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Lanthanide-Dependent Photochemical and Photophysical Properties of Lanthanide–Anthracene Complexes: Experimental and Theoretical Approaches 镧系元素-蒽配合物的光化学和光物理性质:实验和理论方法
Pub Date : 2024-09-09 DOI: 10.1021/jacsau.4c00540
Liangliang Wu, Xin-Da Huang, Weijia Li, Xiaoyan Cao, Wei-Hai Fang, Li-Min Zheng, Michael Dolg, Xuebo Chen
The structural, photophysical, and photochemical properties of Ln(depma)(hmpa)2(NO3)3 (Ln = La, Ce, Nd, Sm, Eu, Tb, Ho, Er, and Yb) complexes 1-Ln were investigated with a multidisciplinary approach involving synthesis, photocycloaddition-based crystal engineering, spectroscopic analytical techniques and quantum chemical ab initio calculations. Depending on the Ln3+ ion the isostructural 1-Ln complexes exhibit quite different behavior upon excitation at 350–400 nm. Some 1-Ln complexes (Ln = La, Ce, Sm, Tb, Yb) emit a broad and strong band near 533 nm arising from paired anthracene moieties, whereas others (Ln = Nd, Eu, Ho, Er) do not. 1-Eu is not emissive at all, whereas 1-Nd, 1-Ho, and 1-Er exhibit a Ln3+ based luminescence. Upon irradiation with 365 nm ultraviolet (UV) light 1-Ln (Ln = La, Ce, Sm, Tb, Yb) dimerize by means of a photochemically induced [4 + 4] cycloaddition of the anthracene moieties, whereas 1-Ln (Ln = Nd, Eu, Ho, Er) remain monomers. We propose three models, based on the matching of the energy levels between the Ln3+ ion and the paired or dimerized anthracene units in the energy-resonance crossing region, as well as on internal conversion-driven and intersystem crossing-driven energy transfer, which explain the Ln3+ ion regulated photophysics and photochemistry of the 1-Ln complexes.
本研究采用多学科方法研究了 Ln(depma)(hmpa)2(NO3)3(Ln = La、Ce、Nd、Sm、Eu、Tb、Ho、Er 和 Yb)复合物 1-Ln 的结构、光物理和光化学特性,包括合成、基于光化学加成的晶体工程、光谱分析技术和量子化学 ab initio 计算。根据 Ln3+ 离子的不同,等结构 1-Ln 复合物在 350-400 纳米波长的激发下表现出截然不同的行为。一些 1-Ln 复合物(Ln = La、Ce、Sm、Tb、Yb)会在 533 纳米附近发出由成对蒽分子产生的宽而强的波段,而其他复合物(Ln = Nd、Eu、Ho、Er)则不会。1-Eu 完全不发光,而 1-Nd、1-Ho 和 1-Er 则表现出基于 Ln3+ 的发光。在 365 纳米紫外线(UV)照射下,1-Ln(Ln = La、Ce、Sm、Tb、Yb)通过光化学诱导的蒽分子[4 + 4]环加成反应而二聚化,而 1-Ln(Ln = Nd、Eu、Ho、Er)仍然是单体。我们根据 Ln3+ 离子与成对或二聚化蒽单元之间在能量共振交叉区域的能级匹配,以及内部转换驱动和系统间交叉驱动的能量转移,提出了三种模型,用以解释 Ln3+ 离子调控的 1-Ln 复合物的光物理和光化学。
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引用次数: 0
Electro-photochemical Functionalization of C(sp3)–H bonds: Synthesis toward Sustainability C(sp3)-H 键的电光化学功能化:面向可持续性的合成
Pub Date : 2024-09-09 DOI: 10.1021/jacsau.4c00496
Puja Singh, Burkhard König, Aslam C. Shaikh
Over the past several decades, there has been a surge of interest in harnessing the functionalization of C(sp3)–H bonds due to their promising applications across various domains. Yet, traditional methodologies have heavily leaned on stoichiometric quantities of costly and often environmentally harmful metal oxidants, posing sustainability challenges for C–H activation chemistry at large. In stark contrast, the emergence of electro-photocatalytic-driven C(sp3)–H bond activation presents a transformative alternative. This approach offers a viable route for forging carbon–carbon and carbon–heteroatom bonds. It stands out by directly engaging inert C(sp3)–H bonds, prevalent in organic compounds, without the necessity for prefunctionalization or harsh reaction conditions. Such methodology simplifies the synthesis of intricate organic compounds and facilitates the creation of novel chemical architectures with remarkable efficiency and precision. This review aims to shed light on the notable strides achieved in recent years in the realm of C(sp3)–H bond functionalization through organic electro-photochemistry.
