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Gold Nanoparticles with Adaptable Self-Assembled Monolayer Shells Allow Multivalent Inhibition and Sensing of Influenza Virus at Ultralow Concentrations 具有适应性自组装单层壳的金纳米颗粒允许在超低浓度下对流感病毒进行多价抑制和感应
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-07 DOI: 10.1021/acscentsci.5c00602
Yulia Sergeeva*, , , Sing Yee Yeung, , , Thomas Hix-Janssens, , and , Börje Sellergren*, 

Multivalent inhibitors that mimic the polysaccharide array on cells represent a new paradigm in the development of antiviral agents and antibiotics. Covalent ligand anchoring limits the affinity and, in turn, potency of these inhibitors with dissociation constants (Kd) commonly found in the micromolar or upper nanomolar range. Addressing this deficiency we here report on easily accessible gold core–shell nanoparticles (rSAM-NPs) featuring adaptable reversible self-assembled monolayer (rSAM)-based shells. The rSAMs are anchored by noncovalent amidinium-carboxylate interactions on gold nanoparticles at slightly alkaline pH resulting in laterally mobile pH-responsive assemblies that are functional at physiological pH. Introducing sialic acid ligands in the shell, we show that the rSAM-NPs strongly interact with the influenza virus surface protein hemagglutinin (limit of detection LoD < 2 nM) and deactivated bird flu virus H5N1 (LoD < 1 HAU) in allantoic liquid. Finally, we show that the rSAM-NPs effectively inhibit the interaction of the virus with red blood cells at concentrations in the low picomolar range. This represents a significant increase in potency with respect to multivalent inhibitors of similar size based on covalently anchored monosaccharides.

Gold core nanoparticles with adaptable, sialic acid presenting, self-assembled monolayer shells effectively inhibit the interaction between deactivated bird flu virus (H5N1) and red blood cells at low picomolar concentrations.

模拟细胞上多糖阵列的多价抑制剂代表了抗病毒药物和抗生素开发的新范式。共价配体锚定限制了这些解离常数(Kd)通常在微摩尔或上纳摩尔范围内的抑制剂的亲和力和效力。为了解决这一缺陷,我们在这里报道了一种易于获取的金核壳纳米粒子(rSAM- nps),它具有适应性强、可逆的自组装单层(rSAM)壳。rSAMs通过非共价氨基羧酸相互作用锚定在微碱性的金纳米颗粒上,从而形成在生理pH下具有功能的横向移动的pH响应组装体。在外壳中引入唾液酸配体,我们发现rSAMs - nps与流感病毒表面蛋白血凝素(检测限为2 nM)和尿囊液中灭活的H5N1禽流感病毒(检测限为1 HAU)有强烈的相互作用。最后,我们发现rSAM-NPs在低皮摩尔浓度范围内有效抑制病毒与红细胞的相互作用。这表明相对于基于共价锚定单糖的类似大小的多价抑制剂,效力显著增加。具有适应性强、唾液酸呈状、自组装单层壳的金核纳米颗粒在低皮摩尔浓度下有效抑制灭活禽流感病毒(H5N1)与红细胞之间的相互作用。
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引用次数: 0
Immunomodulatory Nanoparticles Enable Combination Therapies To Enhance Disease Prevention and Flare Control in Rheumatoid Arthritis 免疫调节纳米颗粒使联合疗法增强类风湿关节炎的疾病预防和耀斑控制
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-06 DOI: 10.1021/acscentsci.5c00723
Wade T. Johnson, , , Elizabeth L. Wilkinson, , , Neha Iyer, , , Maksim Dolmat, , , Miriam Bollmann, , , Nour Dada, , , Xiaofu Wei, , , Shen Yang, , , Tiffany Zhang, , , Grace Yoo, , , Marianne Bernardo, , , Madison Price, , , Elizabeth Frame, , , Mariko Ishimori, , , Jon T. Giles, , , Wei Wang, , , Mattias N.D. Svensson, , , Nunzio Bottini*, , and , Nisarg J. Shah*, 

