosuppressive tumor microenvironment. In addition, severe side effects such as cytokine storms further constrain its clinical application. Therefore, there is an urgent need to develop efficient and controllable immunotherapeutic approaches. Herein, we report the development of a novel mitochondrial DNA-releasing photosensitizer, MQ-PPy, which exhibits outstanding mitochondrial localization and robust reactive oxygen species generation. Upon light irradiation, MQ-PPy induces pronounced mitochondrial oxidative damage in tumor cells, triggering the release of immunogenic damage-associated molecular patterns and mitochondrial DNA, which activates the cGAS-STING signaling pathway. Meanwhile, MQ-PPy effectively induces immunogenic cell death, thereby remodeling the tumor immune microenvironment and enhancing antitumor immune responses. In vivo studies confirmed that MQ-PPy-mediated photodynamic therapy significantly inhibits tumor growth and notably increases the infiltration of cytotoxic T cells within the tumor. Moreover, we demonstrated that tumor cells treated with MQ-PPy-mediated PDT can function as a whole-cell vaccine, effectively establishing systemic immune memory and significantly suppressing tumor growth upon rechallenge. This study presents a promising and controllable strategy for advancing tumor immunotherapy through mitochondria-targeted photoactivation.

免疫疗法已成为实现完全根除肿瘤的最有前途的策略之一。然而,由于存在免疫抑制肿瘤微环境,其对实体瘤的有效性仍然有限。此外,细胞因子风暴等严重的副作用进一步制约了其临床应用。因此,迫切需要开发高效、可控的免疫治疗方法。在此,我们报道了一种新型线粒体dna释放光敏剂MQ-PPy的开发,它具有出色的线粒体定位和强大的活性氧生成。在光照下,MQ-PPy在肿瘤细胞中诱导明显的线粒体氧化损伤,触发释放免疫原性损伤相关分子模式和线粒体DNA,激活cGAS-STING信号通路。同时,MQ-PPy能有效诱导免疫原性细胞死亡,从而重塑肿瘤免疫微环境,增强抗肿瘤免疫应答。体内研究证实,mq - py介导的光动力治疗可显著抑制肿瘤生长,并显著增加肿瘤内细胞毒性T细胞的浸润。此外,我们证明了用mq - py介导的PDT治疗的肿瘤细胞可以作为全细胞疫苗,有效地建立全身免疫记忆,并在再攻击时显著抑制肿瘤生长。这项研究提出了一种有前途的可控策略,通过线粒体靶向光激活来推进肿瘤免疫治疗。
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引用次数: 0
Mitochondria-Targeted AIE Materials for Oxidative Stress-Mediated Cancer Therapy and Beyond 线粒体靶向AIE材料用于氧化应激介导的癌症治疗及其他
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-11 DOI: 10.1002/agt2.70196
Na Hao, Bohong Chen, Xinxiang Wei, Yixuan Bao, Ru Zhang, Pu Chen, Jia Liu, Heqi Gao, Rongfu Tu, Chao Chen

Mitochondria-targeted aggregation-induced emission (AIE) materials have emerged as promising candidates for precision medicine by enabling the controllable induction of oxidative stress within mitochondria. Yet, a comprehensive overview of the antitumor and other biological effects resulting from such oxidative stress remains lacking. This review summarizes the roles of both excessive and moderate oxidative stress triggered by mitochondria-targeted AIE materials across diverse applications, including: (1) direct induction of various forms of cancer cell death and degradation of cancer-associated proteins; (2) synergistic enhancement of chemo-, radio-, immune-, and other therapies; and (3) treatments beyond cancer. In addition, the challenges and key issues limiting their broader application are discussed. This review highlights the therapeutic potential of controllably induced oxidative stress by mitochondria-targeted AIE materials, aiming to accelerate their development for precise disease intervention and biological regulation.

