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A Single-Cell Interrogation System from Scratch: Microfluidics and Deep Learning. 从零开始的单细胞审讯系统:微流控技术与深度学习。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-15 DOI: 10.1021/acs.jpcb.4c02745
Remy A A Ripandelli, Stefan H Mueller, Andrew Robinson, Antoine M van Oijen

Live-cell imaging using fluorescence microscopy enables researchers to study cellular processes in unprecedented detail. These techniques are becoming increasingly popular among microbiologists. The emergence of microfluidics and deep learning has significantly increased the amount of quantitative data that can be extracted from such experiments. However, these techniques require highly specialized expertise and equipment, making them inaccessible to many biologists. Here we present a guide for microbiologists, with a basic understanding of microfluidics, to construct a custom-made live-cell interrogation system that is capable of recording and analyzing thousands of bacterial cell-cycles per experiment. The requirements for different microbiological applications are varied, and experiments often demand a high level of versatility and custom-designed capabilities. This work is intended as a guide for the design and engineering of microfluidic master molds and how to build polydimethylsiloxane chips. Furthermore, we show how state-of-the-art deep-learning techniques can be used to design image processing algorithms that allow for the rapid extraction of highly quantitative information from large populations of individual bacterial cells.

利用荧光显微镜进行活细胞成像使研究人员能够以前所未有的方式详细研究细胞过程。这些技术在微生物学家中越来越受欢迎。微流控技术和深度学习的出现大大增加了可从此类实验中提取的定量数据量。然而,这些技术需要高度专业的知识和设备,因此许多生物学家无法使用。在此,我们为微生物学家提供一份指南,帮助他们在对微流控技术有基本了解的基础上,构建一个定制的活细胞检测系统,该系统能够在每次实验中记录和分析数千个细菌细胞周期。不同微生物应用的要求各不相同,实验往往需要高度的多功能性和定制设计能力。这项工作旨在指导微流体母模的设计和工程,以及如何构建聚二甲基硅氧烷芯片。此外,我们还展示了如何利用最先进的深度学习技术来设计图像处理算法,以便从大量单个细菌细胞中快速提取高度定量的信息。
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引用次数: 0
Relationship between Molecular Structure and Surface Activity of Ionic Surfactants. 离子表面活性剂的分子结构与表面活性之间的关系。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-15 DOI: 10.1021/acs.jpcb.4c05527
Chi M Phan

A new model is developed to quantify the surface tension of ionic surfactants from surface affinity and ionization equilibrium. The model successfully predicts two important molecular structure-surface activity factors: the length of single-branch homologues and the nature of counterions. The modeling results also clarify the underlying mechanisms of the two processes. Changing the counterion only affects the ionization, not the affinity. On the other hand, increasing carbon length dramatically increases the affinity while having a small effect on ionization. The modeling framework consistently resolves structure-activity observations, some of which have been reported since the 19th century. The model can be extended for surfactants with more than one ionic state and surfactant/electrolyte mixtures.

我们建立了一个新模型,从表面亲和力和电离平衡来量化离子表面活性剂的表面张力。该模型成功预测了两个重要的分子结构-表面活性因素:单支同源物的长度和反离子的性质。建模结果还阐明了这两个过程的基本机制。改变反离子只会影响电离,而不会影响亲和力。另一方面,增加碳长度会显著提高亲和力,而对电离的影响很小。该建模框架始终如一地解决了结构-活性观测问题,其中一些观测早在 19 世纪就有报道。该模型可扩展用于具有一种以上离子状态的表面活性剂以及表面活性剂/电解质混合物。
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引用次数: 0
Nile Red Fluorescence: Where's the Twist? 尼罗河红荧光:转折点在哪里?
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpcb.4c06048
Camilla Gajo, Darya Shchepanovska, Jacob F Jones, Gabriel Karras, Partha Malakar, Gregory M Greetham, Olivia A Hawkins, Caleb J C Jordan, Basile F E Curchod, Thomas A A Oliver

