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The influence of the Debye–Hückel factor in estimating the distance between interacting monomers in self-assembling proteins debye - h<s:1> ckel因子对估计自组装蛋白中相互作用单体之间距离的影响。
IF 2.4 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-05-09 DOI: 10.1007/s00249-025-01754-y
Angel Mozo-Villarías, Enrique Querol, Juan A. Cedano

In the study of protein self-assembly, knowledge of the extent of electrical and hydrophobic interactions is important. In previous work our group deduced an expression for the hydrophobic energy between the monomers of an assembly. This energy decays exponentially with a characteristic distance rH. The object of this work is to obtain a more precise physical interpretation of rH. In very simple systems, according to our model, rH turns out to be the distance between the hydrophobic dipole moment vectors H. As systems become more complex and the action of the electrostatic dipole moment vectors D appear, discrepancies begin to be seen between the values obtained for rH and the distances between vectors. It is observed that the simple application of Coulomb’s law is not sufficient to explain these discrepancies. We introduce the (D–H) factor into the electrostatic interaction, since proteins interact within an ionic medium. This formulation implies the appearance of an exponential decay factor rD, which is the thickness of the ionic atmosphere surrounding protein molecules. The distance adopted by two interacting monomers in a protein assembly is affected by both types of interaction and therefore is a function of both rH and rD. In a number of cases, the electrostatic interaction between D vectors is repulsive, generating a potential barrier that monomers are able to cross thanks to an overwhelmingly attractive hydrophobic potential well. In other cases both interactions are attractive and the distance between monomers appears as a compromise of both rH and rD.

在蛋白质自组装的研究中,了解电和疏水相互作用的程度是很重要的。在以前的工作中,我们的小组推导了一个关于一个组装的单体之间的疏水能的表达式。能量随特征距离rH呈指数衰减。这项工作的目的是获得一个更精确的物理解释rH。在非常简单的系统中,根据我们的模型,rH是疏水偶极矩矢量h之间的距离。随着系统变得更复杂,静电偶极矩矢量D的作用出现,得到的rH值与矢量之间的距离开始出现差异。我们观察到,简单地应用库仑定律不足以解释这些差异。我们将(D-H)因子引入静电相互作用,因为蛋白质在离子介质中相互作用。这个公式暗示了指数衰减因子rD的出现,它是蛋白质分子周围离子气氛的厚度。在蛋白质组装中,两个相互作用的单体所采用的距离受到两种相互作用的影响,因此是rH和rD的函数。在许多情况下,D矢量之间的静电相互作用是排斥的,由于具有压倒性的吸引力疏水势阱,产生了单体能够跨越的势垒。在其他情况下,两种相互作用都是吸引的,单体之间的距离表现为rH和rD的折衷。
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引用次数: 0
Location of oncogene-induced DNA damage sites revealed by quantitative analysis of a DNA counterstain. DNA反染定量分析揭示癌基因诱导的DNA损伤位点的位置。
IF 2.2 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-05-07 DOI: 10.1007/s00249-025-01755-x
Greta Paternò, Silvia Scalisi, Gaetano Ivan Dellino, Mario Faretta, Pier Giuseppe Pelicci, Alberto Diaspro, Luca Lanzanò

Oncogene activation is a key driver of cancer development, inducing aberrant cellular proliferation and DNA replication stress. This in turn, leads to DNA damage-which accumulates in specific genomic regions-contributing to genomic instability in cancer. However, the interplay between oncogene-induced DNA damage and chromatin organization is still poorly understood. In this study, we introduce a QUantitative ANalysis of DNA cOunterstains (QUANDO) to investigate the subnuclear localization of DNA damage in single-cell nuclei of U937-PR9 cells, an in vitro model of acute promyelocytic leukemia (APL). Using advanced imaging techniques, including DNA intensity analysis and colocalization by image cross-correlation spectroscopy (ICCS), we map DNA damage foci and correlate them with chromatin regions of different density. QUANDO is applied to dual-color confocal images of the DNA damage marker γ-H2AX and the DNA counterstain DAPI, allowing single-cell measurements of foci distribution within areas of low or high DNA density. We find that spontaneous DNA damage and DNA damage induced by the activation of PML-RARα oncogene predominantly localize in euchromatic regions. Conversely, when DNA damage is induced by the radiomimetic agent neocarzinostatin (NCS), the foci appear more evenly distributed in euchromatic and heterochromatic regions. These findings underscore the complex interplay between oncogene activation and chromatin organization, revealing how disruptions in DNA damage distribution can contribute to genomic instability and offering new insights for targeting DNA repair mechanisms in cancer therapies.

