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Microtubule Binding of a Tau Peptide Monitored through Fluorine NMR Probes 通过氟核磁共振探针监测Tau肽的微管结合
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-21 DOI: 10.1021/acs.jpcb.6c04549
Kalyan S. Chakrabarti, Luigi Russo, Dipendu Dhar, Kerstin Overkamp, Mehdi D. Davari, Nasrollah Rezaei-Ghaleh

Binding of tau protein to microtubule (MT) supports thestabilityand cellular functions of MT. Aberrations in tau-MT binding are linkedto several neurodegenerative diseases. Little is known about how regionsoutside the four canonical MT-binding repeat regions of tau protein(R1–R4) are involved in MT binding. Here, we synthesize a tauprotein fragment (tau368–412, R’ domain), a flankingdomain downstream of the R4 domain, without and with fluorine labelsincorporated at its aromatic (Phe378, Tyr394) and proline (Pro397,Pro405, with 2S,4R stereochemistry)residues. The 1H and 13C chemical shift datapoint to slight secondary structural propensities in tau peptide andconfirm that its predominantly disordered structure is largely preservedafter fluorination. The NMR chemical shift and NOESY data detect andquantify cis-Pro at Pro397 and Pro405 positions, and the MD simulationdata suggest that the cis/trans isomerization of these two prolinescould alter the conformational ensemble of the tau peptide. Throughcombined 1H and 13C NMR chemical shift and 19F chemical shift, relaxation, and dark-state exchange saturationtransfer (DEST) analyses, we reveal a rapid exchange process betweenfree tau peptide and a lowly populated MT-bound state that occurson a submillisecond time scale (τex ∼ 500μs). The 19F DEST data also demonstrate that theMT binding predominantly occurs at the N-terminal region of the taupeptide adjacent to the canonical R4 domain and that it retains alarge level of side-chain dynamics in the MT-bound state. Our studyprovides mechanistic insight into tau-MT binding and exemplifies hownovel 19F NMR-based methods enable investigating proteinsin the context of challenging large systems.

tau蛋白与微管(MT)的结合支持MT的稳定性和细胞功能。tau-MT结合的异常与几种神经退行性疾病有关。对于tau蛋白(R1-R4)的四个典型MT结合重复区域之外的区域如何参与MT结合知之甚少。在这里,我们合成了一个tau蛋白片段(tau368-412, R '结构域),这是一个位于R4结构域下游的侧翼结构域,在其芳香(Phe378, Tyr394)和脯氨酸(Pro397,Pro405,具有2S,4R立体化学)残基上没有氟标记,也有氟标记。1H和13C化学位移数据指向tau肽轻微的二级结构倾向,并证实其主要的无序结构在氟化后大部分被保留。NMR化学位移和noesi数据检测并量化了Pro397和Pro405位置的顺式- pro, MD模拟数据表明这两个脯氨酸的顺式/反式异构化可以改变tau肽的构象。通过结合1H和13C NMR化学位移和19F化学位移、弛豫和暗态交换饱和转移(DEST)分析,我们揭示了自由tau肽和低密度mt结合态之间的快速交换过程,发生在亚毫秒时间尺度(τex ~ 500μs)。19fdest数据还表明,theMT结合主要发生在靠近规范R4结构域的牛磺酸肽的n端区域,并且在mt结合状态下保持了大量的侧链动力学。我们的研究提供了tau-MT结合的机制洞察,并举例说明了基于19F核磁共振的新方法如何能够在具有挑战性的大系统背景下研究蛋白质。
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引用次数: 0
Local RNA Structure, Ion Hydration Shell, and the Energy Barrier for Water Exchange from the Ion Hydration Shell Determine the Mechanism of Ion Condensation on Specific RNA Sites 局部RNA结构、离子水合壳和离子水合壳交换水的能量势垒决定了特定RNA位点上离子凝聚的机制
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-21 DOI: 10.1021/acs.jpcb.6c03417
Antarip Halder, Sunil Kumar, Govardhan Reddy, Sk Habibullah