在过去几十年中,由于 C(sp3)-H 键在各个领域的应用前景广阔,人们对利用其功能化的兴趣急剧上升。然而,传统方法在很大程度上依赖于一定量的昂贵且通常对环境有害的金属氧化剂,给整个 C-H 活化化学带来了可持续发展的挑战。与此形成鲜明对比的是,电光催化驱动的 C(sp3)-H 键活化技术的出现提供了一种变革性的替代方法。这种方法为碳-碳和碳-杂原子键的形成提供了一条可行的途径。它无需预官能化或苛刻的反应条件,直接与有机化合物中普遍存在的惰性 C(sp3)-H 键结合,从而脱颖而出。这种方法简化了复杂有机化合物的合成,有助于高效、精确地创建新型化学结构。本综述旨在阐明近年来在通过有机电光化学实现 C(sp3)-H 键官能化领域取得的显著进展。
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引用次数: 0
Predicting Colloidal Interaction Parameters from Small-Angle X-ray Scattering Curves Using Artificial Neural Networks and Markov Chain Monte Carlo Sampling 利用人工神经网络和马尔可夫链蒙特卡罗采样从小角 X 射线散射曲线预测胶体相互作用参数
Pub Date : 2024-09-09 DOI: 10.1021/jacsau.4c00368
Kelvin Wong, Runzhang Qi, Ye Yang, Zhi Luo, Stefan Guldin, Keith T. Butler
Small-angle X-ray scattering (SAXS) is a characterization technique that allows for the study of colloidal interactions by fitting the structure factor of the SAXS profile with a selected model and closure relation. However, the applicability of this approach is constrained by the limited number of existing models that can be fitted analytically, as well as the narrow operating range for which the models are valid. In this work, we demonstrate a proof of concept for using an artificial neural network (ANN) trained on SAXS curves obtained from Monte Carlo (MC) simulations to predict values of the effective macroion valency (Zeff) and the Debye length (κ–1) for a given SAXS profile. This ANN, which was trained on 200,000 simulated SAXS curves, was able to predict values of Zeff and κ–1 for a test set containing 25,000 simulated SAXS curves, where most predicted values had errors smaller than 20%. Subsequently, an ANN was used as a surrogate model in a Markov chain Monte Carlo sampling algorithm to obtain maximum a posteriori estimates of Zeff and κ–1, as well as the associated confidence intervals and correlations between Zeff and κ–1 for an experimentally obtained SAXS profile.