癌基因激活是癌症发展的关键驱动因素,诱导异常细胞增殖和DNA复制应激。这反过来又会导致DNA损伤——在特定的基因组区域积累——导致癌症的基因组不稳定。然而,癌基因诱导的DNA损伤和染色质组织之间的相互作用仍然知之甚少。在这项研究中,我们引入DNA反染色定量分析(QUANDO)来研究急性早幼粒细胞白血病(APL)体外模型U937-PR9细胞单细胞细胞核中DNA损伤的亚核定位。利用先进的成像技术,包括DNA强度分析和图像相互关联光谱(ICCS)共定位,我们绘制了DNA损伤病灶,并将它们与不同密度的染色质区域相关联。QUANDO应用于DNA损伤标记γ-H2AX和DNA反染剂DAPI的双色共聚焦图像,允许单细胞测量低或高DNA密度区域内的焦点分布。我们发现自发DNA损伤和PML-RARα癌基因激活引起的DNA损伤主要集中在染色质区。相反,当由拟放射线剂neocarzinostatin (NCS)诱导DNA损伤时,病灶更均匀地分布在正染色质和异染色质区域。这些发现强调了癌基因激活和染色质组织之间复杂的相互作用,揭示了DNA损伤分布的破坏如何导致基因组不稳定,并为靶向癌症治疗中的DNA修复机制提供了新的见解。
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引用次数: 0
Facilitating the simulation of sedimentation velocity data: new features of SViMULATE 便于沉降速度数据的模拟:svsimulation的新特性。
IF 2.4 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-05-05 DOI: 10.1007/s00249-025-01753-z
Chad A. Brautigam

The simulation of analytical ultracentrifugation data in the sedimentation velocity (SV) mode is extremely useful for experimental planning and hypothesis testing. However, undertaking such simulations can be daunting, especially if one is unpracticed in SV analytic software and the underlying hydrodynamic precepts of the method. Recently, to address this need, the software SViMULATE was introduced. This software featured a simple user interface and facile, on-the-fly conversions of familiar macromolecular properties (e.g., molar mass, shape) to the quantities needed for a successful SV simulation (the sedimentation coefficient, s, and the translational diffusion coefficient, DT). The software offered an easy route to simulate an unlimited number of species, and two experimental modes, normal and difference SV, were enabled. In the current work, features added to SViMULATE since its initial release are detailed. These include new experimental modes: two interacting systems, nonideal sedimentation, flotation, and band (or “analytical zone”) SV. Further, the modeling of polydisperse species as a series of related individual species has been enabled, and more sophisticated radial and time discretizations enhance the numerical stability of the simulation engine. These features significantly expand the scope and utility of the software, and the advances described herein are immediately available in version 1.4.0 of SViMULATE.

在沉降速度(SV)模式下分析超离心数据的模拟对于实验规划和假设检验是非常有用的。然而,进行这样的模拟可能是令人望而生畏的,特别是如果一个人没有在SV分析软件和该方法的基本流体力学规则中实践过。最近,为了满足这一需求,SViMULATE软件被引入。该软件具有简单的用户界面和方便的实时转换熟悉的大分子性质(例如,摩尔质量,形状)到成功的SV模拟所需的数量(沉淀系数,s,和平移扩散系数,DT)。该软件提供了一种简单的方法来模拟无限数量的物种,并启用了正常和差异SV两种实验模式。在当前的工作中,详细介绍了自最初发布以来添加到模拟器中的功能。这些包括新的实验模式:两个相互作用系统,非理想沉降,浮选和带(或“分析区”)SV。此外,多分散物种作为一系列相关个体物种的建模已经实现,更复杂的径向和时间离散化增强了模拟引擎的数值稳定性。这些功能显著地扩展了软件的范围和效用,本文所述的进步在svsimulate的1.4.0版本中立即可用。
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引用次数: 0
Statistical mechanics of bone damage: a constitutive model 骨损伤的统计力学:一个本构模型。
IF 2.2 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-05-03 DOI: 10.1007/s00249-025-01749-9
S. García-Vilana, D. Sánchez-Molina