Nile Red is a fluorescent dye used extensively in bioimaging due to its strong solvatochromism. The photophysics underpinning Nile Red's fluorescence has been disputed for decades, with some studies claiming that the dye fluoresces from two excited states and/or that the main emissive state is twisted and intramolecular charge-transfer (ICT) in character as opposed to planar ICT (PICT). To resolve these long-standing questions, a combined experimental and theoretical study was used to unravel the mechanism of Nile Red's fluorescence. Time-resolved fluorescence measurements indicated that Nile Red emission occurs from a single excited state. Theoretical calculations revealed no evidence for a low-lying TICT state, with the S1 minimum corresponding to a PICT state. Ultrafast pump-probe spectroscopic data contained no signatures associated with an additional excited state involved in the fluorescence decay of Nile Red. Collectively, these data in polar and nonpolar solvents refute dual fluorescence in Nile Red and definitively demonstrate that emission occurs from a PICT state.

尼罗河红是一种广泛用于生物成像的荧光染料,具有很强的溶色性。几十年来,尼罗河红荧光的光物理基础一直存在争议,一些研究声称该染料的荧光来自两个激发态,和/或主要发射态是扭曲的分子内电荷转移(ICT),而不是平面ICT(PICT)。为了解决这些长期存在的问题,我们采用了实验和理论相结合的研究方法来揭示尼罗河红的荧光机制。时间分辨荧光测量结果表明,尼罗河红的发射来自单一激发态。理论计算显示,没有证据表明存在低洼的 TICT 状态,S1 最小值与 PICT 状态相对应。超快泵探光谱数据中没有与尼罗河红荧光衰减过程中的额外激发态相关的特征。总之,这些在极性和非极性溶剂中的数据驳斥了尼罗河红的双重荧光,并明确证明其发射来自 PICT 状态。
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引用次数: 0
Understanding the Mid-Infrared Spectra of Protic Ionic Liquids by Density Functional Theory. 用密度泛函理论理解质离子液体的中红外光谱。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpcb.4c05084
Yingzhen Chen, Christian Rodenbücher, Adrien Morice, Fabian Tipp, Piotr M Kowalski, Carsten Korte

Protic ionic liquids (PILs) are promising candidates as electrolytes for proton exchange polymer membrane fuel cells. In order to optimize their properties, a detailed understanding of the molecular interactions within the bulk and at the electrode-electrolyte interface is needed, which can be obtained by infrared spectra. A prerequisite for extracting information on the molecular structure and inter- or intramolecular interactions from an experimental spectrum is a reasonable interpretation of the observed spectral features. Here, we employed density functional theory to understand the vibration modes of PILs composed of ammonium cations and different counteranions. Different from the previous calculation methods performed on small cluster model systems consisting of isolated species, a periodically repeated system of four ion pairs was used in order to approximate the bulk liquid environment. The computed frequencies and IR intensity match well with the corresponding experimental spectra, allowing for its proper interpretation, especially the characteristic features of the interionic interaction. The presented approach enables accurate computation of a variety of ionic liquid systems in a highly efficient way.

质离子液体(PIL)是质子交换聚合物膜燃料电池的理想电解质。为了优化它们的性能,需要详细了解块体内部和电极-电解质界面上的分子相互作用,这可以通过红外光谱获得。从实验光谱中提取分子结构和分子间或分子内相互作用信息的前提是对观察到的光谱特征进行合理解释。在此,我们采用密度泛函理论来理解由铵阳离子和不同反离子组成的 PIL 的振动模式。与以往在由孤立物种组成的小簇模型系统上进行的计算方法不同,我们使用了一个由四个离子对组成的周期性重复系统,以近似于体液环境。计算出的频率和红外强度与相应的实验光谱非常吻合,从而可以对其进行正确的解释,尤其是离子间相互作用的特征。所提出的方法可以高效地精确计算各种离子液体体系。
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引用次数: 0
Model for the Shape of the Relaxation Spectrum in Glass Formers. 玻璃成型器中弛豫谱形状的模型
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpcb.4c05401
Grigori A Medvedev, Jack C Yungbluth, Brett M Savoie, James M Caruthers