小角 X 射线散射(SAXS)是一种表征技术,通过将 SAXS 曲线的结构因子与选定的模型和闭合关系进行拟合,可以研究胶体之间的相互作用。然而,这种方法的适用性受到可分析拟合的现有模型数量有限以及模型有效工作范围狭窄的限制。在这项工作中,我们展示了一个概念验证,即使用根据蒙特卡罗(MC)模拟获得的 SAXS 曲线训练的人工神经网络(ANN)来预测给定 SAXS 曲线的有效大离子价(Zeff)和德拜长度(κ-1)值。该 ANN 在 200,000 条模拟 SAXS 曲线上进行了训练,能够预测包含 25,000 条模拟 SAXS 曲线的测试集的 Zeff 和 κ-1 值,其中大多数预测值的误差小于 20%。随后,在马尔可夫链蒙特卡洛抽样算法中将 ANN 用作替代模型,以获得 Zeff 和 κ-1 的最大后验估计值,以及实验获得的 SAXS 曲线的相关置信区间和 Zeff 与 κ-1 之间的相关性。
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引用次数: 0
EF-Hand Battle Royale: Hetero-ion Complexation in Lanmodulin EF-Hand大逃杀:Lanmodulin 中的异离子复合物
Pub Date : 2024-09-05 DOI: 10.1021/jacsau.4c00628
Jeremy Seidel, Patrick Diep, Ziye Dong, Joseph A. Cotruvo, Jr., Dan M. Park
The lanmodulin (LanM) protein has emerged as an effective means for rare earth element (REE) extraction and separation from complex feedstocks without the use of organic solvents. Whereas the binding of LanM to individual REEs has been well characterized, little is known about the thermodynamics of mixed metal binding complexes (i.e., heterogeneous ion complexes), which limits the ability to accurately predict separation performance for a given metal ion mixture. In this paper, we employ the law of mass action to establish a theory of perfect cooperativity for LanM-REE complexation at the two highest-affinity binding sites. The theory is then used to derive an equation that explains the nonintuitive REE binding behavior of LanM, where separation factors for binary pairs of ions vary widely based on the ratio of ions in the aqueous phase, a phenomenon that is distinct from single-ion-binding chemical chelators. We then experimentally validate this theory and perform the first quantitative characterization of LanM complexation with heterogeneous ion pairs using resin-immobilized LanM. Importantly, the resulting homogeneous and heterogeneous constants enable accurate prediction of the equilibrium state of LanM in the presence of mixtures of up to 10 REEs, confirming that the perfect cooperativity model is an accurate mechanistic description of REE complexation by LanM. We further employ the model to simulate separation performance over a range of homogeneous and heterogeneous binding constants, revealing important insights into how mixed binding differentially impacts REE separations based on the relative positioning of the ion pairs within the lanthanide series. In addition to informing REE separation process optimization, these results provide mathematical and experimental insight into competition dynamics in other ubiquitous and medically relevant, cooperative binding proteins, such as calmodulin.
Lanmodulin(LanM)蛋白已成为一种无需使用有机溶剂即可从复杂原料中提取和分离稀土元素(REE)的有效方法。虽然 LanM 与单个稀土元素结合的特性已得到很好的描述,但人们对混合金属结合复合物(即异质离子复合物)的热力学知之甚少,这限制了准确预测特定金属离子混合物分离性能的能力。在本文中,我们利用质量作用定律建立了 LanM-REE 在两个亲和力最高的结合位点上的完全合作性理论。在这种情况下,二元离子对的分离因数会根据水相中离子的比例而发生很大变化,这种现象与单离子结合化学螯合剂截然不同。然后,我们通过实验验证了这一理论,并利用树脂固定的 LanM 首次对 LanM 与异质离子对的络合进行了定量表征。重要的是,由此得出的均相常数和异相常数能够准确预测 LanM 在多达 10 种 REE 混合物存在时的平衡状态,从而证实了完美合作模型是对 LanM 与 REE 复合物作用的准确机理描述。我们进一步利用该模型模拟了一系列同质和异质结合常数下的分离性能,揭示了混合结合如何根据镧系元素系列中离子对的相对位置对 REE 分离产生不同影响的重要见解。除了为 REE 分离过程优化提供信息外,这些结果还为其他无处不在且与医学相关的合作结合蛋白(如钙调素)的竞争动力学提供了数学和实验见解。
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引用次数: 0
Interfacial Anion-Induced Dispersion of Active Species for Efficient Electrochemical Baeyer–Villiger Oxidation 界面阴离子诱导的活性物种分散,实现高效的电化学拜尔-维利格氧化作用
Pub Date : 2024-09-05 DOI: 10.1021/jacsau.4c00585
Shuangshuang Cha, Yuxin Chen, Wei Du, Jianxiang Wu, Ran Wang, Tao Jiang, Xuejing Yang, Cheng Lian, Honglai Liu, Ming Gong
