首页 > 最新文献

Journal of Biological Physics最新文献

英文 中文
High order sliding mode control for restoration of a population of predators in a Lotka-Volterra system Lotka-Volterra系统中捕食者种群恢复的高阶滑模控制。
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-10-06 DOI: 10.1007/s10867-023-09643-1
Jesica A. Escobar, Ana Gabriela Gallardo-Hernandez, Marcos Angel Gonzalez-Olvera, Cristina Revilla-Monsalve, Debbie Hernandez, Ron Leder

Human-induced extinction and rapid ecological changes require the development of techniques that can help avoid extinction of endangered species. The most used strategy to avoid extinction is reintroduction of the endangered species, but only 31% of these attempts are successful and they require up to 15 years for their results to be evaluated. In this research, we propose a novel strategy that improves the chances of survival of endangered predators, like lynx, by controlling only the availability of prey. To simulate the prey-predator relationship we used a Lotka-Volterra model to analyze the effects of varying prey availability on the size of the predator population. We calculate the number of prey necessary to support the predator population using a high-order sliding mode control (HOSMC) that maintains the predator population at the desired level. In the wild, nature introduces significant and complex uncertainties that affect species’ survival. This complexity suggests that HOSMC is a good choice of controller because it is robust to variability and does not require prior knowledge of system parameters. These parameters can also be time varying. The output measurement required by the HOSMC is the number of predators. It can be obtained using continuous monitoring of environmental DNA that measures the number of lynxes and prey in a specific geographic area. The controller efficiency in the presence of these parametric uncertainties was demonstrated with a numerical simulation, where random perturbations were forced in all four model parameters at each simulation step, and the controller provides the specific prey input that will maintain the predator population. The simulation demonstrates how HOSMC can increase and maintain an endangered population (lynx) in just 21–26 months by regulating the food supply (hares), with an acceptable maximal steady-state error of 3%.

人类引起的灭绝和快速的生态变化需要开发有助于避免濒危物种灭绝的技术。避免灭绝最常用的策略是重新引入濒危物种,但只有31%的尝试是成功的,需要长达15年的时间才能评估结果。在这项研究中,我们提出了一种新的策略,通过只控制猎物的可用性来提高像山猫这样的濒危捕食者的生存机会。为了模拟捕食者与捕食者的关系,我们使用Lotka-Volterra模型来分析不同猎物可用性对捕食者种群规模的影响。我们使用高阶滑模控制(HOSMC)来计算支持捕食者种群所需的猎物数量,该控制将捕食者种群保持在所需水平。在野外,大自然带来了影响物种生存的重大而复杂的不确定性。这种复杂性表明HOSMC是一个很好的控制器选择,因为它对可变性是鲁棒的,并且不需要系统参数的先验知识。这些参数也可以是随时间变化的。HOSMC所要求的输出测量是捕食者的数量。它可以通过对环境DNA的持续监测来获得,该监测可以测量特定地理区域内山猫和猎物的数量。在存在这些参数不确定性的情况下,控制器的效率通过数值模拟得到了证明,其中在每个模拟步骤,所有四个模型参数都受到随机扰动,控制器提供特定的猎物输入,以维持捕食者种群。该模拟展示了HOSMC如何通过调节食物供应(野兔)在21-26个月内增加和维持濒危种群(山猫),可接受的最大稳态误差为3%。
{"title":"High order sliding mode control for restoration of a population of predators in a Lotka-Volterra system","authors":"Jesica A. Escobar,&nbsp;Ana Gabriela Gallardo-Hernandez,&nbsp;Marcos Angel Gonzalez-Olvera,&nbsp;Cristina Revilla-Monsalve,&nbsp;Debbie Hernandez,&nbsp;Ron Leder","doi":"10.1007/s10867-023-09643-1","DOIUrl":"10.1007/s10867-023-09643-1","url":null,"abstract":"<div><p>Human-induced extinction and rapid ecological changes require the development of techniques that can help avoid extinction of endangered species. The most used strategy to avoid extinction is reintroduction of the endangered species, but only 31% of these attempts are successful and they require up to 15 years for their results to be evaluated. In this research, we propose a novel strategy that improves the chances of survival of endangered predators, like lynx, by controlling only the availability of prey. To simulate the prey-predator relationship we used a Lotka-Volterra model to analyze the effects of varying prey availability on the size of the predator population. We calculate the number of prey necessary to support the predator population using a high-order sliding mode control (HOSMC) that maintains the predator population at the desired level. In the wild, nature introduces significant and complex uncertainties that affect species’ survival. This complexity suggests that HOSMC is a good choice of controller because it is robust to variability and does not require prior knowledge of system parameters. These parameters can also be time varying. The output measurement required by the HOSMC is the number of predators. It can be obtained using continuous monitoring of environmental DNA that measures the number of lynxes and prey in a specific geographic area. The controller efficiency in the presence of these parametric uncertainties was demonstrated with a numerical simulation, where random perturbations were forced in all four model parameters at each simulation step, and the controller provides the specific prey input that will maintain the predator population. The simulation demonstrates how HOSMC can increase and maintain an endangered population (lynx) in just 21–26 months by regulating the food supply (hares), with an acceptable maximal steady-state error of 3%.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 4","pages":"509 - 520"},"PeriodicalIF":1.8,"publicationDate":"2023-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10867-023-09643-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41100996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of noise on the instability of spiral waves in stochastic 2D mathematical models of human atrial fibrillation 噪声对人类心房颤动随机二维数学模型中螺旋波不稳定性的影响。
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-10-04 DOI: 10.1007/s10867-023-09644-0
Euijun Song