Disease-modifying antirheumatic drugs (DMARDs) have greatly improved the treatment of rheumatoid arthritis (RA), but strategies to prevent disease onset and recurring flares remain limited. While abatacept (CTLA-4 IgG) can delay RA onset and corticosteroids are used for flare control, the benefit is temporary. We report that combining standard-of-care treatments with a locally administered immunomodulatory agent, termed Agg-CLNP, enhances both disease prevention and flare mitigation. Agg-CLNP consists of polymer nanoparticles conjugated with an immunodominant aggrecan peptide and encapsulate calcitriol. These nanoparticles are optimized for uptake by dendritic cells (DC) in lymph nodes proximal to arthritic joints. In vitro, Agg-CLNP suppressed costimulatory molecules and HLA class II (HLA-2) expression and upregulated CTLA-4 in human monocyte-derived DC from healthy and RA donors. In SKG mice, a T cell-driven RA model, Agg-CLNP combined with CTLA-4 IgG synergistically delayed disease onset and reduced severity. In a dexamethasone (Dex) withdrawal flare model, post-Dex Agg-CLNP treatment reduced flare severity and preserved a regulatory phenotype in DC, while suppressing local pathogenic TH17 cells. Next generation RNA sequencing of lymph node DC revealed Ctla4 upregulation and changes in other immunomodulatory genes linked to flare prevention. These findings highlight Agg-CLNP as a potential therapeutic strategy to address critical unmet needs in RA management.

Agg-CLNP is a disease modifying agent which modulates immune activation and effectively suppresses disease onset and controls flares, providing a potential solution to unmet needs in rheumatoid arthritis.

改善疾病的抗风湿药物(DMARDs)极大地改善了类风湿性关节炎(RA)的治疗,但预防疾病发作和复发的策略仍然有限。虽然阿巴接受(CTLA-4 IgG)可以延缓RA发作,皮质类固醇用于控制耀斑,但益处是暂时的。我们报道,将标准护理治疗与局部给药的免疫调节剂(称为Agg-CLNP)相结合,可以增强疾病预防和缓解耀斑。Agg-CLNP由聚合物纳米颗粒与免疫优势聚集肽结合并包裹骨化三醇组成。这些纳米颗粒经过优化,可被关节炎关节近端淋巴结中的树突状细胞(DC)摄取。在体外,Agg-CLNP抑制来自健康和RA供者的人单核细胞来源DC的共刺激分子和HLA II类(HLA-2)表达,上调CTLA-4。在SKG小鼠(一种T细胞驱动的RA模型)中,Agg-CLNP与CTLA-4 IgG联合可协同延缓疾病发作并降低严重程度。在地塞米松(Dex)戒断型耀斑模型中,去Dex后Agg-CLNP治疗降低了耀斑严重程度,并保留了DC中的调节表型,同时抑制了局部致病性TH17细胞。淋巴结DC的下一代RNA测序显示Ctla4上调和其他与耀斑预防相关的免疫调节基因的变化。这些发现强调Agg-CLNP作为一种潜在的治疗策略来解决RA管理中关键的未满足的需求。Agg-CLNP是一种疾病调节剂,可调节免疫激活,有效抑制疾病发作和控制耀斑,为类风湿关节炎未满足的需求提供了潜在的解决方案。
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引用次数: 0
Modern Disposable E-Cigarettes: Small in Size but Big in Toxic Metals 现代一次性电子烟:体积小但有毒金属含量高
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-05 DOI: 10.1021/acscentsci.5c01312
Pablo Olmedo​,  and , Fernando Gil, 

Safety concerns continue to arise as lead and other potentially toxic metals are found in the aerosols of modern disposable e-cigarettes.

随着铅和其他潜在有毒金属在现代一次性电子烟的气雾剂中被发现,安全问题继续出现。
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引用次数: 0
SERS Cheminformatics: Opportunities for Data-Driven Discovery and Applications SERS化学信息学:数据驱动发现和应用的机会
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-05 DOI: 10.1021/acscentsci.5c00785
Emily Xi Tan, , , Lam Bang Thanh Nguyen, , , Yubin Jin, , , Yan Lv*, , , In Yee Phang*, , and , Xing Yi Ling*, 

Surface-enhanced Raman scattering (SERS) is a powerful analytical technique offering ultrasensitive, nondestructive molecular fingerprinting. However, challenges such as spectral overlap, noise, and signal variability, especially in complex mixtures, limit its reliability and reproducibility. With increasing volumes of complex SERS data, there is a pressing need for advanced tools to manage and interpret this information. Cheminformatics amalgamates chemical knowledge with computational methods to deliver solutions for spectral preprocessing, database management, molecular modeling, pattern recognition, and multimodal data integration. This Outlook presents a vision for uniting SERS and cheminformatics to enhance the reliability of (bio)chemical analysis and discovery. We propose a conceptual framework built upon four interconnected pillars: (1) centralized SERS databases, (2) molecular modeling for mechanistic insights, (3) machine learning (ML) for spectral analysis, and (4) automation and artificial intelligence for expanding the SERS chemical space. Together, these four pillars form a dynamic, feedback-driven system that enhances interpretability, accelerates data-driven discovery, and facilitates real-time SERS analysis. The symbiotic relationship between SERS and cheminformatics positions this integration at the forefront of data-driven chemical research with transformative applications in materials science, catalysis, biomedical diagnostics, and environmental monitoring.