Degradable polymers are an effective solution for white plastic pollution. Polycaprolactone is a type of degradable plastic with desirable mechanical and biocompatible properties, and its monomer, ε-caprolactone (ε-CL), is often synthesized by Baeyer–Villiger (B–V) oxidation that demands peroxyacids with low safety and low atom-efficiency. Herein, we devised an electrochemical B–V oxidation system simply driven by H2O2 for the efficient production of ε-CL. This system involves two steps with the direct oxidation of H2O2 into •OOH radicals at the electrode surface and the indirect oxidation of cyclohexanone by the generated reactive oxygen species. The modulation of the interfacial ionic environment by amphipathic sulfonimide anions [e.g., bis(trifluoromethane)sulfonimide (TFSI)] is highly critical. It enables the efficient B–V oxidation into ε-caprolactone with ∼100% selectivity and 68.4% yield at a potential of 1.28 V vs RHE, much lower than the potentials applied for electrochemical B–V oxidation systems using water as the O sources. On hydrophilic electrodes with the action of sulfonimide anions, hydrophilic H2O2 can be enriched within the double layer for direct oxidation while hydrophobic cyclohexanone can be simultaneously accumulated for rapidly reacting with the reactive oxygen species. This work not only enriches the electrified method of the ancient B–V oxidation by using only H2O2 toward monomer production of biodegradable plastics but also emphasizes the critical role of the interfacial ionic environment for electrosynthesis systems that may extend the scope of activity optimization.
可降解聚合物是解决白色塑料污染的有效方法。聚己内酯是一种具有理想机械性能和生物相容性的可降解塑料,其单体ε-己内酯(ε-CL)通常通过拜耳-维利格(B-V)氧化法合成,这种方法需要安全性低、原子效率低的过氧酸。在此,我们设计了一种仅由 H2O2 驱动的电化学 B-V 氧化系统,用于高效生产 ε-CL。该系统包括两个步骤:H2O2 在电极表面直接氧化成 -OOH 自由基;生成的活性氧间接氧化环己酮。两性磺酰亚胺阴离子[如双(三氟甲烷)磺酰亚胺(TFSI-)]对界面离子环境的调节非常关键。它能使 B-V 高效氧化成 ε-己内酯,在 1.28 V 电位对 RHE 的条件下,选择性为 100%,产率为 68.4%,远低于使用水作为 O 源的电化学 B-V 氧化系统的电位。在磺酰亚胺阴离子作用下的亲水性电极上,亲水性 H2O2 可以富集在双电层内直接氧化,而疏水性环己酮可以同时富集,与活性氧迅速反应。这项工作不仅丰富了仅使用 H2O2 的古老 B-V 氧化法的电化方法,促进了生物降解塑料单体的生产,而且强调了界面离子环境对电合成系统的关键作用,从而扩大了活性优化的范围。
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引用次数: 0
Single-Atom Co–N4 Sites Mediate C═N Formation via Reductive Coupling of Nitroarenes with Alcohols 单原子 Co-N4 位点通过硝基烯烃与醇的还原偶联介导 C═N 的形成
Pub Date : 2024-09-04 DOI: 10.1021/jacsau.3c00825
Xixi Liu, Liang Huang, Yurong He, Peng Zhou, Xuedan Song, Zehui Zhang
It remains challenging to construct C═N bonds due to their facile hydrogenation. Herein, a single Co atom catalyst was discovered to be active for the selective construction of C═N bonds toward the synthesis of imines and N-heterocycles via reductive coupling of nitroarenes with various alcohols, including inert aliphatic ones. DFT calculations and experimental data revealed that the transfer hydrogenation proceeded via the intramolecular hydride transfer and the transfer of H from the α-Csp3-H bond to the nitro group was the rate-determining step. The single Co atoms served as a bridge to transfer the electrons from the catalyst to the adsorbed alcohol molecules, resulting in the activation of the α-Csp3-H bond. Unlike metal nanoparticles, the C═N bonds in imine products can be reserved due to the large steric hindrance from substituents on C and N. DFT calculation also confirmed that transfer hydrogenation of the C═N bonds in imines is thermodynamically unfavored with a much higher energy barrier compared with the transfer hydrogenation of the –NO2 group (1.47 vs 1.15 eV).