Traditionally the broadness of the spectrum of the relaxation times observed in glass-forming materials has been rationalized by local heterogeneity, where a variety of atomistic environments leads to spectrum of single-exponential relaxation responses. However, the assumption of heterogeneity can break down when tested against the shape of the relaxation spectrum. An alternative homogeneous scenario assumes that the relaxation is inherently multiexponential. A recently developed switchback model [Medvedev, G. A. Phys. Rev. E 2023, 107 (3), 034122] naturally results in a multiexponential wedge-like spectrum that is consistent with the dielectric relaxation, light scattering, and the NMR data. As a particular case the switchback model allows for the spectrum to become single-exponential; under the heterogeneous scenario this would require the heterogeneities to completely vanish, which is hard to justify. Using data from photobleaching experiments and molecular dynamic simulations, it is shown that the relaxation spectrum may become single-exponential under large anisotropic deformation. This is interpreted as an argument in favor of the homogeneous scenario and specifically the switchback model for the relaxation of the glass formers.

传统上,在玻璃成型材料中观察到的弛豫时间谱的宽广性是通过局部异质性来合理解释的,在局部异质性中,各种原子环境会导致单指数弛豫响应谱。然而,当根据弛豫谱的形状进行测试时,异质性假设可能会被打破。另一种同质情况是假设弛豫本质上是多指数的。最近开发的回转模型[Medvedev, G. A. Phys. Rev. E 2023, 107 (3), 034122]自然会产生与介电弛豫、光散射和核磁共振数据相一致的多指数楔形谱。作为一种特殊情况,回转模型允许光谱变为单指数;而在异质情况下,这需要异质完全消失,这很难自圆其说。利用光漂白实验和分子动力学模拟的数据表明,在各向异性大变形的情况下,弛豫谱可能会变成单指数。这被解释为支持均质方案,特别是玻璃形成体弛豫的回转模型。
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引用次数: 0
Advances in Cellular Biophysics: The Impact of Physical Chemistry on Understanding Cell Biology. 细胞生物物理学进展》:物理化学对理解细胞生物学的影响》。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpcb.4c06830
Julie S Biteen
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引用次数: 0
Advances in Cellular Biophysics: The Impact of Physical Chemistry on Understanding Cell Biology 细胞生物物理学进展》:物理化学对理解细胞生物学的影响
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpcb.4c0683010.1021/acs.jpcb.4c06830
Julie S. Biteen*, 
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引用次数: 0
BEGAN: Boltzmann-Reweighted Data Augmentation for Enhanced GAN-Based Molecule Design in Insect Pheromone Receptors. BEGAN:在昆虫信息素受体中增强基于 GAN 的分子设计的玻尔兹曼加权数据扩增。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpcb.4c06729
Jialei Dai, Yutong Zhang, Chen Shi, Yang Liu, Peng Xiu, Yong Wang

Identifying small molecules that bind strongly to target proteins in rational molecular design is crucial. Machine learning techniques, such as generative adversarial networks (GAN), are now essential tools for generating such molecules. In this study, we present an enhanced method for molecule generation using objective-reinforced GANs. Specifically, we introduce BEGAN (Boltzmann-enhanced GAN), a novel approach that adjusts molecule occurrence frequencies during training based on the Boltzmann distribution exp(-ΔU/τ), where ΔU represents the estimated binding free energy derived from docking algorithms and τ is a temperature-related scaling hyperparameter. This Boltzmann reweighting process shifts the generation process toward molecules with higher binding affinities, allowing the GAN to explore molecular spaces with superior binding properties. The reweighting process can also be refined through multiple iterations without altering the overall distribution shape. To validate our approach, we apply it to the design of sex pheromone analogs targeting Spodoptera frugiperda pheromone receptor SfruOR16, illustrating that the Boltzmann reweighting significantly increases the likelihood of generating promising sex pheromone analogs with improved binding affinities to SfruOR16, further supported by atomistic molecular dynamics simulations. Furthermore, we conduct a comprehensive investigation into parameter dependencies and propose a reasonable range for the hyperparameter τ. Our method offers a promising approach for optimizing molecular generation for enhanced protein binding, potentially increasing the efficiency of molecular discovery pipelines.