RNAfolding and functioning require the binding of metal ions inspecific cavities of the folded structure, especially in riboswitchesthat regulate metal ion concentrations. However, the fundamental principlesgoverning the specific binding of metal ions to RNA are unclear. Weprobed the condensation mechanism of biologically relevant alkali(Na+ and K+), alkaline-earth (Mg2+ and Ca2+), and transition metals (Mn2+, Co2+, Ni2+, and Zn2+) on a part of theNi2+ and Co2+ (NiCo)-sensing riboswitch usingcomputer simulations. The selected structure has multiple secondarystructural elements and a single site for ion binding. We show thatthree factors primarily determine ion binding to the RNA site: (1)the varying structural constraints from different RNA secondary structuralelements; the mode of ion binding depends on the local structure ofthe RNA around the ion-binding pocket; (2) the arrangement of watermolecules in the ion hydration shell; and (3) the energy barrier forthe ion to lose a water molecule from its hydration shell and transitionfrom an outer- to an inner-shell interaction. These results have implicationsfor designing biocompatible sensors using riboswitches to probe theconcentrations of intracellular metal ions.

rna的折叠和功能需要在折叠结构的特定空腔中结合金属离子,特别是在调节金属离子浓度的核糖开关中。然而,控制金属离子与RNA特异性结合的基本原理尚不清楚。我们利用计算机模拟探讨了生物相关碱(Na+和K+)、碱土(Mg2+和Ca2+)和过渡金属(Mn2+、Co2+、Ni2+和Zn2+)在theNi2+和Co2+ (NiCo)传感核开关上的缩合机制。所选结构具有多个二级结构元件和一个离子结合位点。我们发现三个因素主要决定离子与RNA位点的结合:(1)来自不同RNA二级结构元件的不同结构约束;离子结合的模式取决于离子结合袋周围RNA的局部结构;(2)水分子在离子水合壳中的排列;(3)离子从水合层失去水分子并从外层相互作用转变为内层相互作用的能量屏障。这些结果对设计利用核开关探测细胞内金属离子浓度的生物相容性传感器具有启示意义。
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引用次数: 0
Chemical Feedback and Collective pH-Dynamics in Enzyme-Powered Artificial Cells 酶驱动人工细胞中的化学反馈和集体ph动力学
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-21 DOI: 10.1021/acs.jpcb.6c03926
Nils Göth, Joachim Dzubiella

Chemical communication between artificial cells (ACs)is crucialfor the collective behavior in synthetic prototissues. Recently synthesizedACs show pH-responsive and pH-modifying behavior by an enzymatic chemicalreaction. However, the chemical interplay between pH-responsive ACsis theoretically not well studied. Here, we report a simple two-variablemodel for such ACs that couples substrate conversion, enzyme activity,membrane permeability, and pH-buffering. We calibrate the model torecent experiments of glucose oxidase- and urease-loaded ACs, andreproduce a protection mechanism against external acid or base perturbations.Building on the derived models we predict the dynamics of AC-mixturesof the two antagonistic ACs. Depending on composition and initialpH, the mixtures exhibit a stable low-pH state, a stable high-pH state,or bistability, providing a minimal route to hysteretic pH controlin AC-communities. On longer time scales, fuel depletion leads totransient states with programmable pH and lifetime. Our results demonstratethe potential of chemical communication in AC-systems and providetestable design rules for future experiments.

人工细胞之间的化学通讯对合成原组织的集体行为至关重要。最近合成的acs通过酶化学反应表现出ph响应和ph修饰行为。然而,ph响应ACsis之间的化学相互作用在理论上还没有得到很好的研究。在这里,我们报告了一个简单的双变量模型,耦合底物转化,酶活性,膜通透性和ph缓冲。我们将模型校准到最近的葡萄糖氧化酶和脲酶负载的ac实验中,并产生了一种针对外部酸或碱扰动的保护机制。在推导模型的基础上,我们预测了两种拮抗ac的ac混合物的动力学。根据组成和初始pH值的不同,混合物表现出稳定的低pH值状态,稳定的高pH值状态或双稳定性,为交流群落的滞后pH控制提供了最小的途径。在较长的时间尺度上,燃料耗尽导致具有可编程pH值和寿命的瞬态。我们的结果展示了交流系统中化学通信的潜力,并为未来的实验提供了可测试的设计规则。
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引用次数: 0
Anion Effects on Interspecies Interactions in Tris-Salt/Ethylene Glycol Deep Eutectic Solvents Revealed by Dielectric Relaxation Spectroscopy 介电弛豫光谱揭示的三盐/乙二醇深共晶溶剂种间相互作用中的阴离子效应
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-21 DOI: 10.1021/acs.jpcb.6c04588
Vira Agieienko, Vadim Neklyudov, Andrey Vorotyntsev, Richard Buchner