由于 C═N 键易于氢化,因此构建 C═N 键仍然具有挑战性。在此,我们发现了一种单 Co 原子催化剂,该催化剂可通过硝基烯烃与各种醇(包括惰性脂肪族醇)的还原偶联,选择性地构建 C═N 键,从而合成亚胺和 N-杂环。DFT 计算和实验数据显示,转移氢化是通过分子内氢化物转移进行的,H 从 α-Csp3-H 键转移到硝基是决定速率的步骤。单个 Co 原子作为桥梁将电子从催化剂转移到吸附的醇分子上,从而激活了 α-Csp3-H 键。DFT 计算还证实,与 -NO2 基团的转移氢化相比,亚胺中 C═N 键的转移氢化在热力学上是不利的,其能量势垒要高得多(1.47 对 1.15 eV)。
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引用次数: 0
Fusion Dynamics and Size-Dependence of Droplet Microstructure in ssDNA-Mediated Protein Phase Separation ssDNA介导的蛋白质相分离过程中的融合动力学和液滴微观结构的尺寸依赖性
Pub Date : 2024-09-04 DOI: 10.1021/jacsau.4c00690
Yunqiang Bian, Fangyi Lv, Hai Pan, Weitong Ren, Weiwei Zhang, Yanwei Wang, Yi Cao, Wenfei Li, Wei Wang
Biomolecular condensation involving proteins and nucleic acids has been recognized to play crucial roles in genome organization and transcriptional regulation. However, the biophysical mechanisms underlying the droplet fusion dynamics and microstructure evolution during the early stage of liquid–liquid phase separation (LLPS) remain elusive. In this work, we study the phase separation of linker histone H1, which is among the most abundant chromatin proteins, in the presence of single-stranded DNA (ssDNA) capable of forming a G-quadruplex by using molecular simulations and experimental characterization. We found that droplet fusion is a rather stochastic and kinetically controlled process. Productive fusion events are triggered by the formation of ssDNA-mediated electrostatic bridges within the droplet contacting zone. The droplet microstructure is size-dependent and evolves driven by maximizing the number of electrostatic contacts. We also showed that the folding of ssDNA to the G-quadruplex promotes LLPS by increasing the multivalency and strength of protein–DNA interactions. These findings provide deep mechanistic insights into the growth dynamics of biomolecular droplets and highlight the key role of kinetic control during the early stage of ssDNA–protein condensation.