Integrating SERS with cheminformatics enables automated, real-time chemical sensing and data-driven discovery, advancing surface and molecular analysis across scientific fields.

表面增强拉曼散射(SERS)是一种强大的分析技术,提供超灵敏、非破坏性的分子指纹识别。然而,频谱重叠、噪声和信号变异性等挑战,特别是在复杂的混合物中,限制了其可靠性和可重复性。随着复杂的SERS数据量的增加,迫切需要先进的工具来管理和解释这些信息。化学信息学将化学知识与计算方法相结合,为光谱预处理、数据库管理、分子建模、模式识别和多模态数据集成提供解决方案。本展望提出了将SERS和化学信息学结合起来以提高(生物)化学分析和发现的可靠性的愿景。我们提出了一个建立在四个相互关联的支柱上的概念框架:(1)集中的SERS数据库,(2)用于机制见解的分子建模,(3)用于光谱分析的机器学习(ML),以及(4)用于扩展SERS化学空间的自动化和人工智能。这四大支柱共同构成了一个动态的、反馈驱动的系统,增强了可解释性,加速了数据驱动的发现,并促进了实时SERS分析。SERS和化学信息学之间的共生关系将这种整合置于数据驱动化学研究的前沿,在材料科学,催化,生物医学诊断和环境监测方面具有变革性应用。将SERS与化学信息学相结合,可以实现自动化、实时化学传感和数据驱动的发现,推进跨科学领域的表面和分子分析。
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引用次数: 0
Stereochemistry Drives the Macromolecular Conformation and Biological Activity of Glycopolymers 立体化学驱动糖共聚物的大分子构象和生物活性
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-05 DOI: 10.1021/acscentsci.5c00768
Muhammad Waqas Ishaq, , , Parisa Farzeen, , , Lindsay R. Vaughn, , , Daniel J. Stone, , , Sanket A. Deshmukh, , and , Cassandra E. Callmann*, 

Chirality plays a fundamental role in biology, where stereochemical information governs how molecules fold, interact, and function. While the effects of stereochemistry are well-established for small molecules and natural biomacromolecules, less is known about how it shapes the properties of synthetic, biomimetic polymers. In this study, we explore how backbone and glycan stereochemistry influences conformation, physical interactions, and biological behavior in water-soluble glycopolymers. Using ring opening metathesis polymerization (ROMP), we synthesized precision glycopolymers (PGPs) from two diastereomeric norbornenyl moieties (endo and exo) and monosaccharides (glucose, galactose, and mannose). Despite having nearly identical molecular and macromolecular compositions, the resulting PGPs displayed major differences in their physical and biological properties. Glycopolymers with β-linkages showed distinct circular dichroism (CD) signals, and exo-derived backbones displayed more hydrophobic local environments, as confirmed by all-atom molecular dynamics simulations and dye interaction studies. These structural differences had clear functional consequences. exo-PGPs bound plant lectins more rapidly and with higher avidity, whereas endo-PGPs showed greater selectivity toward human galectin-3, stronger inhibition of cholera toxin, and enhanced uptake into 4T1 triple-negative breast cancer cells. Together, these findings provide the first demonstration of biological activity in endo-derived glycopolymers and establish backbone stereochemistry as a key design element that encodes macromolecular behavior in biologically relevant contexts.

Subtle changes in polymer stereochemistry drive major differences in macromolecular conformation and biological function, revealing stereochemistry as a key element in glycomaterial design.