To understand the interspecies interactions in ethyleneglycol(EG)-based eutectic systems, we studied solutions of Tris [tris(hydroxymethyl)aminomethane]chloride, nitrate, and perchlorate in EG using dielectric relaxation(DR) spectroscopy over the frequency range 0.05 ≤ ν/GHz≤ 89 at concentrations from 0.1 M to the solubility limitsat 298.15 K. Among the studied systems, {Tris·HNO3+EG} forms a deep eutectic solvent at salt mole fractions between0.08 and 0.13. The DR spectra are described by three relaxation modesassigned to reorientation of Tris-containing species, including freeTris·H+ cations and contact ion pairs (slow Debyeprocess), relatively unperturbed EG molecules (intermediate Cole–Davidsonmode), and fast librations. We show that the studied salts are onlyweakly solvated in EG, with solvation numbers at infinite dilutiondecreasing in the sequence Tris·HCl (2.30) > Tris·HNO3 (1.76) > Tris·HClO4 (1.04). This trendisconsistent with decreasing anion–EG interaction strength andwith the Gibbs formation energies of the corresponding anion–EGcomplexes. In contrast, ion association is governed by anion chargedensity, yielding apparent association constants of approximately120, 20, and 5 M–1 for Tris·HCl, Tris·HNO3, and Tris·HClO4, respectively. Although thefraction of free Tris·H+ cations increases with concentration,all systems exhibit subideal Walden behavior within the studied compositionrange, suggesting that cation–cation interactions significantlyreduce ionic mobility. These findings demonstrate that ion solvation,ion association, and ionic mobility in Tris-based eutectic systemsare governed by different aspects of anion identity, highlightingtheir potential for the rational design and further application ofeutectic solvents with tunable physicochemical and transport properties.

为了了解基于乙二醇(EG)的共晶体系中的种间相互作用,我们在0.05≤ν/GHz≤89的频率范围内,使用介电弛豫(DR)光谱研究了三氯[三(羟甲基)氨基甲烷]氯化物、硝酸盐和高氯酸盐在EG中的溶液,浓度从0.1 M到溶解度极限298.15 K。在所研究的体系中,{Tris·HNO3+EG}在盐摩尔分数为0.08 ~ 0.13时形成深共晶溶剂。DR光谱由三种分配给含tris物质重定向的弛豫模式描述,包括自由tris·H+阳离子和接触离子对(慢Debyeprocess),相对未受扰动的EG分子(中间Cole-Davidsonmode)和快速振动。结果表明,所研究的盐在EG中仅弱溶剂化,在无限稀释下,溶剂化数依次递减:Tris·HCl (2.30) > Tris·HNO3 (1.76) > Tris·HClO4(1.04)。这种趋势与阴离子- eg相互作用强度的下降和相应的阴离子- eg络合物的吉布斯形成能不一致。相反,离子结合受阴离子电荷密度控制,Tris·HCl、Tris·HNO3和Tris·HClO4的表观结合常数分别约为120、20和5 M-1。尽管自由Tris·H+阳离子的比例随着浓度的增加而增加,但在所研究的组成范围内,所有体系都表现出亚亚瓦尔登行为,这表明阳离子-阳离子相互作用显著降低了离子迁移率。这些发现表明,基于tris的共晶体系中的离子溶剂化、离子结合和离子迁移受阴离子同一性的不同方面的控制,突出了它们在合理设计和进一步应用具有可调物理化学和传输性质的共晶溶剂方面的潜力。
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引用次数: 0
Extending Observation Windows While Preserving Signal-to-Noise in Single-Molecule Spectroscopy 单分子光谱在保持信噪比的同时扩展观测窗口
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-16 DOI: 10.1021/acs.jpcb.6c03371
Quyen B. Le, Adrienne M. Garcia, Cynthia A. Taylor, John T. King