线粒体靶向聚集诱导发射(AIE)材料通过在线粒体内可控地诱导氧化应激而成为精准医疗的有希望的候选者。然而,对这种氧化应激引起的抗肿瘤和其他生物学效应的全面概述仍然缺乏。本文综述了线粒体靶向AIE材料引发的过度和中度氧化应激在不同应用中的作用,包括:(1)直接诱导各种形式的癌细胞死亡和癌症相关蛋白的降解;(2)化疗、放射、免疫和其他治疗的协同增强;(3)癌症以外的治疗。此外,还讨论了限制其广泛应用的挑战和关键问题。本文综述了线粒体靶向AIE材料可控制诱导氧化应激的治疗潜力,旨在加速其在精确疾病干预和生物调控方面的发展。
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引用次数: 0
Leveraging the Mononuclear Phagocyte System for Advancing Glioma Theranostics: Current Insights and Future Directions 利用单核吞噬细胞系统推进胶质瘤治疗:当前的见解和未来的方向
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-09 DOI: 10.1002/agt2.70182
Wenhui Wang, Ruijing Wen, Qianbei Li, Zhen Cai, Zihao Ou, Lei Zheng

Gliomas present a significant challenge in oncology due to their often subtle early symptoms and the insidious nature of their growth, which is compounded by the blood–brain barrier. Recent evidence has highlighted the diagnostic and therapeutic potential of monocytes, macrophages, and microglia in the context of glioma. This review focused on emerging evidence and hypotheses concerning the components and interrelationships within the mononuclear phagocyte system (MPS) in the central nervous system and its role in glioma development and invasion. By summarizing the involvement of the MPS in glioma biology, this paper offers a novel perspective for the integration of liquid biopsy and targeted therapies in oncology.

胶质瘤是肿瘤学领域的一个重大挑战,因为它们通常具有微妙的早期症状和生长的隐蔽性,并且由于血脑屏障而更加复杂。最近的证据强调了单核细胞、巨噬细胞和小胶质细胞在胶质瘤中的诊断和治疗潜力。本文综述了关于中枢神经系统单核吞噬细胞系统(MPS)的组成和相互关系及其在胶质瘤发生和侵袭中的作用的新证据和假设。本文通过总结MPS在胶质瘤生物学中的作用,为肿瘤液体活检和靶向治疗的整合提供了一个新的视角。
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引用次数: 0
A Versatile AIEgen for In Situ Monitoring of Entire ApoVs Formation Processes 用于原位监测整个ApoVs形成过程的多功能AIEgen
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-07 DOI: 10.1002/agt2.70207
Qiuhua Hao, Nan Sheng, Jie Niu, Chi Li, Fangfang Meng, Xingyu Lyu, Jiaxuan Wang, Zhiqiang Liu, Xiaoqiang Yu

Apoptotic vesicles (ApoVs) are membrane structures formed during cell apoptosis and play crucial roles in homeostasis maintenance, signal transduction, and immune regulation. Importantly, ApoVs inherit the properties and contents of parental cells that show great potential in the diagnosis and treatment of diseases. Monitoring the formation process of ApoVs (such as quantity, morphological changes, release rules, etc.) can reveal the regulatory mechanism of apoptosis, and is also helpful for optimizing the preparation and application of ApoVs. However, due to the limitations of existing technologies, the formation processes of ApoVs have been challenging to precisely and entirely capture. Herein, we subtly constructed a versatile AIEgen (ADTP) that could induce ApoVs production and in situ monitor the formation process, and it was successfully applied to explore the formation mechanism of ApoVs. ADTP specifically targeted the plasma membrane, and it could effectively induce apoptosis under laser irradiation, so it was able to dynamically monitor the entire formation process of ApoVs and had validated ApoVs formation from membrane protrusions (including filopodia, tunneling nanotubes, and retraction fibers). Further investigation revealed that ApoVs derived from membrane protrusions with different components exhibited significant heterogeneity. Additionally, the near-infrared emission characteristic of ADTP was compatible with the stimulated emission depletion (STED) microscopy equipped with a 775 nm depletion laser, enabling high-resolution visualization of detailed dynamic changes in membrane protrusions during ApoVs formation. This work provided powerful tools for tracking the entire ApoVs formation process and also offered crucial scientific evidence for revealing the ApoVs formation mechanism.