手性在生物学中起着重要作用,其中立体化学信息决定了分子如何折叠、相互作用和功能。虽然立体化学对小分子和天然生物大分子的影响是公认的,但对它如何塑造合成的仿生聚合物的特性却知之甚少。在这项研究中,我们探讨了主链和聚糖立体化学如何影响水溶性糖共聚物的构象、物理相互作用和生物行为。利用开环复分解聚合(ROMP),我们从两个非对映异构体降冰片烯基(内端和外端)和单糖(葡萄糖、半乳糖和甘露糖)合成了精密糖共聚物(pgp)。尽管具有几乎相同的分子和大分子组成,所得到的pgp在物理和生物特性上表现出重大差异。全原子分子动力学模拟和染料相互作用研究证实,具有β键的糖共聚物表现出明显的圆二色性(CD)信号,外源骨架表现出更疏水的局部环境。这些结构上的差异有明显的功能后果。外显式pgps结合植物凝集素的速度更快,活性更高,而内显式pgps对人半乳糖凝集素-3有更高的选择性,对霍乱毒素有更强的抑制作用,并增强了对4T1三阴性乳腺癌细胞的吸收。总之,这些发现首次证明了内源性糖共聚物的生物活性,并建立了骨架立体化学作为生物学相关背景下编码大分子行为的关键设计元素。聚合物立体化学的细微变化导致了大分子构象和生物功能的重大差异,揭示了立体化学在糖材料设计中的关键作用。
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引用次数: 0
Beyond Common Energy Transfer: Intramolecular Electron Transfer Cascade Controls Triplet Population of a Long-Lived Iron-Anthracene Molecular Dyad 超越普通能量转移:分子内电子转移级联控制长寿命铁-蒽分子二偶体的三重态居群
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1021/acscentsci.5c01040
Felix Glaser*, , , Giovanni M. Beneventi, , , Alejandro Cadranel*, , and , Ludovic Troian-Gautier*, 

An iron-anthracene dyad was recently used to populate a microsecond-lived nonluminescent (dark) triplet state, but with a surprisingly low triplet population yield. In-depth spectroscopic experiments highlight that direct energy transfer does not take place, but rather an intramolecular electron-transfer occurs, generating the corresponding reduced iron center and oxidized anthracene moiety, and the final triplet dark state is populated following charge recombination. This electron-transfer cascade reaction mechanism provided the unique opportunity to control the energy level of the charge-separated state relative to the energy of the triplet state by changing the solvent polarity. As such, the triplet formation yield increased from 5% in acetonitrile to 75% in dichloromethane. This outlines an unreported mechanistic pathway for first-row transition metal complexes to populate long-lived excited states and provides design guidelines that differ between d5 and prototypical d6 photosensitizers. The d5 electronic configuration enables population of the final triplet energy acceptor via a cascade of electron transfer that does not formally require intersystem crossing or spin-flip transitions, thus also minimizing energy loss channels. Although the energy of the final triplet state is important, our findings highlight that the redox potentials of the excited photosensitizer and final energy acceptor moiety are pivotal to efficiently populate dark triplet states.

The mechanism describing the population of an anthracene-localized triplet dark state within an iron-anthracene dyad was shown to occur via a cascade of electron transfer, not energy transfer.

铁-蒽二偶体最近被用于填充微秒寿命的非发光(暗)三重态,但具有令人惊讶的低三重态种群产量。深入的光谱实验表明,没有发生直接的能量转移,而是发生了分子内的电子转移,产生了相应的还原铁中心和氧化蒽部分,并在电荷重组后填充了最终的三重态暗态。这种电子转移级联反应机制为通过改变溶剂极性来控制电荷分离态相对于三重态能量的能级提供了独特的机会。因此,三联体的生成率从乙腈中的5%提高到二氯甲烷中的75%。这概述了第一行过渡金属配合物填充长寿命激发态的未报道的机制途径,并提供了d5和原型d6光敏剂之间不同的设计指南。d5电子结构使最终三重态能量受体通过电子转移级联填充,该级联不需要系统间交叉或自旋翻转跃迁,从而也使能量损失通道最小化。虽然最终三重态的能量很重要,但我们的研究结果强调,激发光敏剂和最终能量受体部分的氧化还原电位是有效填充暗三重态的关键。描述铁-蒽二偶体中蒽定域三重态暗态居群的机制被证明是通过电子转移级联发生的,而不是能量转移。
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引用次数: 0
Unmasking the Molecules Behind our Emotions 揭开我们情绪背后的分子
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-04 DOI: 10.1021/acscentsci.5c01268
Marta Zaraska, 

Scientists are identifying the chemicals we emit when we emote─and learning how they affect the behavior of people around us.