Sustained spiral waves, also known as rotors, are pivotal mechanisms in persistent atrial fibrillation (AF). Stochasticity is inevitable in nonlinear biological systems such as the heart; however, it is unclear how noise affects the instability of spiral waves in human AF. This study presents a stochastic two-dimensional mathematical model of human AF and explores how Gaussian white noise affects the instability of spiral waves. In homogeneous tissue models, Gaussian white noise may lead to spiral-wave meandering and wavefront break-up. As the noise intensity increases, the spatial dispersion of phase singularity (PS) points increases. This finding indicates the potential AF-protective effects of cardiac system stochasticity by destabilizing the rotors. By contrast, Gaussian white noise is unlikely to affect the spiral-wave instability in the presence of localized scar or fibrosis regions. The PS points are located at the boundary or inside the scar/fibrosis regions. Localized scar or fibrosis may play a pivotal role in stabilizing spiral waves regardless of the presence of noise. This study suggests that fibrosis and scars are essential for stabilizing the rotors in stochastic mathematical models of AF. Further patient-derived realistic modeling studies are required to confirm the role of scar/fibrosis in AF pathophysiology.

持续的螺旋波,也称为转子,是持续性心房颤动(AF)的关键机制。在心脏等非线性生物系统中,自律是不可避免的;然而,目前尚不清楚噪声如何影响人类AF中螺旋波的不稳定性。本研究提出了人类AF的随机二维数学模型,并探讨了高斯白噪声如何影响螺旋波的稳定性。在均匀组织模型中,高斯白噪声可能导致螺旋波弯曲和波前破裂。随着噪声强度的增加,相位奇异点的空间色散增加。这一发现表明,通过使转子失稳,心脏系统随机性具有潜在的AF保护作用。相比之下,在存在局部瘢痕或纤维化区域的情况下,高斯白噪声不太可能影响螺旋波的不稳定性。PS点位于瘢痕/纤维化区域的边界或内部。无论是否存在噪声,局部瘢痕或纤维化都可能在稳定螺旋波方面发挥关键作用。这项研究表明,在房颤的随机数学模型中,纤维化和瘢痕对于稳定转子至关重要。需要进一步的患者衍生的现实建模研究来证实瘢痕/纤维化在房颤病理生理学中的作用。
{"title":"Impact of noise on the instability of spiral waves in stochastic 2D mathematical models of human atrial fibrillation","authors":"Euijun Song","doi":"10.1007/s10867-023-09644-0","DOIUrl":"10.1007/s10867-023-09644-0","url":null,"abstract":"<div><p>Sustained spiral waves, also known as rotors, are pivotal mechanisms in persistent atrial fibrillation (AF). Stochasticity is inevitable in nonlinear biological systems such as the heart; however, it is unclear how noise affects the instability of spiral waves in human AF. This study presents a stochastic two-dimensional mathematical model of human AF and explores how Gaussian white noise affects the instability of spiral waves. In homogeneous tissue models, Gaussian white noise may lead to spiral-wave meandering and wavefront break-up. As the noise intensity increases, the spatial dispersion of phase singularity (PS) points increases. This finding indicates the potential AF-protective effects of cardiac system stochasticity by destabilizing the rotors. By contrast, Gaussian white noise is unlikely to affect the spiral-wave instability in the presence of localized scar or fibrosis regions. The PS points are located at the boundary or inside the scar/fibrosis regions. Localized scar or fibrosis may play a pivotal role in stabilizing spiral waves regardless of the presence of noise. This study suggests that fibrosis and scars are essential for stabilizing the rotors in stochastic mathematical models of AF. Further patient-derived realistic modeling studies are required to confirm the role of scar/fibrosis in AF pathophysiology.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 4","pages":"521 - 533"},"PeriodicalIF":1.8,"publicationDate":"2023-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41105024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synchronization in STDP-driven memristive neural networks with time-varying topology 时变拓扑stdp驱动记忆神经网络的同步。
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-09-01 DOI: 10.1007/s10867-023-09642-2
Marius E. Yamakou, Mathieu Desroches, Serafim Rodrigues