在合理的分子设计中,识别能与靶蛋白强结合的小分子至关重要。生成式对抗网络(GAN)等机器学习技术现已成为生成此类分子的重要工具。在本研究中,我们提出了一种使用目标强化 GAN 生成分子的增强方法。具体来说,我们引入了 BEGAN(玻尔兹曼增强型 GAN),这是一种在训练过程中根据玻尔兹曼分布 exp(-ΔU/τ)调整分子出现频率的新方法。这种玻尔兹曼加权过程将生成过程转向具有较高结合亲和力的分子,从而使 GAN 能够探索具有优异结合特性的分子空间。重新加权过程还可以通过多次迭代进行改进,而不会改变整体分布形状。为了验证我们的方法,我们将其应用于针对鞘翅目蛙科昆虫信息素受体 SfruOR16 的性信息素类似物的设计,结果表明玻尔兹曼再加权法显著提高了产生与 SfruOR16 有更好结合亲和力的有前景性信息素类似物的可能性,原子分子动力学模拟也进一步证实了这一点。此外,我们还对参数依赖性进行了全面研究,并提出了超参数 τ 的合理范围。我们的方法为优化分子生成以增强蛋白质结合提供了一种很有前景的方法,有可能提高分子发现管道的效率。
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引用次数: 0
Nanodomains and Their Temperature Dependence in a Phosphonium-Based Ionic Liquid: A Single-Molecule Tracking Study. 膦基离子液体中的纳米域及其温度依赖性:单分子追踪研究。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpcb.4c05184
Jemima Opare-Addo, Ian Morgan, Nicholas Tryon-Tasson, Dorian F Twedt-Gutierrez, Jared L Anderson, Jacob W Petrich, Xueyu Song, Emily A Smith

Ionic liquids (ILs) exhibit a unique nanoscale structure (i.e., nanodomains) characterized by their organization into distinct domains. We present evidence of nanodomains in trihexyl(tetradecyl)phosphonium chloride, [P66614][Cl], using single-molecule tracking (SMT) and the maximum entropy method (MEM) to analyze single-molecule trajectories. The diffusion properties of ATTO 647N were assessed as the temperature of [P66614][Cl] increased from 20 °C (4020 cP), 35 °C (1239 cP), 45 °C (599 cP) to 50 °C (439 cP). The MEM analysis revealed a distinct two-population distribution of diffusion coefficients representing nanodomains in [P66614][Cl] at 20 °C (4020 cP). The slow population accounts for 16%, with a diffusion coefficient of 0.104 μm2/s, while the fast population constitutes 84% with a diffusion coefficient of 0.634 μm2/s. Two diffusing populations were also measured for the chemically different probes ATTO 647N, DiD, and Nile Blue chloride in [P66614][Cl] at 20 °C. In contrast, only a single fast population was measured in [P66614][Cl] at 50 °C. At a similar viscosity (640 cP) but a lower temperature of 20 °C, trihexyl(tetradecyl)phosphonium bis[(trifluoromethyl)-sulfonyl]imide, [P66614][NTf2], also showed only a single diffusing population. The elimination of the slow population and the presence of a single diffusing population in [P66614][Cl] as the temperature increases and the viscosity decreases is consistent with liquid-liquid phase separation (LLPS) as a mechanism of nanodomain formation. In addition, the measurement of two diffusing populations for three fluorophores with different chemical structures is also consistent with a physical mechanism, and not a chemical mechanism, for nanodomain formation.