科学家们正在识别我们在表情时释放出的化学物质,并了解它们如何影响我们周围人的行为。
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引用次数: 0
Copper-Catalyzed Asymmetric Cyclizative Sulfinamidation: Forging Indole-Based Stereogenic Sulfur(IV) Centers and Atropisomeric Chirality 铜催化的不对称环化亚胺化:锻造吲哚基立体硫(IV)中心和atrosomomer手性
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-01 DOI: 10.1021/acscentsci.5c00909
Xiaowu Fang, , , Fengrui Xiang, , , Yue Zhao, , and , Zhuangzhi Shi*, 

The structural prominence of indole-based sulfur-containing compounds in pharmacologically relevant substances stems from their versatile biofunctional capabilities. Despite their significance, the stereogenic elements embedded in these structures have frequently been overlooked in drug discovery endeavors primarily due to the absence of efficient synthetic methodologies. Here, we introduce a groundbreaking strategy for the enantioselective synthesis of indole-based sulfinamides via a copper-catalyzed asymmetric nucleophilic cyclization and sulfinamidation reaction. Utilizing ortho-alkynylanilines and sulfinylamines, this method achieves a broad spectrum of sulfinamides with complete atom economy, establishing a new paradigm in synthetic efficiency. Our approach not only facilitates the formation of S-chirogenic sulfinamides but also concurrently constructs products featuring both stereogenic sulfur and atropisomeric chirality. Comprehensive mechanistic investigations, complemented by density functional theory (DFT) calculations, provide deep insights into the reaction mechanism, particularly in elucidating the S-stereogenic and atropisomeric control during the cyclization and sulfinamidation processes.

A copper-catalyzed cyclizative sulfinamidation strategy enables facile synthesis of indole-based sulfinamides with simultaneous control of stereogenic sulfur and atropisomeric chirality.

吲哚基含硫化合物在药理学相关物质中的结构突出源于其多功能的生物功能能力。尽管它们具有重要意义,但由于缺乏有效的合成方法,嵌入这些结构中的立体元素在药物发现工作中经常被忽视。在这里,我们介绍了一种突破性的策略,通过铜催化的不对称亲核环化和亚砜化反应对映选择性合成吲哚基亚砜酰胺。该方法利用邻炔苯胺和亚砜胺,实现了广谱亚砜胺的合成,具有完全的原子经济性,开创了合成效率的新模式。我们的方法不仅促进了s -氨基亚胺的形成,而且同时构建了具有立体性和atrosomomer手性的产物。综合机理研究,结合密度泛函理论(DFT)计算,提供了对反应机理的深入了解,特别是阐明了环化和亚砜化过程中的s -立体和atrosom异构控制。铜催化的环化亚砜化策略可以方便地合成吲哚基亚砜胺,同时控制立体性硫和atroisomer手性。
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引用次数: 0
A Synthetic Lectin for Glucuronate 葡萄糖醛酸的合成凝集素
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-01 DOI: 10.1021/acscentsci.5c00951
Canjia Zhai, , , Chengkai Xu, , , Yunpeng Cui, , , Lukasz Wojtas, , , Jianfeng Cai, , and , Wenqi Liu*, 

The selective recognition of hydrophilic carbohydrates in water remains a longstanding challenge in supramolecular chemistry due to solvent competition and the lack of a strong driving force comparable to the hydrophobic effect. Herein, we report the design, synthesis, and characterization of a water-soluble tetralactam macrocycle, MPNT2+·2Cl, as a highly effective synthetic lectin for glucuronate. MPNT2+·2Cl features two dimethylnaphthalene panels, pyridinium spacers, and morpholine side chains, forming a rigid, preorganized cavity with convergent hydrogen bond donors, polarized C–H donors, and complementary electrostatic interactions. The receptor achieves a binding affinity of 103,000 M–1 for glucuronate in water, over 19-fold higher than previous synthetic systems, along with excellent selectivity over structurally similar carbohydrates. Single-crystal X-ray analysis, DFT calculation, and IGMH analysis reveal a dense network of [N–H···O], [C–H···O], and [C–H···π] interactions, highlighting the role of stereoelectronic complementarity in complex formation. Moreover, MPNT2+·2Cl acts as a chiroptical sensor, producing binding-induced circular dichroism signals that enable sensitive detection of glucuronic acid at physiologically relevant concentrations. This work presents a generalizable strategy for designing synthetic lectins that recognize carbohydrates in aqueous solutions and opens up new possibilities for developing molecular sensors and diagnostic tools for biologically important anionic sugars.

A synthetic macrocyclic lectin recognizes glucuronate in water, enabling strong, selective binding and chiroptical sensing of a biologically important sugar.