Synchronization is a widespread phenomenon in the brain. Despite numerous studies, the specific parameter configurations of the synaptic network structure and learning rules needed to achieve robust and enduring synchronization in neurons driven by spike-timing-dependent plasticity (STDP) and temporal networks subject to homeostatic structural plasticity (HSP) rules remain unclear. Here, we bridge this gap by determining the configurations required to achieve high and stable degrees of complete synchronization (CS) and phase synchronization (PS) in time-varying small-world and random neural networks driven by STDP and HSP. In particular, we found that decreasing P (which enhances the strengthening effect of STDP on the average synaptic weight) and increasing F (which speeds up the swapping rate of synapses between neurons) always lead to higher and more stable degrees of CS and PS in small-world and random networks, provided that the network parameters such as the synaptic time delay (tau _c), the average degree (langle k rangle), and the rewiring probability (beta) have some appropriate values. When (tau _c), (langle k rangle), and (beta) are not fixed at these appropriate values, the degree and stability of CS and PS may increase or decrease when F increases, depending on the network topology. It is also found that the time delay (tau _c) can induce intermittent CS and PS whose occurrence is independent F. Our results could have applications in designing neuromorphic circuits for optimal information processing and transmission via synchronization phenomena.

同步是大脑中普遍存在的现象。尽管有大量的研究,但在由spike- time -dependent plasticity (STDP)和受稳态结构可塑性(HSP)规则驱动的时间网络驱动的神经元中,实现稳健和持久同步所需的突触网络结构的具体参数配置和学习规则仍不清楚。在这里,我们通过确定在由STDP和HSP驱动的时变小世界随机神经网络中实现高且稳定程度的完全同步(CS)和相位同步(PS)所需的配置来弥补这一差距。我们特别发现,在小世界和随机网络中,减小P(增强STDP对平均突触权值的强化作用)和增大F(加快神经元间突触交换速率),在突触延时[公式:见文]、平均度[公式:见文]、重布线概率[公式:]等网络参数的条件下,总能获得更高且更稳定的CS和PS度。有一些合适的值。当[公式:见文]、[公式:见文]、[公式:见文]不固定在这些适当的值时,CS和PS的程度和稳定性会随着F的增大而增大或减小,这取决于网络拓扑结构。我们还发现,时间延迟[公式:见文]可以诱导间歇性的CS和PS,它们的发生是独立的F.我们的研究结果可以应用于设计神经形态电路,通过同步现象实现最优的信息处理和传输。
{"title":"Synchronization in STDP-driven memristive neural networks with time-varying topology","authors":"Marius E. Yamakou,&nbsp;Mathieu Desroches,&nbsp;Serafim Rodrigues","doi":"10.1007/s10867-023-09642-2","DOIUrl":"10.1007/s10867-023-09642-2","url":null,"abstract":"<div><p>Synchronization is a widespread phenomenon in the brain. Despite numerous studies, the specific parameter configurations of the synaptic network structure and learning rules needed to achieve robust and enduring synchronization in neurons driven by spike-timing-dependent plasticity (STDP) and temporal networks subject to homeostatic structural plasticity (HSP) rules remain unclear. Here, we bridge this gap by determining the configurations required to achieve high and stable degrees of complete synchronization (CS) and phase synchronization (PS) in time-varying small-world and random neural networks driven by STDP and HSP. In particular, we found that decreasing <i>P</i> (which enhances the strengthening effect of STDP on the average synaptic weight) and increasing <i>F</i> (which speeds up the swapping rate of synapses between neurons) always lead to higher and more stable degrees of CS and PS in small-world and random networks, provided that the network parameters such as the synaptic time delay <span>(tau _c)</span>, the average degree <span>(langle k rangle)</span>, and the rewiring probability <span>(beta)</span> have some appropriate values. When <span>(tau _c)</span>, <span>(langle k rangle)</span>, and <span>(beta)</span> are not fixed at these appropriate values, the degree and stability of CS and PS may increase or decrease when <i>F</i> increases, depending on the network topology. It is also found that the time delay <span>(tau _c)</span> can induce intermittent CS and PS whose occurrence is independent <i>F</i>. Our results could have applications in designing neuromorphic circuits for optimal information processing and transmission via synchronization phenomena.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 4","pages":"483 - 507"},"PeriodicalIF":1.8,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10867-023-09642-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10130496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Suppression of beta oscillations by delayed feedback in a cortex-basal ganglia-thalamus-pedunculopontine nucleus neural loop model 在皮质-基底神经节-丘脑-桥脚核神经环模型中延迟反馈抑制β振荡。
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-08-12 DOI: 10.1007/s10867-023-09641-3
Yuqin Sun, Jiali Lü, Ye Zhou, Yingpeng Liu, Yuan Chai