凋亡囊泡(ApoVs)是细胞凋亡过程中形成的膜结构,在维持细胞稳态、信号转导和免疫调节中起着重要作用。重要的是,ApoVs继承亲本细胞的特性和内容,在疾病的诊断和治疗中显示出巨大的潜力。监测ApoVs的形成过程(如数量、形态变化、释放规律等)可以揭示细胞凋亡的调控机制,也有助于优化ApoVs的制备和应用。然而,由于现有技术的限制,对ApoVs的形成过程进行精确和完整的捕捉一直是一个挑战。在此,我们巧妙地构建了一个多功能AIEgen (ADTP),可以诱导ApoVs的产生并在原位监测其形成过程,并成功地应用于探索ApoVs的形成机制。ADTP特异性靶向质膜,在激光照射下能有效诱导细胞凋亡,因此能够动态监测ApoVs的整个形成过程,并验证了ApoVs从膜突起(包括丝状足、隧道纳米管和回缩纤维)形成。进一步的研究发现,不同成分的膜突起衍生的apov具有显著的异质性。此外,ADTP的近红外发射特性与配备775 nm耗尽激光器的受激发射耗尽(STED)显微镜兼容,能够高分辨率地可视化ApoVs形成过程中膜突的详细动态变化。这项工作为跟踪ApoVs的整个形成过程提供了有力的工具,也为揭示ApoVs的形成机制提供了重要的科学依据。
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引用次数: 0
Stacking-Angle-Manipulated Emission (SAME) in Anthracene-Based Figure-Eight Metallo-Supramolecules 蒽基8字形金属超分子的堆叠角操纵发射(SAME)
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1002/agt2.70198
Junjuan Shi, Yunting Zeng, Jiawen Liu, Jiasong Hu, Bin Xu, Wenjing Tian, Ming Wang

Stacking angles played a decisive role in the coupling strength of the excited state, the overlap of electronic orbitals, and behavior of excitons, which further have ultimately affected the luminescent properties. However, developing effective strategies to precisely tailor molecular stacking anglets of chromophores still remains challenges. In this work, we constructed a series of figure-eight supramolecules S1S3 through the coordination-driven self-assembly of anthracene-based 180° di-platinum(II) acceptor L and ditopic pyridyl ligands L1L3, respectively. Variation in ligand length enabled regulation of intramolecular anthracene stacking angles in the assembled structures and photoluminescent properties. Photophysical studies revealed that larger stacking angles significantly enhance fluorescent intensities and photoluminescence quantum yields in both solution and solid states. Femtosecond transient absorption spectroscopy further demonstrated that the excited-state lifetimes of S1S3 were extended due to suppressed non-radiative decay pathways. Moreover, density functional theory calculations showed that the increasing stacking angles weakened intramolecular anthracene interactions, leading to enhanced radiative transition rates. This study elucidated the relationship of molecular packing and luminescent properties, which will pave the way for construction of materials with excellent luminescent performance.

叠加角对激发态的耦合强度、电子轨道的重叠和激子的行为起着决定性的作用,最终影响了发光性能。然而,开发有效的策略来精确定制发色团的分子堆叠角仍然是一个挑战。在这项工作中,我们通过配位驱动的蒽基180°双铂(II)受体L和双吡啶基配体L1-L3的自组装,分别构建了一系列数字8的超分子S1-S3。配体长度的变化可以调节分子内蒽在组装结构中的堆叠角和光致发光性质。光物理研究表明,在溶液和固体状态下,较大的堆叠角显著提高了荧光强度和光致发光量子产率。飞秒瞬态吸收光谱进一步证明,由于抑制了非辐射衰变途径,S1-S3的激发态寿命延长。此外,密度泛函理论计算表明,增加的堆叠角减弱了分子内蒽相互作用,导致辐射跃迁速率增加。本研究阐明了分子堆积与发光性能的关系,为构建具有优异发光性能的材料铺平了道路。
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引用次数: 0
Substrate-Selective Capture by Host-Stabilized Charge Transfer: Macrocyclic-Confined Supramolecular Photocatalyst in Aqueous Media 宿主稳定电荷转移的底物选择性捕获:水介质中大环约束超分子光催化剂
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1002/agt2.70195
Yi Luo, Yuxin Li, Ting Chang, Xin-long Ni