After the elastic regime is surpassed, cortical bone exhibits significant microcracking in its post-elastic mechanical behavior. This work develops a thermodynamically consistent, nonlinear constitutive model based on statistical mechanics, designed to predict the stress–strain relationship and the progression of inter-osteon microcracking. To assess the model’s sufficiency, precise tensile and bending tests were performed in comparison to empirical curves that illustrated theoretical predictions of constitutive relationships. Moreover, entropy increases were quantitatively assessed using model parameters refined through experimental data. A large-size sample was utilized, comprising 51 dog-bone-shaped cortical bone specimens from the 4th ribs of various subjects for uniaxial tensile tests, and 15 complete fourth ribs for bending tests. Displacement and strain fields were meticulously recorded using digital image correlation and video analysis. The model demonstrated robustness, accurately fitting the data from all experimental specimens and revealing correlations between constitutive parameters and anthropometric variables. Entropy calculations provide insights into the behavior of the bone under varying strains: microcracking is minimal at low strains with stress nearly proportional to strain, escalating significantly beyond a critical threshold, thus challenging the linear relationship between stress and strain.

在超过弹性状态后,皮质骨在其后弹性力学行为中表现出显著的微开裂。本研究建立了一个基于统计力学的热力学一致的非线性本构模型,旨在预测应力-应变关系和骨间微裂的进展。为了评估模型的充分性,进行了精确的拉伸和弯曲试验,与说明本构关系理论预测的经验曲线进行了比较。此外,利用通过实验数据改进的模型参数定量评估熵的增加。采用大尺寸试样,包括51个犬骨形皮质骨试件,分别取自不同受试者的第四肋骨进行单轴拉伸试验和15个完整的第四肋骨进行弯曲试验。位移和应变场使用数字图像相关和视频分析仔细记录。该模型具有稳健性,能够准确拟合所有实验标本的数据,并揭示了本构参数与人体测量变量之间的相关性。熵计算提供了对不同应变下骨骼行为的见解:微裂纹在低应变下最小,应力几乎与应变成正比,超过临界阈值后显著升级,从而挑战了应力与应变之间的线性关系。
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引用次数: 0
Analysis of ligand binding mechanism by dimeric receptors using stopped-flow fluorimetry—application to the human decapping scavenger enzyme 用停止流动荧光法分析二聚体受体的配体结合机制——在人脱帽清除酶中的应用。
IF 2.2 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-04-26 DOI: 10.1007/s00249-025-01748-w
Zbigniew M. Darzynkiewicz, Megerditch Kiledjian, Jan M. Antosiewicz

Association of a ligand with the binding site of a receptor is usually at least a two-step process - formation of an initial encounter complex followed by a conformational transition of the complex. Consequently, the description of binding by dimeric receptors requires a two-dimensional reaction scheme. An interesting example of a dimeric receptor is the decapping scavenger enzyme, DcpS. It is a critical determinant of mRNA metabolism that hydrolyses the 5’-end (hbox {m}^7)GpppN cap following 3’-end mRNA decay. The DcpS family of proteins function as homodimers with one active site in each protomer. We investigate the binding of substrate and product analogues of the mRNA cap, (hbox {m}^7)Gp((hbox {CH}_2))ppG and (hbox {m}^7)GMP, respectively, by human DcpS wild-type ((hbox {DcpS}^{mathrm {WT/WT}})) and its one-site compromised mutant ((hbox {DcpS}^{mathrm {WT/BC}})) using stopped-flow fluorimetry. Based on observations for the mutant (hbox {DcpS}^{mathrm {WT/BC}}), binding by each active site and for each ligand proceeds through the formation of an encounter complex followed by conformational transitions. In the case of (hbox {DcpS}^{mathrm {WT/WT}}), we show that only two association rate constants, one for the apo-enzyme with both sites empty and the second for the enzyme with one site already occupied, can be determined with satisfactory accuracy from experimental progress curves, even for experimental data with a high signal-to-noise ratio. An interesting and biologically relevant observation is that binding of substrate analogue by one site prevents binding by the remaining empty site, whereas in the case of the (hbox {m}^7)GMP product both sites bind ligand independently of the binding state of the other site.

