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The effects of temperature on the dynamics of the biological neural network 温度对生物神经网络动力学的影响
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2022-01-21 DOI: 10.1007/s10867-021-09598-1
Mohammad B Jabbari, Mahdi Rezaei Karamati

The nerve cells are responsible for transmitting messages through the action potential, which generates electrical stimulation. One of the methods and tools of electrical stimulation is infrared neural stimulation (INS). Since the mechanism of INS is based on electromagnetic radiation, it explains how a neuron is stimulated by the heat distribution which is generated by the laser. The present study is focused on modeling and simulating the conditions in which deformed temperature related to the Hodgkin and Huxley model can be effectively and safely used to activate the neurons, the fires of which depend on temperature. The results explain ionic channels in the single and network neurons, which behave differently when thermal stimulation is applied to the cell. It causes the variation of the pattern of the action potential in the Hodgkin-Huxley (HH) model. The stability of the phase-plane at high temperatures has lower fluctuations than at low temperatures, so the channel gates open and close faster. The behavior of these channels under various membrane temperatures shows that the firing rate increases with temperature. Also, the domain of the spikes reduces and the spikes occur faster with increasing temperature.

神经细胞负责通过动作电位传递信息,从而产生电刺激。红外神经刺激(INS)是电刺激的方法和工具之一。由于INS的机制是基于电磁辐射,它解释了由激光产生的热分布是如何刺激神经元的。目前的研究重点是建模和模拟与霍奇金和赫胥黎模型相关的变形温度可以有效和安全地用于激活神经元的条件,其火焰依赖于温度。这些结果解释了单个神经元和网络神经元中的离子通道,当对细胞施加热刺激时,它们的行为不同。它引起了霍奇金-赫胥黎(HH)模型中动作电位模式的变化。相平面在高温下的稳定性波动比低温下小,因此通道栅极的开启和关闭速度更快。这些通道在不同膜温度下的行为表明,成烧速率随温度的升高而增加。随着温度的升高,峰的范围减小,峰的发生速度加快。
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引用次数: 1
Exploring the folding energy landscapes of heme proteins using a hybrid AWSEM-heme model 使用混合awsem -血红素模型探索血红素蛋白的折叠能量景观
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2022-01-09 DOI: 10.1007/s10867-021-09596-3
Xun Chen, Wei Lu, Min-Yeh Tsai, Shikai Jin, Peter G. Wolynes

Heme is an active center in many proteins. Here we explore computationally the role of heme in protein folding and protein structure. We model heme proteins using a hybrid model employing the AWSEM Hamiltonian, a coarse-grained forcefield for the protein chain along with AMBER, an all-atom forcefield for the heme. We carefully designed transferable force fields that model the interactions between the protein and the heme. The types of protein–ligand interactions in the hybrid model include thioester covalent bonds, coordinated covalent bonds, hydrogen bonds, and electrostatics. We explore the influence of different types of hemes (heme b and heme c) on folding and structure prediction. Including both types of heme improves the quality of protein structure predictions. The free energy landscape shows that both types of heme can act as nucleation sites for protein folding and stabilize the protein folded state. In binding the heme, coordinated covalent bonds and thioester covalent bonds for heme c drive the heme toward the native pocket. The electrostatics also facilitates the search for the binding site.

血红素是许多蛋白质的活性中心。在这里,我们通过计算探索血红素在蛋白质折叠和蛋白质结构中的作用。我们使用一种混合模型来模拟血红素蛋白,该模型采用了AWSEM哈密顿量,这是一种粗粒度的蛋白质链力场,而AMBER是血红素的全原子力场。我们精心设计了可转移力场来模拟蛋白质和血红素之间的相互作用。混合模型中蛋白质与配体相互作用的类型包括硫酯共价键、配位共价键、氢键和静电作用。我们探讨了不同类型的血红素(血红素b和血红素c)对折叠和结构预测的影响。包括这两种血红素可以提高蛋白质结构预测的质量。自由能图表明,这两种血红素都可以作为蛋白质折叠的成核位点,稳定蛋白质的折叠状态。在结合血红素时,血红素c的配位共价键和硫酯共价键将血红素推向天然口袋。静电也有助于寻找结合位点。
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引用次数: 2
Pushing the limits of luminescence thermometry: probing the temperature of proteins in cells 突破发光测温的极限:探测细胞中蛋白质的温度
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2022-01-07 DOI: 10.1007/s10867-021-09600-w
Glauco S. Maciel