涉及蛋白质和核酸的生物分子缩聚被认为在基因组组织和转录调控中发挥着至关重要的作用。然而,液-液相分离(LLPS)早期液滴融合动力学和微观结构演变的生物物理机制仍然难以捉摸。在这项研究中,我们通过分子模拟和实验表征,研究了连接蛋白组蛋白H1(染色质蛋白中含量最高的一种)在能够形成G-四联体的单链DNA(ssDNA)存在下的相分离过程。我们发现液滴融合是一个相当随机的动力学控制过程。在液滴接触区内,由 ssDNA 介导的静电桥的形成触发了生产性融合事件。液滴的微观结构取决于液滴的大小,并在静电接触数量最大化的驱动下演变。我们还发现,ssDNA折叠成G-四联体后,会增加蛋白质-DNA相互作用的多价性和强度,从而促进LLPS。这些发现为生物分子液滴的生长动力学提供了深刻的机理见解,并强调了动力学控制在ssDNA-蛋白质凝结早期阶段的关键作用。
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引用次数: 0
Boosting Chemiexcitation of Phenoxy-1,2-dioxetanes through 7-Norbornyl and Homocubanyl Spirofusion 通过 7-降冰片烷基和均环烷基螺扩促进苯氧基-1,2-二氧杂环丁烷的化学激发
Pub Date : 2024-09-03 DOI: 10.1021/jacsau.4c00493
Sara Gutkin, Omri Shelef, Zuzana Babjaková, Laura Anna Tomanová, Matej Babjak, Tal Kopp, Qingyang Zhou, Pengchen Ma, Micha Fridman, Urs Spitz, Kendall N. Houk, Doron Shabat
The chemiluminescent light-emission pathway of phenoxy-1,2-dioxetane luminophores is increasingly attracting the scientific community’s attention. Dioxetane probes that undergo rapid, flash-type chemiexcitation demonstrate higher detection sensitivity than those with a slower, glow-type chemiexcitation rate. This is primarily because the rapid flash-type produces a greater number of photons within a given time. Herein, we discovered that dioxetanes fused to 7-norbornyl and homocubanyl units present accelerated chemiexcitation rates supported by DFT computational simulations. Specifically, the 7-norbornyl and homocubanyl spirofused dioxetanes exhibited a chemiexcitation rate 14.2-fold and 230-fold faster than that of spiro-adamantyl dioxetane, respectively. A turn-ON dioxetane probe for the detection of the enzyme β-galactosidase, containing the 7-norbornyl spirofused unit, exhibited an S/N value of 415 at a low enzyme concentration. This probe demonstrated an increase in detection sensitivity toward β-galactosidase expressing bacteria E. coli with a limit-of-detection value that is 12.8-fold more sensitive than that obtained by the adamantyl counterpart. Interestingly, the computed activation free energies of the homocubanyl and 7-norbornyl units were correlated with their CCsC spiro-angle to corroborate the measured chemiexcitation rates.
苯氧基-1,2-二氧杂环丁烷发光体的化学发光途径越来越受到科学界的关注。快速闪烁型化学激发的二氧杂环丁烷探针比速度较慢的辉光型化学激发探针具有更高的检测灵敏度。这主要是因为快速闪烁型在给定时间内产生的光子数量更多。在这里,我们发现融合了 7-降冰片烷基和均古巴烷基单元的二氧杂环丁烷具有更快的化学激发速率,并得到了 DFT 计算模拟的支持。具体来说,7-降冰片基和均环丁基螺烷融合的二氧杂环丁烷的化学激发速率分别是螺金刚烷二氧杂环丁烷的 14.2 倍和 230 倍。用于检测 β-半乳糖苷酶的二氧杂环丁烷探针含有 7-降冰片基螺杂化单元,在酶浓度较低时,信噪比值为 415。这种探针提高了对表达 β-半乳糖苷酶的大肠杆菌的检测灵敏度,其检测限值是金刚烷基探针的 12.8 倍。有趣的是,计算出的均古巴烷基和 7-降冰片烷基单元的活化自由能与其 CCsC 螺旋角相关,从而证实了测得的化学激发率。
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引用次数: 0
C═C Dissociative Imination of Styrenes by a Photogenerated Metallonitrene 光生茂金属烯对苯乙烯的 C═C 解离氨基化作用
Pub Date : 2024-09-03 DOI: 10.1021/jacsau.4c00571
Till Schmidt-Räntsch, Hendrik Verplancke, Annemarie Kehl, Jian Sun, Marina Bennati, Max C. Holthausen, Sven Schneider
Photolysis of a platinum(II) azide complex in the presence of styrenes enables C═C double bond cleavage upon dissociative olefin imination to aldimido (PtII–N═CHPh) and formimido (PtII–N═CH2) complexes as the main products. Spectroscopic and quantum chemical examinations support a mechanism that commences with the decay of the metallonitrene photoproduct (PtII–N) via bimolecular coupling and nitrogen loss as N2. The resulting platinum(I) complex initiates a radical chain mechanism via a dinuclear radical-bridged species (PtII–CH2CHPhN–PtII) as a direct precursor to C–C scission. The preference for the PtI mediated route over styrene aziridination is attributed to the distinct nucleophilicity of the triplet metallonitrene.