Excessive neural synchronization of neural populations in the beta (β) frequency range (12–35 Hz) is intimately related to the symptoms of hypokinesia in Parkinson’s disease (PD). Studies have shown that delayed feedback stimulation strategies can interrupt excessive neural synchronization and effectively alleviate symptoms associated with PD dyskinesia. Work on optimizing delayed feedback algorithms continues to progress, yet it remains challenging to further improve the inhibitory effect with reduced energy expenditure. Therefore, we first established a neural mass model of the cortex-basal ganglia-thalamus-pedunculopontine nucleus (CBGTh-PPN) closed-loop system, which can reflect the internal properties of cortical and basal ganglia neurons and their intrinsic connections with thalamic and pedunculopontine nucleus neurons. Second, the inhibitory effects of three delayed feedback schemes based on the external globus pallidum (GPe) on β oscillations were investigated separately and compared with those based on the subthalamic nucleus (STN) only. Our results show that all four delayed feedback schemes achieve effective suppression of pathological β oscillations when using the linear delayed feedback algorithm. The comparison revealed that the three GPe-based delayed feedback stimulation strategies were able to have a greater range of oscillation suppression with reduced energy consumption, thus improving control performance effectively, suggesting that they may be more effective for the relief of Parkinson’s motor symptoms in practical applications.