Proteins are involved in numerous cellular activities such as transport and catalysis. Misfolding during biosynthesis and malfunctioning as a molecular machine may lead to physiological disorders and metabolic problems. Protein folding and mechanical work may be viewed as thermodynamic energetically favorable processes in which stochastic nonequilibrium intermediate states may be present with conditions such as thermal fluctuations. In my opinion, measuring those thermal fluctuations may be a way to access the energy exchange between the protein and the physiological environment and to better understand how those nonequilibrium states may influence the misfolding/folding process and the efficiency of the molecular engine cycle. Here, I discuss luminescence thermometry as a possible way to measure those temperature fluctuations from a single-molecule experimental perspective with its current technical limitations and challenges.

蛋白质参与许多细胞活动,如运输和催化。在生物合成过程中的错误折叠和作为分子机器的故障可能导致生理紊乱和代谢问题。蛋白质折叠和机械功可以看作是热力学上有利的过程,其中随机非平衡中间状态可能存在于热波动等条件下。在我看来,测量这些热波动可能是一种获取蛋白质和生理环境之间能量交换的方法,并且可以更好地理解这些非平衡状态如何影响错误折叠/折叠过程和分子引擎循环的效率。在这里,我讨论了发光测温作为一种可能的方法来测量这些温度波动从单分子实验的角度,其目前的技术局限性和挑战。
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引用次数: 3
The identifiability of gene regulatory networks: the role of observation data 基因调控网络的可识别性:观察数据的作用
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2022-01-06 DOI: 10.1007/s10867-021-09595-4
Xiao-Na Huang, Wen-Jia Shi, Zuo Zhou, Xue-Jun Zhang

Identifying gene regulatory networks (GRN) from observation data is significant to understand biological systems. Conventional studies focus on improving the performance of identification algorithms. However, besides algorithm performance, the GRN identification is strongly depended on the observation data. In this work, for three GRN S-system models, three observation data collection schemes are used to perform the identifiability test procedure. A modified genetic algorithm-particle swarm optimization algorithm is proposed to implement this task, including the multi-level mutation operation and velocity limitation strategy. The results show that, in scheme 1 (starting from a special initial condition), the GRN systems are of identifiability using the sufficient transient observation data. In scheme 2, the observation data are short of sufficient system dynamic. The GRN systems are not of identifiability even though the state trajectories can be reproduced. As a special case of scheme 2, i.e., the steady-state observation data, the equilibrium point analysis is given to explain why it is infeasible for GRN identification. In schemes 1 and 2, the observation data are obtained from zero-input GRN systems, which will evolve to the steady state at last. The sufficient transient observation data in scheme 1 can be obtained by changing the experimental conditions. Additionally, the valid observation data can be also obtained by means of adding impulse excitation signal into GRN systems (scheme 3). Consequently, the GRN systems are identifiable using scheme 3. Owing to its universality and simplicity, these results provide a guide for biologists to collect valid observation data for identifying GRNs and to further understand GRN dynamics.