配体与受体结合位点的结合通常至少是两步过程——形成初始相遇复合物,然后是复合物的构象转变。因此,描述二聚体受体的结合需要一个二维反应方案。二聚体受体的一个有趣的例子是脱帽清除酶(dcp)。它是mRNA代谢的关键决定因素,在3‘端mRNA衰变后水解5’端m7 GpppN帽。dcp家族蛋白作为同型二聚体发挥作用,每个原聚体有一个活性位点。我们使用停流荧光法研究了人类dps野生型(dps WT / WT)及其单位点受损突变型(dps WT / BC)分别与mRNA帽的底物和产物类似物m7gp (ch2)ppG和m7gmp的结合。根据对突变体DcpS WT / BC的观察,每个活性位点和每个配体的结合都是通过形成偶遇复合物进行的,然后是构象转变。在dcp WT / WT的情况下,我们发现只有两个结合速率常数,一个是载脂蛋白酶的两个位点都是空的,另一个是酶的一个位点已经被占用,可以从实验进展曲线中以令人满意的精度确定,即使对具有高信噪比的实验数据也是如此。一个有趣且与生物学相关的观察结果是,一个位点结合底物类似物会阻止剩余空位点的结合,而在m7 GMP产品的情况下,两个位点结合配体独立于另一个位点的结合状态。
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引用次数: 0
Analytical ultracentrifugation as a tool for exploring COSAN assemblies 分析性超离心作为探索COSAN组件的工具。
IF 2.4 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-04-23 DOI: 10.1007/s00249-025-01746-y
Hussein Fakhouri, Caroline Mas, Aline Le Roy, Estelle Marchal, Coralie Pasquier, Olivier Diat, Pierre Bauduin, Christine Ebel

The self-assembly of the cobaltabis(dicarbollide) (COSAN) anionic boron clusters into micelles above a critical micelle concentration (cmc) of 10–20 mM and its behavior as “sticky nano-ions” facilitating controlled protein aggregation have been previously investigated using scattering techniques. These techniques effectively provide average structural parameters but, when applied to colloidal systems, often rely on models assuming polydispersity or anisotropic shapes. Here, we employed sedimentation velocity analytical ultracentrifugation (SV-AUC), which offers the ability to resolve discrete species. We revisited two key questions: (1) the aggregation behavior of COSAN into micelles, a topic still under debate, and (2) the nature of the protein assemblies induced by COSAN, specifically their size/shape distribution and aggregation number. SV-AUC confirms the cmc of COSAN of 16 mM and reveals that COSAN micelles exhibit low aggregation numbers (8 in water and 14 in dilute salt), consistent with recent hypotheses. It shows that COSAN promotes myoglobin aggregation into discrete oligomeric species with well-defined aggregation numbers, such as dimers, tetramers, and higher-order assemblies, depending on the COSAN-to-protein ratio. COSAN binding could be quantified at the lower COSAN/myoglobin ratios. For example, at ratio 5, myoglobin monomer (25%) binds about two COSANs, dimer (45%) about 14 COSANs, and there are ≈ 30% very large aggregates. These results provide clarity on the discrete nature of COSAN micelle aggregation and protein assembly. This study highlights the complementary role of SV-AUC in understanding supramolecular assemblies, offering useful insights into the behavior of COSAN nano-ions and their interactions with biomacromolecules.