The rational design of aqueous-phase supramolecular catalysts that integrate substrate recognition, activation, reaction selectivity, and recyclability remains a significant challenge. This work presents a cucurbit[8]uril (Q[8])-based supramolecular photocatalyst, TMV8+@Q[8], which selectively encapsulates aromatic sulfide substrates via host-stabilized charge transfer (HSCT) interactions while markedly enhancing singlet oxygen (1O2) generation. Under visible-light irradiation, the substrate-TMV8+@Q[8] system facilitates the efficient catalytic oxidation of aromatic sulfides to sulfoxides. Competitive displacement experiments confirm that product desorption is substrate-driven, enabling catalyst regeneration. Crucially, the Q[8] cavity plays a multifaceted role by enhancing substrate activation through HSCT, promoting 1O2-mediated oxidation via confinement effects, and enforcing selectivity through size exclusion. These findings establish a new paradigm for supramolecular photocatalysis, wherein macrocyclic confinement concurrently enhances substrate recognition, catalytic efficiency, and recyclability. This study thereby provides a strategic blueprint for designing enzyme-inspired supramolecular photocatalysts operable in aqueous media.

合理设计集底物识别、活化、反应选择性和可回收性于一体的水相超分子催化剂仍然是一个重大挑战。本研究提出了一种基于葫芦[8]uril (Q[8])的超分子光催化剂TMV8+@Q[8],该催化剂通过宿主稳定电荷转移(HSCT)相互作用选择性地包封芳香硫化物底物,同时显著增强单线态氧(1O2)的生成。在可见光照射下,基质- tmv8 +@Q[8]体系有利于芳香族硫化物高效催化氧化生成亚砜。竞争置换实验证实,产物解吸是由底物驱动的,从而实现催化剂再生。至关重要的是,Q[8]空腔发挥着多方面的作用,通过HSCT增强底物活化,通过约束效应促进o2介导的氧化,并通过尺寸排斥增强选择性。这些发现为超分子光催化建立了一个新的范例,其中大环限制同时提高了底物识别,催化效率和可回收性。因此,该研究为设计可在水介质中操作的酶激发的超分子光催化剂提供了战略蓝图。
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引用次数: 0
Integrating Photoredox and Anion-Binding Capabilities into a Metal–Organic Cage for Iodine Speciation and Sequestration 将光氧化还原和阴离子结合能力整合到一个金属-有机笼中,用于碘的形成和封存
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1002/agt2.70203
Ruiyu Guan, Jesper D. Jensen, Shihang Liang, Gen Li, Yawei Liu, Roy Lavendomme, Bo W. Laursen, En-Qing Gao, Dawei Zhang

The management of iodine species, notorious for their environmental persistence and health risks, requires innovative materials capable of efficient capture and conversion. Herein, we report the self-assembly and characterization of a Zr-based metal–organic tetrahedron (1) functionalized with redox-active triazatriangulenium (TATA+) panels. The cage exhibits a high binding affinity for triiodide (I3) (ca. 106 M−1) in methanol. The strong host–guest complexation significantly facilitates the disproportionation hydrolysis of I2 to generate I3 and HOI. It also enables photocatalytic aerobic oxidation of I into I3 within its cavity. Mechanistic investigations revealed the key steps involving guest-to-host photoinduced electron transfer (ET) to generate radicals I and 1 and ET from 1 to dioxygen to generate superoxide. Solid-state adsorption experiments showed the rapid removal of I2 and I3 from water by 1-NTf2 because of the high affinity for polyiodides. Importantly, although solid-state 1-NTf2 has no ability to directly adsorb I from water, we have for the first time developed a light-driven strategy that enables removal of I through coupled photooxidation and sequestration. This work highlights the significant potential of integrating photoredox-active moieties within stable metal–organic cages for controlling iodine binding and speciation and opens new avenues to address environmental and energy-related sequestration challenges.