β (β)频率范围内(12-35 Hz)神经群的过度神经同步与帕金森病(PD)运动障碍症状密切相关。研究表明,延迟反馈刺激策略可以中断过度的神经同步,有效缓解PD运动障碍相关症状。优化延迟反馈算法的工作不断取得进展,但在降低能量消耗的情况下进一步提高抑制效果仍然具有挑战性。因此,我们首先建立了皮质-基底神经节-丘脑-桥脚核(CBGTh-PPN)闭环系统的神经质量模型,该模型能够反映皮质和基底神经节神经元的内部特性及其与丘脑和桥脚核神经元的内在联系。其次,分别研究了基于外白球(GPe)的三种延迟反馈方案对β振荡的抑制作用,并与仅基于丘脑下核(STN)的延迟反馈方案进行了比较。我们的研究结果表明,当使用线性延迟反馈算法时,所有四种延迟反馈方案都能有效地抑制病态β振荡。对比发现,三种基于gpe的延迟反馈刺激策略在降低能量消耗的情况下,能够有更大的振荡抑制范围,从而有效地改善控制性能,提示在实际应用中可能更有效地缓解帕金森运动症状。
{"title":"Suppression of beta oscillations by delayed feedback in a cortex-basal ganglia-thalamus-pedunculopontine nucleus neural loop model","authors":"Yuqin Sun,&nbsp;Jiali Lü,&nbsp;Ye Zhou,&nbsp;Yingpeng Liu,&nbsp;Yuan Chai","doi":"10.1007/s10867-023-09641-3","DOIUrl":"10.1007/s10867-023-09641-3","url":null,"abstract":"<div><p>Excessive neural synchronization of neural populations in the beta (<i>β</i>) frequency range (12–35 Hz) is intimately related to the symptoms of hypokinesia in Parkinson’s disease (PD). Studies have shown that delayed feedback stimulation strategies can interrupt excessive neural synchronization and effectively alleviate symptoms associated with PD dyskinesia. Work on optimizing delayed feedback algorithms continues to progress, yet it remains challenging to further improve the inhibitory effect with reduced energy expenditure. Therefore, we first established a neural mass model of the cortex-basal ganglia-thalamus-pedunculopontine nucleus (CBGTh-PPN) closed-loop system, which can reflect the internal properties of cortical and basal ganglia neurons and their intrinsic connections with thalamic and pedunculopontine nucleus neurons. Second, the inhibitory effects of three delayed feedback schemes based on the external globus pallidum (GPe) on <i>β</i> oscillations were investigated separately and compared with those based on the subthalamic nucleus (STN) only. Our results show that all four delayed feedback schemes achieve effective suppression of pathological <i>β</i> oscillations when using the linear delayed feedback algorithm. The comparison revealed that the three GPe-based delayed feedback stimulation strategies were able to have a greater range of oscillation suppression with reduced energy consumption, thus improving control performance effectively, suggesting that they may be more effective for the relief of Parkinson’s motor symptoms in practical applications.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 4","pages":"463 - 482"},"PeriodicalIF":1.8,"publicationDate":"2023-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10035827","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermal transport across membranes and the Kapitza length from photothermal microscopy 光热显微镜下膜间的热传递和Kapitza长度
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-07-21 DOI: 10.1007/s10867-023-09636-0
Panagis D. Samolis, Michelle Y. Sander, Mi K. Hong, Shyamsunder Erramilli, Onuttom Narayan

An analytical model is presented for light scattering associated with heat transport near a cell membrane that divides a complex system into two topologically distinct half-spaces. Our analysis is motivated by experiments on vibrational photothermal microscopy which have not only demonstrated remarkably high contrast and resolution, but also are capable of providing label-free local information of heat transport in complex morphologies. In the first Born approximation, the derived Green’s function leads to the reconstruction of a full 3D image with photothermal contrast obtained using both amplitude and phase detection of periodic excitations. We show that important fundamental parameters including the Kapitza length and Kapitza resistance can be derived from experiments. Our goal is to spur additional experimental studies with high-frequency modulation and heterodyne detection in order to make contact with recent theoretical molecular dynamics calculations of thermal transport properties in membrane systems.

提出了一个解析模型,用于光散射与热传输附近的细胞膜,将一个复杂的系统分为两个拓扑不同的半空间。我们的分析是由振动光热显微镜实验激发的,振动光热显微镜不仅显示出非常高的对比度和分辨率,而且能够提供复杂形态下热传输的无标记局部信息。在第一个Born近似中,推导出的Green函数可以通过周期性激励的幅度和相位检测来重建具有光热对比度的完整3D图像。我们证明了包括Kapitza长度和Kapitza阻力在内的重要基本参数可以从实验中得到。我们的目标是促进高频调制和外差检测的额外实验研究,以便与最近膜系统中热输运性质的理论分子动力学计算联系起来。
{"title":"Thermal transport across membranes and the Kapitza length from photothermal microscopy","authors":"Panagis D. Samolis,&nbsp;Michelle Y. Sander,&nbsp;Mi K. Hong,&nbsp;Shyamsunder Erramilli,&nbsp;Onuttom Narayan","doi":"10.1007/s10867-023-09636-0","DOIUrl":"10.1007/s10867-023-09636-0","url":null,"abstract":"<div><p>An analytical model is presented for light scattering associated with heat transport near a cell membrane that divides a complex system into two topologically distinct half-spaces. Our analysis is motivated by experiments on vibrational photothermal microscopy which have not only demonstrated remarkably high contrast and resolution, but also are capable of providing label-free local information of heat transport in complex morphologies. In the first Born approximation, the derived Green’s function leads to the reconstruction of a full 3D image with photothermal contrast obtained using both amplitude and phase detection of periodic excitations. We show that important fundamental parameters including the Kapitza length and Kapitza resistance can be derived from experiments. Our goal is to spur additional experimental studies with high-frequency modulation and heterodyne detection in order to make contact with recent theoretical molecular dynamics calculations of thermal transport properties in membrane systems.\u0000</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 3","pages":"365 - 381"},"PeriodicalIF":1.8,"publicationDate":"2023-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10867-023-09636-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4822524","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identifying key factors in cell fate decisions by machine learning interpretable strategies 通过机器学习可解释策略识别细胞命运决策中的关键因素。
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-07-17 DOI: 10.1007/s10867-023-09640-4
Xinyu He, Ruoyu Tang, Jie Lou, Ruiqi Wang