钴二碳内酯(COSAN)阴离子硼团簇自组装成超过临界胶束浓度(cmc) 10-20 mM的胶束,其作为“粘性纳米离子”的行为促进了受控的蛋白质聚集,这在之前已经通过散射技术进行了研究。这些技术有效地提供了平均结构参数,但当应用于胶体系统时,通常依赖于假设多分散性或各向异性形状的模型。在这里,我们采用沉降速度分析超离心(SV-AUC),它提供了解决离散物种的能力。我们重新研究了两个关键问题:(1)COSAN成胶束的聚集行为,这是一个仍在争论的话题;(2)COSAN诱导的蛋白质组装的性质,特别是它们的大小/形状分布和聚集数量。SV-AUC证实COSAN的cmc为16 mM,表明COSAN胶束的聚集数较低(在水中为8个,在稀盐中为14个),与最近的假设一致。它表明,COSAN促进肌红蛋白聚集成离散的寡聚物,具有明确的聚集数,如二聚体、四聚体和高阶组装,这取决于COSAN与蛋白质的比例。在较低的COSAN/肌红蛋白比率下,COSAN结合可以被量化。例如,在比例为5时,肌红蛋白单体(25%)结合约2个COSANs,二聚体(45%)结合约14个COSANs,并且有≈30%的非常大的聚集体。这些结果明确了COSAN胶束聚集和蛋白质组装的离散性质。这项研究强调了SV-AUC在理解超分子组装中的补充作用,为COSAN纳米离子的行为及其与生物大分子的相互作用提供了有用的见解。
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引用次数: 0
Molecular transport through nano-sized multipores of lipid vesicles: a COMSOL simulation study 分子运输通过纳米尺度的多孔脂质囊泡:COMSOL模拟研究。
IF 2.2 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-04-17 DOI: 10.1007/s00249-025-01745-z
Md. Asaduzzaman, Shahariar Emon, Md. Saif Ishtiaque, Md. Imran Hossain, Mahammad Abu Sayem Karal, Md. Masum Billah, Hiromitsu Takaba, Md. Khorshed Alam

Biomembranes regulate molecular transport essential to cellular function and numerous biomedical applications, such as drug delivery and gene therapy. This study simulates molecular transport through nano-sized multipores in Giant Unilamellar Vesicles (GUVs) using COMSOL Multiphysics. We analyzed the diffusion dynamics of fluorescent probes—including Calcein, Texas-red dextran 3000 (TRD- 3k), TRD- 10k, and Alexa Fluor-labeled soybean trypsin inhibitor (AF-SBTI)—across different pore sizes, and derived rate constants using curve fitting that closely align with experimental data. Additionally, an analytical model based on Fick’s law of diffusion provides further insight into transport efficiency. This approach offers a novel perspective by examining simultaneous transport through multiple nanopores, which better mimics realistic biological environments compared to traditional single-pore studies. We used COMSOL for efficiently simulating large-scale, multi-nanopore systems, particularly in biomedical applications where modeling of complex transport phenomena is essential. This work provides new insights into multipore-mediated transport, critical for optimizing nanopore-based drug delivery and advancing the understanding of cellular transport mechanisms.

生物膜调节对细胞功能和许多生物医学应用至关重要的分子运输,如药物输送和基因治疗。本研究利用COMSOL Multiphysics模拟了分子在巨型单层囊泡(GUVs)中通过纳米多孔的传输。我们分析了荧光探针(包括钙黄蛋白、德克萨斯红葡聚糖3000 (TRD- 3k)、TRD- 10k和Alexa荧光标记的大豆胰蛋白酶抑制剂(AF-SBTI))在不同孔径上的扩散动力学,并通过曲线拟合得出了与实验数据密切相关的速率常数。此外,基于菲克扩散定律的分析模型提供了对运输效率的进一步了解。与传统的单孔研究相比,该方法通过研究多个纳米孔的同时传输提供了一个新的视角,更好地模拟了现实的生物环境。我们使用COMSOL有效地模拟大规模、多纳米孔系统,特别是在生物医学应用中,复杂传输现象的建模是必不可少的。这项工作为多孔介导的转运提供了新的见解,对于优化基于纳米孔的药物递送和推进对细胞转运机制的理解至关重要。
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引用次数: 0
Exploring the influence of water micro assemblies on protein folding, enzyme catalysis and membrane dynamics 探讨水微组装体对蛋白质折叠、酶催化和膜动力学的影响。
IF 2.2 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-04-14 DOI: 10.1007/s00249-025-01747-x
Arturo Tozzi