We introduce an approach to extend the observation windowin single-moleculespectroscopy that is generalizable to any fluorophore without relyingon chemical photostabilization. The bleaching time can be controlledthrough the repetition rate of a pulsed excitation source. We showthat reducing the excitation repetition rate from 40 to 2.5 MHz delaysphotobleaching and therefore extends the observation window of a single-moleculefluorophore by more than an order of magnitude. Furthermore, we demonstratethat photon-stream analyses that depend on emitted photon flux suffera decrease in signal-to-noise ratio with decreasing repetition rate,while analyses that depend on total photon number have a signal-to-noiseratio that is independent of excitation repetition rate.

我们介绍了一种扩展单分子光谱观察窗口的方法,该方法可推广到任何荧光团,而不依赖于化学光稳定。漂白时间可以通过脉冲激励源的重复率来控制。我们表明,将激发重复率从40 MHz降低到2.5 MHz可延迟光漂白,因此将单分子荧光团的观察窗口延长了一个数量级以上。此外,我们证明了依赖于发射光子通量的光子流分析的信噪比随着重复率的降低而降低,而依赖于总光子数的分析的信噪比与激发重复率无关。
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引用次数: 0
Conformational Landscape of a Marginally Disordered Protein HYPK and its Charge-Variant Mutant in the Context of Folded Domains 边缘无序蛋白HYPK及其在折叠结构域背景下的电荷变异突变体的构象景观
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-18 DOI: 10.1021/acs.jpcb.6c03835
Kari Gaalswyk, Martin Gruebele, Kingshuk Ghosh

Intrinsically disordered proteins (IDPs) can have varyingproportionsof disordered and structured regions, and various fractions of aminoacids promoting these regions. This raises the possibility that someIDPs may behave as marginal proteins, exhibiting properties of bothdisordered and folded states. HYPK is one such recently discoveredmarginal protein studied by fluorescence assays (with fluorescentproteins attached at the termini) and circular dichroism (CD) whilemodulating temperature, crowding, ionic strength and sequence (byaltering charge composition and patterning). Here, we use all-atommolecular dynamics (MD) simulations to understand the sequence-specificand structural origin of this marginality by investigating the conformationlandscape of both the wild-type and a charge-variant mutant of HYPK,with and without fluorescent proteins (FPs) attached at the N- andC- termini. We find the charge-variant mutant is more compact comparedto the wild type both with and without FPs, showing the importanceof charge patterning that is consistent with experimental observationsand theoretical predictions used for experimental characterization.The wild-type HYPK fused to FPs reveals two distinct conformationalpopulations differing in helix packing, which may account for themarginality observed experimentally. The charge-variant mutant proteinwith FPs also displays bimodal conformational populations, but througha different mechanism involving competitive electrostatic interactionsbetween different protein segments and the FPs. Bimodality is observedin the mutant without FPs under different salt conditions due to competitiveinteractions between different segments of the chain or between thechain and counterions, while it becomes less evident in the wild-typeHYPK without the crowding and surface interactions provided by theFPs. These findings offer broad insights into the origin of marginality,competing interactions, as well as the roles charge patterning andfolded domains play on IDP conformation both in vitro and in-cell.