离子液体(ILs)具有独特的纳米级结构(即纳米域),其特点是组织成不同的域。我们利用单分子追踪(SMT)和最大熵法(MEM)分析单分子轨迹,展示了三己基(十四烷基)氯化磷[P66614][Cl]中纳米域的证据。当[P66614][Cl]的温度从 20 °C (4020 cP)、35 °C (1239 cP)、45 °C (599 cP) 升至 50 °C (439 cP)时,对 ATTO 647N 的扩散特性进行了评估。MEM 分析表明,在 20 °C (4020 cP) 时,[P66614][Cl]中代表纳米域的扩散系数呈明显的两群分布。慢扩散群占 16%,扩散系数为 0.104 μm2/s,而快扩散群占 84%,扩散系数为 0.634 μm2/s。在 20 °C时,对[P66614][Cl]中化学性质不同的探针 ATTO 647N、DiD 和氯化尼罗蓝也测得了两个扩散群。相反,在 50 °C时,在[P66614][Cl]中只测量到一个快速群。在类似粘度(640 cP)但温度较低的 20 °C,三己基(十四烷基)膦双[(三氟甲基)-磺酰基]亚胺,[P66614][NTf2]也只显示出单一的扩散群。随着温度的升高和粘度的降低,[P66614][Cl]中的慢扩散群消失了,而出现了单扩散群,这与纳米域的形成机制--液-液相分离(LLPS)是一致的。此外,对三种具有不同化学结构的荧光团的两种扩散群的测量也与纳米域形成的物理机制而非化学机制相一致。
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引用次数: 0
Dynamics of Polymer Chains in Disperse Melts: Insights from Coarse-Grained Molecular Dynamics Simulations. 分散熔体中聚合物链的动力学:粗粒度分子动力学模拟的启示。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-13 DOI: 10.1021/acs.jpcb.4c05610
Taofeek Tejuosho, Sohil Kollipara, Sumant Patankar, Janani Sampath

Synthetic polymers have a distribution of chain lengths which can be characterized by dispersity, Đ. Their macroscopic properties are influenced by chain mobility in the melt, and controlling Đ can significantly impact these properties. In this work, we present a detailed study of the static and dynamic behavior of fully flexible polymer chains that follow the Schulz-Zimm molecular weight distribution up to Đ = 2.0 using coarse-grained molecular dynamics simulations. We analyze the behavior of test chains with molecular weights that are equal to, above, or below the molecular weight (Mw) of the melt. Static analysis shows that the conformation of these test chains remains unaffected by the heterogeneity of the surrounding chains. To study the dynamics, we computed the mean-squared displacement of test chains in melts of the same Mw and different dispersities. The mobility of test chains with N > Mw steadily increases with dispersity, due to the shorter chains contributing to early onset of disentanglement of the long chains. However, the dynamics of test chains of length N < Mw is nonmonotonic with respect to dispersity; this behavior arises from a trade-off between the increased mobility of shorter chains and the corresponding slowdown caused by the presence of longer chains. We examine the dynamic structure factor and find a weakening of tube confinement, with the effects becoming less pronounced with increasing dispersity and Mw. These findings provide insights into the rich dynamic heterogeneity of disperse polymer melts.

合成聚合物的链长分布可以用分散度 Đ 来表征。它们的宏观特性受到熔体中链流动性的影响,控制 Đ 可以显著影响这些特性。在这项工作中,我们利用粗粒度分子动力学模拟详细研究了完全柔性聚合物链的静态和动态行为,这些链遵循 Schulz-Zimm 分子量分布,最高可达 Đ = 2.0。我们分析了分子量等于、高于或低于熔体分子量(Mw)的测试链的行为。静态分析表明,这些测试链的构象不受周围链异质性的影响。为了研究动态变化,我们计算了测试链在相同分子量和不同分散度的熔体中的均方位移。随着分散度的增加,N > Mw 的测试链的位移稳步增加,这是因为较短的链有助于长链的早期解缠。然而,长度 N < Mw 的测试链的动态与分散度无关;这种行为是在较短链增加的流动性与较长链导致的相应速度减慢之间进行权衡而产生的。我们对动态结构因子进行了研究,发现管子的封闭性有所减弱,随着分散度和 Mw 的增大,其影响变得不那么明显。这些发现让我们深入了解了分散聚合物熔体丰富的动态异质性。
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引用次数: 0
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The Journal of Physical Chemistry B
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