从观测数据中识别基因调控网络(GRN)对认识生物系统具有重要意义。传统的研究集中在提高识别算法的性能上。然而,除了算法性能之外,GRN识别还强烈依赖于观测数据。本文针对3种GRN s系统模型,采用3种观测数据采集方案进行可识别性检验。提出了一种改进的遗传算法-粒子群优化算法来实现该任务,包括多级突变操作和速度限制策略。结果表明,在方案1中(从一个特殊初始条件出发),利用足够的瞬态观测数据,GRN系统具有可辨识性。在方案2中,观测数据缺乏足够的系统动态。虽然GRN系统的状态轨迹可以被复制,但它们是不可识别的。作为方案2的特例,即稳态观测数据,给出平衡点分析来解释为什么方案2不能用于GRN识别。在方案1和方案2中,观测数据来自于零输入GRN系统,最终将演化到稳态。方案1通过改变实验条件可以获得足够的瞬态观测数据。此外,通过在GRN系统中加入脉冲激励信号(方案3)也可以获得有效的观测数据,因此,采用方案3可以对GRN系统进行识别。由于其通用性和简单性,这些结果为生物学家收集有效的观测数据来识别GRN和进一步了解GRN动态提供了指导。
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引用次数: 0
Correction to: Predictive landscapes hidden beneath biological cellular automata 修正:隐藏在生物细胞自动机下的预测性景观
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2021-12-23 DOI: 10.1007/s10867-021-09597-2
Lars Koopmans, Hyun Youk
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引用次数: 0
Perspectives on the landscape and flux theory for describing emergent behaviors of the biological systems 描述生物系统涌现行为的景观和通量理论的观点
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2021-11-25 DOI: 10.1007/s10867-021-09586-5
Jin Wang

We give a review on the landscape theory of the equilibrium biological systems and landscape-flux theory of the nonequilibrium biological systems as the global driving force. The emergences of the behaviors, the associated thermodynamics in terms of the entropy and free energy and dynamics in terms of the rate and paths have been quantitatively demonstrated. The hierarchical organization structures have been discussed. The biological applications ranging from protein folding, biomolecular recognition, specificity, biomolecular evolution and design for equilibrium systems as well as cell cycle, differentiation and development, cancer, neural networks and brain function, and evolution for nonequilibrium systems, cross-scale studies of genome structural dynamics and experimental quantifications/verifications of the landscape and flux are illustrated. Together, this gives an overall global physical and quantitative picture in terms of the landscape and flux for the behaviors, dynamics and functions of biological systems.

本文综述了平衡型生物系统的景观理论和非平衡型生物系统的景观通量理论。行为的出现,相关的热力学在熵和自由能方面和动力学在速率和路径方面已经被定量地证明。讨论了分层组织结构。从蛋白质折叠、生物分子识别、特异性、生物分子进化和平衡系统的设计以及细胞周期、分化和发育、癌症、神经网络和脑功能、非平衡系统的进化、基因组结构动力学的跨尺度研究和景观和通量的实验量化/验证等生物学应用进行了阐述。总之,这给出了一个整体的全球物理和定量的图景,在景观和通量方面的行为,动态和生物系统的功能。
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引用次数: 2
Shape transformations of red blood cells in the capillary and their possible connections to oxygen transportation 毛细血管中红细胞的形状变化及其与氧气运输的可能联系
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2021-11-19 DOI: 10.1007/s10867-021-09594-5
Caiqun Wang, Jianfeng Li, Liutao Zhao, Ping Qian

In this work, a series of numerical simulations have been performed to obtain the steady shapes of red blood cells under a shear force field in the capillary. Two possible classes of steady shapes, the axisymmetric parachute and the non-axisymmetric parachute, are found. If we assume that oxygen diffusion across the red cell membrane is mediated by membrane curvature, it is found that the non-axisymmetric parachute will be more favorable due to its special shape which enables it to have a larger portion of membrane patch capable of releasing oxygen to tissues.