Water is central to biological processes not only as a solvent, but also as an agent shaping macromolecular behavior. Insights into water micro assemblies (WMA), defined by transient regions of low-density water (LDW) and high-density water (HDW), have highlighted their potential impact on biological phenomena. LDW, with its structured hydrogen bonding networks and reduced density, stabilizes hydrophobic interfaces and promotes ordered molecular configurations. Conversely, HDW, with its dynamic and flexible nature, facilitates transitions, solute mobility and molecular flexibility. By correlating experimental observations with simulations, we explore the influence of WMA on three key biological processes. In protein folding, LDW may stabilize hydrophobic cores and secondary structures by forming structured exclusion zones, while HDW may introduce dynamic flexibility, promoting the resolution of folding intermediates and leading to dynamic rearrangements. In enzyme catalysis, LDW may form structured hydration shells around active sites stabilizing active sites over longer timescales, while HDW may support substrate access and catalytic flexibility within active sites. In membrane dynamics, LDW may stabilize lipid headgroups, forming structured hydration layers that enhance membrane rigidity and stability, while HDW may ensure the nanosecond-scale flexibility required for vesicle formation and fusion. Across these tree processes, the WMA’s energy contributions, timescales and spatial scales align with the forces and dynamics involved, highlighting the role of LDW and HDW in modulating cellular interactions. This perspective holds implications for the design of lab-on-chip devices, advancements in sensor technologies, development of biomimetic membranes for drug delivery, creation of novel therapeutics and deeper understanding of protein misfolding diseases.

水是生物过程的核心,不仅作为溶剂,而且作为塑造大分子行为的媒介。由低密度水(LDW)和高密度水(HDW)瞬态区域定义的水微组件(WMA)的深入研究,强调了它们对生物现象的潜在影响。LDW具有结构化的氢键网络和降低的密度,稳定了疏水界面,促进了有序的分子构型。相反,HDW具有动态和灵活的特性,有助于转变,溶质迁移率和分子柔韧性。通过实验观察与模拟相结合,我们探讨了WMA对三个关键生物过程的影响。在蛋白质折叠中,LDW可以通过形成结构化的禁区来稳定疏水核心和二级结构,而HDW可以引入动态柔韧性,促进折叠中间体的分解并导致动态重排。在酶催化中,LDW可以在活性位点周围形成结构水合壳,在更长的时间尺度上稳定活性位点,而HDW可以支持活性位点内的底物进入和催化灵活性。在膜动力学中,LDW可以稳定脂质头基团,形成结构水合层,增强膜的刚性和稳定性,而HDW可以确保囊泡形成和融合所需的纳秒级柔韧性。在这三个过程中,WMA的能量贡献、时间尺度和空间尺度与所涉及的力和动力学一致,突出了LDW和HDW在调节细胞相互作用中的作用。这一观点对芯片实验室设备的设计、传感器技术的进步、用于药物输送的仿生膜的开发、新疗法的创造以及对蛋白质错误折叠疾病的更深入理解具有重要意义。
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引用次数: 0
Extraction of geometric and transport parameters from the time constant of exocytosis transients measured by nanoscale electrodes 从纳米尺度电极测量的胞吐瞬态时间常数中提取几何和输运参数。
IF 2.2 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-04-07 DOI: 10.1007/s00249-025-01744-0
Sundeep Kapila, Pradeep R. Nair