由于溶剂竞争和缺乏与疏水效应相媲美的强大驱动力,在水中选择性识别亲水碳水化合物一直是超分子化学领域的一个长期挑战。在这里,我们报道了一种水溶性四内酰胺大环MPNT2+·2Cl -的设计、合成和表征,作为一种高效的葡萄糖醛酸盐凝集素。MPNT2+·2Cl -具有两个二甲基萘面板、吡啶间隔层和啉侧链,形成一个刚性的、预先组织的腔体,具有收敛的氢键供体、极化的碳氢供体和互补的静电相互作用。该受体对葡萄糖醛酸盐在水中的结合亲和力为103,000 M-1,比以前的合成系统高19倍以上,同时对结构相似的碳水化合物具有出色的选择性。单晶x射线分析、DFT计算和IGMH分析揭示了[N-H··O]、[C-H··O]和[C-H··π]相互作用的密集网络,突出了立体电子互补在络合物形成中的作用。此外,MPNT2+·2Cl -作为一种触觉传感器,产生结合诱导的圆二色性信号,使葡萄糖醛酸在生理相关浓度下的敏感检测成为可能。这项工作提出了一种设计可识别水溶液中碳水化合物的合成凝集素的通用策略,并为开发具有重要生物学意义的阴离子糖的分子传感器和诊断工具开辟了新的可能性。合成的大环凝集素可以识别水中的葡萄糖醛酸盐,从而实现对一种生物学上重要的糖的强选择性结合和热带感应。
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引用次数: 0
High-Throughput Discovery of Ferrocene Mechanophores with Enhanced Reactivity and Network Toughening 具有增强反应活性和网络增韧的二茂铁机械团的高通量发现
IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-08-01 DOI: 10.1021/acscentsci.5c00707
Ilia Kevlishvili, , , Jafer Vakil, , , David W. Kastner, , , Xiao Huang, , , Stephen L. Craig, , and , Heather J. Kulik*, 

Mechanophores are molecules that undergo chemical changes in response to mechanical force, offering unique opportunities in chemistry, materials science, and drug delivery. However, many potential mechanophores remain unexplored. For example, ferrocenes are attractive targets as mechanophores due to their combination of high thermal stability and mechanochemical lability. However, the mechanochemical potential of ferrocene derivatives remains dramatically underexplored despite the synthesis of thousands of structurally diverse complexes. Herein, we report the computational, machine learning guided discovery of synthesizable ferrocene mechanophores. We identify over one hundred potential target ferrocene mechanophores with wide-ranging mechanochemical activity and use data-driven computational screening to identify a select number of promising complexes. We highlight design principles to alter their mechanochemical activation, including regio-controlled transition state stabilization through bulky groups and a change in mechanism through noncovalent ligand–ligand interactions. The computational screening is validated experimentally both at the polymer strand level through sonication experiments and at the network level, where a computationally discovered ferrocene mechanophore cross-linker leads to greater than 4-fold enhancement in material tearing energy. This work establishes a generalizable framework for the high-throughput discovery and rational design of mechanophores and offers insights into structure–activity relationships in mechanically responsive materials.

Machine learning-guided discovery and validation of ferrocene-based mechanophores enables tunable reactivity and enhanced polymer mechanical properties.

机械载体是在机械力作用下发生化学变化的分子,为化学、材料科学和药物输送提供了独特的机会。然而,许多潜在的机械载体仍未被探索。例如,二茂铁由于其高热稳定性和机械化学稳定性的结合而成为具有吸引力的机械载体。然而,尽管合成了数千种结构多样的配合物,二茂铁衍生物的机械化学潜力仍未得到充分开发。在此,我们报告了计算,机器学习指导下的可合成二茂铁机械团的发现。我们确定了一百多个具有广泛机械化学活性的潜在目标二茂铁机械团,并使用数据驱动的计算筛选来确定一些有前途的配合物。我们强调了改变其机械化学激活的设计原则,包括通过大团控制区域过渡态稳定和通过非共价配体-配体相互作用改变机制。通过超声实验在聚合物链水平和网络水平上验证了计算筛选,其中计算发现的二茂铁机械基团交联剂导致材料撕裂能提高4倍以上。这项工作为机械基团的高通量发现和合理设计建立了一个可推广的框架,并为机械响应材料的结构-活性关系提供了见解。机器学习引导的二茂铁机械基团的发现和验证实现了可调的反应性和增强的聚合物机械性能。
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