碘物种因其环境持久性和健康风险而臭名昭著,其管理需要能够有效捕获和转化的创新材料。在此,我们报道了用氧化还原活性三氮三棱角(TATA+)面板功能化的锆基金属有机四面体(1)的自组装和表征。该笼在甲醇中对三碘化物(I3−)(约106 M−1)具有较高的结合亲和力。强烈的主客体络合作用显著促进了I2的歧化水解生成I3−和HOI。它还可以在其腔内光催化好氧氧化I−成I3−。机理研究揭示了主-客体光诱导电子转移(ET)生成自由基I•和1•以及ET从1•到二氧生成超氧化物的关键步骤。固体吸附实验表明,1-NTf2对水中的I2和I3−具有较高的亲和力,可以快速去除水中的I2和I3−。重要的是,尽管固态1-NTf2不能直接从水中吸附I -,但我们首次开发了一种光驱动策略,可以通过耦合光氧化和固存来去除I -。这项工作强调了在稳定的金属有机笼中整合光氧化活性基团以控制碘结合和物种形成的巨大潜力,并为解决环境和能源相关的封存挑战开辟了新的途径。
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引用次数: 0
Record-High Solar-to-Vapor Generation Efficiency via Synergistic Optimization of Absorption and Nonradiative Decay in Quinoid–Donor–Acceptor Polymers for Solar–Thermal Applications 太阳能热应用中quoid -供体-受体聚合物吸收和非辐射衰变协同优化的创纪录太阳能-蒸汽生成效率
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1002/agt2.70204
Cheng Liu, Mingqing Chen, Xuanchen Liu, Dongge Ma, Xuncheng Liu, Junwu Chen

Organic photothermal materials based on conjugated structures hold great potential for solar harvesting but are often constrained by narrow absorption and limited solar–thermal conversion efficiency. A general molecular design strategy that can simultaneously broaden absorption and enhance nonradiative decay remains elusive. Here, we pioneer a quinoid–donor–acceptor (Q–D–A) architecture specifically tailored for photothermal applications. Incorporating quinoidal unit into a D–A polymer backbone yields the novel polymer PAQM-TBz, which exhibits a reinforced backbone planarity, intensified π–π interactions, and enhanced diradical character compared with its D–A analogue, P2T-TBz. These synergistic features enable broadband absorption (400–1500 nm) and rapid nonradiative relaxation, yielding an outstanding photothermal conversion efficiency of 80.6% under 808 nm laser irradiation—nearly twice that of P2T-TBz. Under 1.0 kW m‒2 simulated sunlight, PAQM-TBz achieves a record-high solar-to-vapor efficiency of 97.3% with an evaporation rate of 1.41 kg m‒2 h‒1. It also generates a peak thermoelectric voltage of 126.1 mV, and in integrated water–electricity cogeneration, attains an evaporation rate of 1.28 kg m‒2 h‒1 and a voltage 95.8 mV, ranking among the highest for organic materials. This work establishes the Q–D–A strategy as a transformative platform for advanced solar–thermal energy conversion and multifunctional solar-harvesting applications.