在这项工作中,进行了一系列的数值模拟,以获得毛细血管中红细胞在剪切力场下的稳定形状。找到了两类可能的稳定形状,即轴对称降落伞和非轴对称降落伞。如果我们假设氧气在红细胞膜上的扩散是由膜曲率介导的,则发现非轴对称降落伞由于其特殊的形状使其具有更大比例的能够向组织释放氧气的膜斑块而更有利。
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引用次数: 0
Energy landscapes and dynamics of ion translocation through membrane transporters: a meeting ground for physics, chemistry, and biology 通过膜转运体的能量景观和离子转运动力学:物理,化学和生物学的会议场地
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2021-11-18 DOI: 10.1007/s10867-021-09591-8
Sunil Nath

The dynamics of ion translocation through membrane transporters is visualized from a comprehensive point of view by a Gibbs energy landscape approach. The ΔG calculations have been performed with the Kirkwood–Tanford–Warshel (KTW) electrostatic theory that properly takes into account the self-energies of the ions. The Gibbs energy landscapes for translocation of a single charge and an ion pair are calculated, compared, and contrasted as a function of the order parameter, and the characteristics of the frustrated system with bistability for the ion pair are described and quantified in considerable detail. These calculations have been compared with experimental data on the ΔG of ion pairs in proteins. It is shown that, under suitable conditions, the adverse Gibbs energy barrier can be almost completely compensated by the sum of the electrostatic energy of the charge–charge interactions and the solvation energy of the ion pair. The maxima in ΔGKTW with interionic distance in the bound H+ – A charge pair on the enzyme is interpreted in thermodynamic and molecular mechanistic terms, and biological implications for molecular mechanisms of ATP synthesis are discussed. The timescale at which the order parameter moves between two stable states has been estimated by solving the dynamical equations of motion, and a wealth of novel insights into energy transduction during ATP synthesis by the membrane-bound FOF1-ATP synthase transporter is offered. In summary, a unifying analytical framework that integrates physics, chemistry, and biology has been developed for ion translocation by membrane transporters for the first time by means of a Gibbs energy landscape approach.

Graphical abstract

离子通过膜转运的动力学是可视化的,从一个全面的角度来看,吉布斯能量景观方法。ΔG计算是用Kirkwood-Tanford-Warshel (KTW)静电理论进行的,该理论适当地考虑了离子的自能。计算、比较和对比了单电荷和离子对易位的吉布斯能量图作为序参量的函数,并详细描述和量化了具有离子对双稳性的受挫系统的特征。这些计算已经与蛋白质中离子对ΔG的实验数据进行了比较。结果表明,在适当的条件下,电荷-电荷相互作用的静电能和离子对的溶剂化能几乎可以完全补偿不利的吉布斯能垒。从热力学和分子机制的角度解释了该酶上结合的H+ - A−电荷对的离子间距离在ΔGKTW中的最大值,并讨论了ATP合成分子机制的生物学意义。通过求解动力学运动方程,估计了序参量在两种稳定状态之间移动的时间尺度,并提供了关于膜结合的FOF1-ATP合酶转运体在ATP合成过程中能量转导的丰富新见解。总之,通过吉布斯能量景观方法,首次为膜转运体离子转运建立了一个集物理、化学和生物学于一体的统一分析框架。图形抽象
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引用次数: 8
Impact of Conformational Substates and Energy Landscapes on Understanding Hemoglobin Kinetics and Function 构象亚态和能量景观对理解血红蛋白动力学和功能的影响
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2021-11-11 DOI: 10.1007/s10867-021-09588-3
William A. Eaton