叠氮化铂(II)络合物在苯乙烯存在下发生光解,在离解烯烃亚胺化作用下,C═C 双键裂解,生成醛亚胺(PtII-N═CHPh)和甲亚胺(PtII-N═CH2)络合物作为主要产物。光谱和量子化学研究支持这样一种机理,即金属腈光反应产物(PtII-N)通过双分子耦合和氮损失(N2)开始衰变。由此产生的铂(I)复合物通过双核自由基桥接物种(PtII-CH2CHPhN--PtII)启动自由基链机制,成为 C-C 裂解的直接前体。铂(I)介导的途径优于苯乙烯氮丙啶化,这是由于三重茂金属烯具有独特的亲核性。
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引用次数: 0
Aggregation Rules of Short Peptides 短肽的聚集规则
Pub Date : 2024-09-02 DOI: 10.1021/jacsau.4c00501
Jiaqi Wang, Zihan Liu, Shuang Zhao, Yu Zhang, Tengyan Xu, Stan Z. Li, Wenbin Li
The elucidation of aggregation rules for short peptides (e.g., tetrapeptides and pentapeptides) is crucial for the precise manipulation of aggregation. In this study, we derive comprehensive aggregation rules for tetrapeptides and pentapeptides across the entire sequence space based on the aggregation propensity values predicted by a transformer-based deep learning model. Our analysis focuses on three quantitative aspects. First, we investigate the type and positional effects of amino acids on aggregation, considering both the first- and second-order contributions. By identifying specific amino acids and amino acid pairs that promote or attenuate aggregation, we gain insights into the underlying aggregation mechanisms. Second, we explore the transferability of aggregation propensities between tetrapeptides and pentapeptides, aiming to explore the possibility of enhancing or mitigating aggregation by concatenating or removing specific amino acids at the termini. Finally, we evaluate the aggregation morphologies of over 20,000 tetrapeptides, regarding the morphology distribution and type and positional contributions of each amino acid. This work extends the existing aggregation rules from tripeptide sequences to millions of tetrapeptide and pentapeptide sequences, offering experimentalists an explicit roadmap for fine-tuning the aggregation behavior of short peptides for diverse applications, including hydrogels, emulsions, or pharmaceuticals.
阐明短肽(如四肽和五肽)的聚集规则对于精确操纵聚集至关重要。在本研究中,我们根据基于变换器的深度学习模型预测的聚集倾向值,在整个序列空间中得出了四肽和五肽的综合聚集规则。我们的分析侧重于三个定量方面。首先,我们研究了氨基酸的类型和位置对聚集的影响,同时考虑了一阶和二阶贡献。通过识别促进或减弱聚集的特定氨基酸和氨基酸对,我们深入了解了潜在的聚集机制。其次,我们探讨了四肽和五肽之间聚集倾向的可转移性,旨在探索通过连接或移除末端的特定氨基酸来增强或减轻聚集的可能性。最后,我们评估了 20,000 多条四肽的聚集形态,涉及形态分布以及每个氨基酸的类型和位置贡献。这项工作将现有的三肽序列聚集规则扩展到了数百万个四肽和五肽序列,为实验人员提供了一个明确的路线图,用于微调短肽的聚集行为,以满足水凝胶、乳液或药物等不同应用的需要。
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引用次数: 0
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