Exocytosis is a fundamental process related to the information exchange in the nervous and endocrine system. Among the various techniques, vesicle impact electrochemical cytometry (VIEC) has emerged as an effective method to mimic the exocytosis process and measure dynamic information about content transfer using nanoscale electrodes. In this article, through analytical models and large scale simulations, we develop scaling laws for the decay time constant ((tau )) for VIEC single-exponential transients. Specifically, our results anticipate a power law dependence of (tau) on the geometric and the transport parameters. This model compares very well with large scale simulations exploring the parameter space relevant for VIEC and with experimental results from literature. Remarkably, such physics-based compact models could allow for novel multi-feature-based self consistent strategies for back extraction of geometric and transport parameters and hence could contribute towards better statistical analysis and understanding of exocytosis transients and events.

胞吐是神经和内分泌系统信息交换的基本过程。在各种技术中,囊泡冲击电化学细胞术(VIEC)已经成为一种利用纳米级电极模拟胞吐过程和测量内容转移动态信息的有效方法。在本文中,通过解析模型和大规模模拟,我们建立了VIEC单指数瞬态衰变时间常数(τ)的标度规律。具体来说,我们的结果预测了τ对几何参数和输运参数的幂律依赖性。该模型与探索VIEC相关参数空间的大规模模拟以及文献中的实验结果非常吻合。值得注意的是,这种基于物理的紧凑模型可以允许新的基于多特征的自一致策略来反向提取几何和传输参数,因此可以有助于更好的统计分析和理解胞吐瞬态和事件。
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引用次数: 0
Exploring neural networks to uncover information-richer features for protein interaction prediction. 探索神经网络,揭示蛋白质相互作用预测的信息丰富特征。
IF 2.2 4区 生物学 Q3 BIOPHYSICS Pub Date : 2025-04-03 DOI: 10.1007/s00249-025-01742-2
Greta Grassmann, Lorenzo Di Rienzo, Giancarlo Ruocco, Edoardo Milanetti, Mattia Miotto

Moving in a crowded cellular environment, proteins have to recognize and bind to each other with high specificity. This specificity reflects in a combination of geometric and chemical complementarities at the core of interacting regions that ultimately influences binding stability. Exploiting such peculiar complementarity patterns, we recently developed CIRNet, a neural network architecture capable of identifying pairs of protein core interacting residues and assisting docking algorithms by rescaling the proposed poses. Here, we present a detailed analysis of the geometric and chemical descriptors utilized by CIRNet, investigating its decision-making process to gain deeper insights into the interactions governing protein-protein binding and their interdependence. Specifically, we quantitatively assess (i) the relative importance of chemical and physical features in network training and (ii) their interplay at protein interfaces. We show that shape and hydrophobic-hydrophilic complementarities contain the most predictive information about the classification outcome. Electrostatic complementarity alone does not achieve high classification accuracy but is required to boost learning. Ultimately, our findings suggest that identifying the most information-dense features may enhance our understanding of the mechanisms driving protein-protein interactions at core interfaces.

在拥挤的细胞环境中移动,蛋白质必须以高特异性识别和结合彼此。这种特异性反映在相互作用区域核心的几何和化学互补性的结合,最终影响结合稳定性。利用这种特殊的互补模式,我们最近开发了CIRNet,这是一种神经网络架构,能够识别蛋白质核心相互作用残基对,并通过重新缩放所提出的姿态来辅助对接算法。在这里,我们详细分析了CIRNet使用的几何和化学描述符,研究了其决策过程,以更深入地了解蛋白质-蛋白质结合的相互作用及其相互依赖性。具体来说,我们定量评估了(i)化学和物理特征在网络训练中的相对重要性以及(ii)它们在蛋白质界面上的相互作用。我们发现形状和疏水-亲水性互补性包含了对分类结果最具预测性的信息。单纯的静电互补性并不能达到很高的分类精度,但需要提高学习效率。最终,我们的研究结果表明,识别信息密度最高的特征可以增强我们对核心界面中驱动蛋白质相互作用机制的理解。
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引用次数: 0
期刊
European Biophysics Journal
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