Hans Frauenfelder’s discovery of conformational substates in studies of myoglobin carbon monoxide geminate rebinding kinetics at cryogenic temperatures (Austin RH, Beeson KW, Eisenstein L, Frauenfelder H, & Gunsalus IC (1975) Dynamics of Ligand Binding to Myoglobin. Biochemistry 14(24):5355–5373) followed by his introduction of energy landscape theory with Peter Wolynes (Frauenfelder H, Sligar SG, & Wolynes PG (1991) The Energy Landscapes and Motions of Proteins. Science 254(5038):1598–1603) marked the beginning of a new era in the physics and physical chemistry of proteins. Their work played a major role in demonstrating the power and importance of dynamics and of Kramers reaction rate theory for understanding protein function. The biggest impact of energy landscape theory has been in the protein folding field, which is well-known and has been documented in numerous articles and reviews, including a recent one of my own (Eaton WA (2021) Modern Kinetics and Mechanism of Protein Folding: a Retrospective. J. Phys. Chem. B. 125(14):3452–3467). Here I will describe the much less well-known impact of their modern view of proteins on both experimental and theoretical studies of hemoglobin kinetics and function. I will first describe how Frauenfelder’s experiments motivated and influenced my own research on myoglobin, which were key ingredients to my work on understanding hemoglobin.

Hans Frauenfelder在研究低温下肌红蛋白一氧化碳双相重结合动力学中发现构象底态(Austin RH, Beeson KW, Eisenstein L, Frauenfelder H, &Gunsalus IC(1975)配体与肌红蛋白结合的动力学。生物化学14(24):5355-5373),随后与Peter Wolynes (Frauenfelder H, Sligar SG, &;Wolynes PG(1991)蛋白质的能量景观和运动。科学254(5038):1598-1603)标志着蛋白质物理和物理化学新时代的开始。他们的工作在证明动力学和克莱默反应速率理论对理解蛋白质功能的力量和重要性方面发挥了重要作用。能量景观理论的最大影响一直在蛋白质折叠领域,这是众所周知的,并已被记录在许多文章和评论中,包括我自己最近的一篇(Eaton WA(2021))蛋白质折叠的现代动力学和机制:回顾。期刊。化学。125(14): 3452 - 3467)。在这里,我将描述他们的现代蛋白质观对血红蛋白动力学和功能的实验和理论研究的鲜为人知的影响。我将首先描述弗劳恩费尔德的实验如何激发和影响了我自己对肌红蛋白的研究,这是我理解血红蛋白工作的关键成分。
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引用次数: 3
Learning the local landscape of protein structures with convolutional neural networks 用卷积神经网络学习蛋白质结构的局部景观
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2021-11-09 DOI: 10.1007/s10867-021-09593-6
Anastasiya V. Kulikova, Daniel J. Diaz, James M. Loy, Andrew D. Ellington, Claus O. Wilke

One fundamental problem of protein biochemistry is to predict protein structure from amino acid sequence. The inverse problem, predicting either entire sequences or individual mutations that are consistent with a given protein structure, has received much less attention even though it has important applications in both protein engineering and evolutionary biology. Here, we ask whether 3D convolutional neural networks (3D CNNs) can learn the local fitness landscape of protein structure to reliably predict either the wild-type amino acid or the consensus in a multiple sequence alignment from the local structural context surrounding site of interest. We find that the network can predict wild type with good accuracy, and that network confidence is a reliable measure of whether a given prediction is likely going to be correct or not. Predictions of consensus are less accurate and are primarily driven by whether or not the consensus matches the wild type. Our work suggests that high-confidence mis-predictions of the wild type may identify sites that are primed for mutation and likely targets for protein engineering.

从氨基酸序列预测蛋白质结构是蛋白质生物化学的一个基本问题。相反的问题,即预测与给定蛋白质结构一致的整个序列或个体突变,尽管在蛋白质工程和进化生物学中都有重要的应用,但却很少受到关注。在这里,我们询问3D卷积神经网络(3D cnn)是否可以学习蛋白质结构的局部适应度景观,从而可靠地预测野生型氨基酸或从感兴趣位点周围的局部结构背景中对多序列比对的共识。我们发现网络可以很准确地预测野生型,网络置信度是一个可靠的衡量给定的预测是否可能是正确的。共识的预测不太准确,主要是由共识是否与野性类型相匹配驱动的。我们的工作表明,对野生型的高可信度错误预测可能会识别出突变的起始位点和蛋白质工程的可能靶标。
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引用次数: 5
期刊
Journal of Biological Physics
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