基于共轭结构的有机光热材料在太阳能收集方面具有很大的潜力,但往往受到窄吸收和有限的光热转换效率的限制。能够同时扩大吸收和增强非辐射衰变的一般分子设计策略仍然难以捉摸。在这里,我们开创了一种专门为光热应用量身定制的quoid - donor -受体(Q-D-A)架构。与D-A类似物P2T-TBz相比,PAQM-TBz具有增强的主链平面性、增强的π -π相互作用和增强的双自由基特性。这些协同特性实现了宽带吸收(400-1500 nm)和快速非辐射弛豫,在808 nm激光照射下产生了80.6%的光热转换效率,几乎是P2T-TBz的两倍。在1.0 kW m-2的模拟阳光下,PAQM-TBz达到了创纪录的97.3%的太阳能蒸汽效率,蒸发速率为1.41 kg m-2 h-1。其热电峰值电压为126.1 mV,在水电一体化热电联产中,蒸发速率为1.28 kg m-2 h-1,蒸发电压为95.8 mV,在有机材料中名列前茅。这项工作建立了Q-D-A战略,作为先进的太阳能热能转换和多功能太阳能收集应用的变革平台。
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引用次数: 0
Revealing Competing Kinetic Pathways in Amphiphilic Pt(II) Complex Self-Assembly via Deep Learning with Graph Neural Networks 利用图神经网络深度学习揭示两亲性Pt(II)复合物自组装的竞争动力学途径
IF 13.7 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-03 DOI: 10.1002/agt2.70201
Zige Liu, Siqin Cao, Bojun Liu, Xuhui Huang

Supramolecular assembly is a versatile bottom-up strategy for creating advanced functional materials. Metallic platinum–platinum (Pt···Pt) interactions provide a distinctive driving force for supramolecular assembly due to their strong, directional, and long-range nature. Despite their importance, the microscopic dynamics underlying the self-assembly of Pt(II) complexes remain challenging to probe experimentally. Molecular dynamics (MD) simulations can capture these processes at atomic resolution, but extracting kinetic pathways is complicated by the indistinguishability and permutation of identical monomers within self-assembled structures. In this study, we employ GraphVAMPnet, a deep learning framework based on graph neural networks (GNN), on extensive MD simulations of amphiphilic PtB complexes during the early stage of self-assembly. GraphVAMPnet inherently accounts for permutational, rotational, and translational invariance, making it well-suited for analyzing self-assembly dynamics. Our analysis reveals three slow collective variables (CVs) that govern PtB self-assembly. The slowest mode (CV1) separates two distinct kinetic growth routes: an incremental growth mechanism, in which single monomers join existing aggregates with predominantly antiparallel packing between two adjacent PtB complexes (CV3), and a hopping growth mechanism, in which clusters of smaller size merge via heterogeneous collisions, yielding a mix of antiparallel and parallel packing arrangements (CV2). Further energetic analysis indicates that incremental growth is favored, potentially leading to the well-ordered nanosheet morphologies observed experimentally. Our findings provide molecular-level insight into PtB self-assembly pathways and showcase the capability of GraphVAMPnet in dissecting the complex dynamics of supramolecular assembly.

超分子组装是一种多功能的自下而上的策略,用于创建先进的功能材料。金属铂-铂(Pt···Pt)相互作用由于其强、定向和远距离的性质,为超分子组装提供了独特的驱动力。尽管它们很重要,但Pt(II)配合物自组装的微观动力学在实验上仍然具有挑战性。分子动力学(MD)模拟可以在原子分辨率上捕获这些过程,但由于自组装结构中相同单体的不可区分性和排列,提取动力学途径变得复杂。在这项研究中,我们使用GraphVAMPnet,一个基于图神经网络(GNN)的深度学习框架,在自组装的早期阶段对两亲性PtB复合物进行了广泛的MD模拟。GraphVAMPnet固有地考虑了排列、旋转和平移不变性,使其非常适合分析自组装动力学。我们的分析揭示了三个控制PtB自组装的缓慢集体变量(cv)。最慢的模式(CV1)分离了两种不同的动力学生长途径:一种是增量生长机制,其中单个单体加入两个相邻PtB配合物之间以反平行排列为主的现有聚集体(CV3);另一种是跳跃生长机制,其中较小尺寸的簇通过非均质碰撞合并,产生反平行和平行排列的混合(CV2)。进一步的能量分析表明,增量生长是有利的,可能导致实验观察到的有序的纳米片形态。我们的发现为PtB自组装途径提供了分子水平的洞察,并展示了GraphVAMPnet在剖析超分子组装复杂动力学方面的能力。
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