内在无序蛋白(IDPs)可以具有不同比例的无序和结构化区域,以及促进这些区域的氨基酸的不同组分。这提出了一种可能性,即某些idps可能表现为边缘蛋白,表现出无序和折叠状态的特性。HYPK是最近发现的一种边缘蛋白,通过荧光分析(荧光蛋白附着在末端)和圆二色性(CD)研究,同时调节温度、拥挤、离子强度和序列(通过改变电荷组成和模式)。在这里,我们使用全原子分子动力学(MD)模拟来了解这种边缘性的序列特异性和结构起源,通过研究野生型和电荷变异型HYPK的构象景观,在N-和c -末端连接荧光蛋白(FPs)和不连接荧光蛋白(FPs)。我们发现,无论有无FPs,电荷变异突变体都比野生型更紧凑,这表明电荷模式的重要性与实验观察和用于实验表征的理论预测相一致。融合到FPs的野生型HYPK显示出两个不同的构象种群,螺旋排列不同,这可能解释了实验观察到的边际性。带有FPs的电荷变异突变蛋白也显示双峰构象群体,但通过不同的机制,涉及不同蛋白质片段和FPs之间的竞争性静电相互作用。在不同盐条件下,由于不同链段之间或链与反离子之间的竞争性相互作用,在没有FPs的突变体中观察到双峰性,而在没有FPs提供的拥挤和表面相互作用的野生型hypk中,双峰性变得不那么明显。这些发现为边缘性的起源、竞争相互作用以及电荷模式和折叠结构域在体外和细胞内IDP构象中的作用提供了广泛的见解。
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引用次数: 0
Saponin Chemistry Controls Anionic Lipid Tolerance and Divalent Metal Ion Responses in Magnetically Alignable Bicelles 皂苷化学控制阴离子脂质耐受性和二价金属离子在磁性排列小束中的响应
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-22 DOI: 10.1021/acs.jpcb.6c03292
Samuel D. McCalpin, Cletus N. Obi, Ayyalusamy Ramamoorthy

Saponin–phospholipid bicelles have emerged aspromisingmembrane-mimetic systems for anisotropy-based NMR studies, but theirutility depends on their ability to accommodate physiologically relevantlipid compositions and ionic environments. Here, we systematicallyinvestigated how saponin chemistry governs three key properties ofmagnetically alignable bicelles: tolerance to anionic lipid incorporation,responsiveness to lanthanide-induced alignment reorientation, andstability in the presence of divalent metal ions. Using 31P NMR spectroscopy as a sensitive probe of phase behavior and alignment,we compared bicelles formed with glycyrrhizic acid (GA), hederacosideC (HC), and crude quillaja saponins (CQS). While all saponins effectivelysolubilized the anionic lipid DMPG, only HC supported magneticallyaligned bicelles with high anionic lipid fractions (up to 70%), whereasGA was limited to low levels of incorporation (10%). Both GA- andHC-based bicelles underwent lanthanide-induced alignment flipping,although with significant spectral broadening and intermediate alignmentstates indicative of increased heterogeneity. Divalent cation effectswere strongly ion- and saponin-dependent; HC bicelles were robustto the presence of Ca2+ but were destabilized by Mg2+, whereas GA bicelles were disrupted by both ions at lowconcentrations. Together, these results demonstrate that saponin identitycritically determines bicelle compatibility with charged lipids andionic conditions, establishing design principles for tailoring saponin-basedbicelles as versatile, biomimetic alignment media for membrane proteinstructural studies.

在基于各向异性的核磁共振研究中,皂苷-磷脂单胞体已经成为一种很有前途的模拟膜系统,但它们的效用取决于它们适应生理相关脂质组成和离子环境的能力。在这里,我们系统地研究了皂素化学如何控制磁性排列的三个关键特性:对阴离子脂质结合的耐受性,对镧系诱导的排列重定向的响应性,以及在二价金属离子存在下的稳定性。利用31P核磁共振光谱作为相行为和排列的灵敏探针,我们比较了甘草酸(GA)、hederacosideC (HC)和毛茛皂苷(CQS)形成的小束。虽然所有皂苷都能有效地溶解阴离子脂质DMPG,但只有HC支持具有高阴离子脂质分数(高达70%)的磁排列单束,而ga则限制在低水平的掺入(10%)。基于GA和hc的双胞体都经历了镧系元素诱导的排列翻转,尽管具有显著的光谱展宽和中间排列状态,表明异质性增加。二价阳离子效应强烈依赖于离子和皂苷;HC双胞体对Ca2+的存在是稳定的,但被Mg2+破坏,而GA双胞体在低浓度时被这两种离子破坏。总之,这些结果表明,皂素的身份决定性地决定了小细胞与带电脂质和离子条件的相容性,建立了设计原则,以定制皂素为基础的小细胞作为多用途的仿生排列介质,用于膜蛋白质教学研究。
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引用次数: 0
Noncovalent Interaction Origins of Substrate Discrimination in LinB: A Combined QM/MM and SAPT Analysis LinB底物鉴别的非共价相互作用来源:QM/MM和SAPT联合分析
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-16 DOI: 10.1021/acs.jpcb.6c04481
Agata Sowińska, Michał Rostkowski, Agnieszka Dybala-Defratyka, Agnieszka Krzemińska

Noncovalent interactions (NCIs) play a fundamental rolein ligandorganization within enzyme active sites and are increasingly recognizedas contributors to selective substrate recognition. The haloalkanedehalogenase LinB provides a suitable system for probing the physicochemicalorigins of selectivity, as structurally similar substrates exhibitmarkedly different reactivity. In this work, we investigated LinB-catalyzeddehalogenation pathways for 1,2-dibromopropane (DBP) and the closelyrelated 1,2-dichloropropane (DCP), considering both C1 and C2 nucleophilicattack for each enantiomer. While minimum free-energy pathway calculationsreproduced the experimentally observed DBP preference, they did notfully resolve the molecular origin of these selectivity trends withina reaction-coordinate framework. To address this limitation, we appliedsymmetry-adapted perturbation theory (SAPT) to ensembles of representativestructures sampled along the reaction pathways. This interaction-levelapproach revealed that substrate discrimination arises from a finelybalanced interplay of electrostatic attraction, dispersion stabilization,and exchange repulsion, rather than a single dominant factor. Active-siteresidues preorganize the binding pocket to favor DBP stabilization,whereas DCP experiences weaker stabilizing interactions and increasedrepulsion, resulting in higher barriers and reduced reactivity. Overall,this study demonstrates the utility of SAPT-based analysis of NCIsfor elucidating nonmechanistic contributions to enzyme selectivitybeyond conventional pathway approaches.

非共价相互作用(nci)在酶活性位点的配体组织中起着重要作用,并且越来越多地被认为是选择性底物识别的贡献者。由于结构相似的底物表现出明显不同的反应活性,卤代烷脱卤酶LinB为探索选择性的物理化学起源提供了一个合适的系统。在这项工作中,我们研究了linb催化的1,2-二溴丙烷(DBP)和密切相关的1,2-二氯丙烷(DCP)的去卤化途径,考虑了每个对映体的C1和C2亲核攻击。虽然最小自由能途径计算再现了实验观察到的DBP偏好,但它们并没有完全解决这些选择性趋势在反应坐标框架内的分子起源。为了解决这一限制,我们将对称适应摄动理论(SAPT)应用于沿反应途径取样的代表性结构的系综。这种相互作用水平的方法表明,基材区别是由静电吸引、色散稳定和交换排斥的精细平衡的相互作用产生的,而不是单一的主导因素。活性位点残基预先组织了结合袋,有利于DBP的稳定,而DCP则经历了较弱的稳定相互作用和增加的排斥,导致更高的屏障和降低的反应性。总的来说,这项研究证明了基于sapt的ncis分析在阐明酶选择性的非机制贡献方面的实用性,而不是传统的途径方法。
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引用次数: 0
Learning Structure–Dynamics Relationships in Metallic Glasses from Atomic Configurations Using Machine Learning and DeepSets 利用机器学习和深度集从原子构型学习金属玻璃的结构-动力学关系
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-09-16 DOI: 10.1021/acs.jpcb.6c04360
Vu Bich Hanh, Ngo T. Que, Anh D. Phan

Understanding the relationship between atomic structureand relaxationdynamics is essential for revealing the physical behavior of metallicglasses. In this work, we integrate molecular dynamics simulations,Elastically Collective Nonlinear Langevin Equation theory, and artificialintelligence to investigate both the forward and inverse structure–dynamicsrelationships in four Zr-based metallic glasses. For the forward prediction,conventional machine learning models and a DeepSets neural networkwere developed to predict the structural relaxation time from atomicconfigurations with and without temperature information. Atomic structurealone provides strong predictive capability, while incorporating temperatureconsistently improves the performance. Among the conventional models,Gradient Boosting achieved the best accuracy with a test R2 of 94.50%, whereas DeepSets further increased the accuracyto 96.35% by directly learning from atom-wise representations. Forthe inverse problem, machine learning models successfully reconstructedradial distribution functions from structural relaxation time andtemperature, reproducing the major structural characteristics of metallicglasses. These results demonstrate the complementary roles of atomicstructure and temperature in governing relaxation dynamics and establishan effective bidirectional artificial intelligence framework for studyingand inversely designing amorphous materials.

了解原子结构与弛豫动力学之间的关系对于揭示金属玻璃的物理行为至关重要。在这项工作中,我们将分子动力学模拟、弹性集体非线性朗之万方程理论和人工智能相结合,研究了四种zr基金属玻璃的正、逆结构动力学关系。对于前向预测,开发了传统的机器学习模型和DeepSets神经网络来预测具有和不具有温度信息的原子构型的结构弛豫时间。原子结构提供了强大的预测能力,同时结合温度不断提高性能。在传统模型中,Gradient Boosting达到了最好的准确率,测试R2为94.50%,而DeepSets通过直接学习原子表示进一步提高了准确率至96.35%。对于反问题,机器学习模型成功地从结构松弛时间和温度重构了径向分布函数,再现了金属玻璃的主要结构特征。这些结果证明了原子结构和温度在控制弛豫动力学中的互补作用,并为非晶材料的研究和逆向设计建立了一个有效的双向人工智能框架。
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引用次数: 0
Two-Stage Chemical Degradation of PTFE with H- and HO-Radicals: A DFT Study Under PEMFC Operating Conditions 氢自由基和氢自由基对聚四氟乙烯的两阶段化学降解:在PEMFC操作条件下的DFT研究
IF 3.2 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-10-01 Epub Date: 2026-08-27 DOI: 10.1021/acs.jpcb.6c02909
Rashen Lou Omongos, Ichiro Minami, András Vernes, Alejandro A. Franco

Polytetrafluoroethylene (PTFE) plays a fundamental rolein protonexchange membrane fuel cells (PEMFCs) as it enhances the structuralintegrity of the gas diffusion and microporous layers and, more importantly,helps with water management. However, it is also vulnerable to differentkinds of degradation under PEMFC operating conditions. One of theprincipal degradation mechanisms is chemical degradation involvingH- andHO-radicals. In this study, we propose a two-stage degradationmechanism in which the process is initiated by H-radical attack onPTFE and subsequently propagated through reactions with the HO-radicals.To this end, a comparative density functional theory (DFT) study wasconducted to investigate six chemical degradation pathways of PTFEvia HO-radicals at the ab initio PBE0/def2-TZVPPlevel. The solvation model based on density (SMD) was employed asan implicit solvation model with water as the solvent to model PEMFCconditions. Reaction enthalpies, Gibbs free energies, and activationfree energies were calculated for all of the elementary steps. Amongthe competing routes, pathways initiated at secondary carbon sitesare both thermodynamically and kinetically favored, ultimately resultingin PTFE chain scission and the formation of CO2 and water.These findings provide atomistic insight into the chemical degradationof PTFE and establish a mechanistic foundation for the developmentof more chemically durable components of PEMFCs while also providingthermodynamic and kinetic data that can support future multiscaledegradation models for fuel cell durability.

聚四氟乙烯(PTFE)在质子交换膜燃料电池(pemfc)中起着重要作用,因为它增强了气体扩散和微孔层的结构完整性,更重要的是,它有助于水管理。然而,在PEMFC操作条件下,它也容易受到各种降解。主要的降解机制之一是涉及h -和ho -自由基的化学降解。在这项研究中,我们提出了一个两阶段的降解机制,其中该过程由h自由基攻击ptfe引发,随后通过与ho自由基的反应进行扩散。为此,采用比较密度泛函理论(DFT)研究了从头计算PBE0/def2- tzvplevel上ptfe0 - ho自由基的6种化学降解途径。采用以水为溶剂的隐式溶剂化模型,建立了基于密度的溶剂化模型。计算了所有基本步骤的反应焓、吉布斯自由能和激活自由能。在竞争的途径中,在二级碳位点启动的途径在热力学和动力学上都受到青睐,最终导致聚四氟乙烯链断裂和二氧化碳和水的形成。这些发现提供了对聚四氟乙烯化学降解的原子洞察力,并为开发更具化学耐久性的pemfc组件建立了机制基础,同时还提供了热力学和动力学数据,可以支持未来燃料电池耐久性的多尺度降解模型。
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The Journal of Physical Chemistry B
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