Cell fate decisions and transitions are common in almost all developmental processes. Therefore, it is important to identify the decision-making mechanisms and important individual molecules behind the fate decision processes. In this paper, we propose an interpretable strategy based on systematic perturbation, unsupervised hierarchical cluster analysis (HCA), machine learning (ML), and Shapley additive explanation (SHAP) analysis for inferring the contribution and importance of individual molecules in cell fate decision and transition processes. In order to verify feasibility of the approach, we apply it to the core epithelial to mesenchymal transition (EMT)-metastasis network. The key factors identified in EMT-metastasis are consistent with relevant experimental observations. The approach presented here can be applied to other biological networks to identify important factors related to cell fate decisions and transitions.

细胞命运的决定和转变在几乎所有的发育过程中都是常见的。因此,确定命运决策过程背后的决策机制和重要的个体分子是很重要的。在本文中,我们提出了一种基于系统扰动、无监督分层聚类分析(HCA)、机器学习(ML)和Shapley加性解释(SHAP)分析的可解释策略,用于推断单个分子在细胞命运决定和转变过程中的贡献和重要性。为了验证该方法的可行性,我们将其应用于核心上皮到间充质转化(EMT)转移网络。确定的emt转移的关键因素与相关实验观察结果一致。本文提出的方法可以应用于其他生物网络,以识别与细胞命运决定和转变相关的重要因素。
{"title":"Identifying key factors in cell fate decisions by machine learning interpretable strategies","authors":"Xinyu He,&nbsp;Ruoyu Tang,&nbsp;Jie Lou,&nbsp;Ruiqi Wang","doi":"10.1007/s10867-023-09640-4","DOIUrl":"10.1007/s10867-023-09640-4","url":null,"abstract":"<div><p>Cell fate decisions and transitions are common in almost all developmental processes. Therefore, it is important to identify the decision-making mechanisms and important individual molecules behind the fate decision processes. In this paper, we propose an interpretable strategy based on systematic perturbation, unsupervised hierarchical cluster analysis (HCA), machine learning (ML), and Shapley additive explanation (SHAP) analysis for inferring the contribution and importance of individual molecules in cell fate decision and transition processes. In order to verify feasibility of the approach, we apply it to the core epithelial to mesenchymal transition (EMT)-metastasis network. The key factors identified in EMT-metastasis are consistent with relevant experimental observations. The approach presented here can be applied to other biological networks to identify important factors related to cell fate decisions and transitions.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 4","pages":"443 - 462"},"PeriodicalIF":1.8,"publicationDate":"2023-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10203450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical simulation of calcium dynamics dependent ATP degradation, IP3 and NADH production due to obesity in a hepatocyte cell 肝细胞肥胖引起的钙动力学依赖性ATP降解、IP3和NADH产生的数值模拟。
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-07-06 DOI: 10.1007/s10867-023-09639-x
Vedika Mishra, Neeru Adlakha

Calcium (Ca({}^{2+})) signals have a crucial role in regulating various processes of almost every cell to maintain its structure and function. Calcium dynamics has been studied in various cells including hepatocytes by many researchers, but the mechanisms of calcium signals involved in regulation and dysregulation of various processes like ATP degradation rate, IP(_{3}) and NADH production rate respectively in normal and obese cells are still poorly understood. In this paper, a reaction diffusion equation of calcium is employed to propose a model of calcium dynamics by coupling ATP degradation rate, IP(_{3}) and NADH production rate in hepatocyte cells under normal and obese conditions. The processes like source influx, buffer, endoplasmic reticulum (ER), mitochondrial calcium uniporters (MCU) and Na(^{+})/Ca(^{2+}) exchanger (NCX) have been incorporated in the model. Linear finite element method is used along spatial dimension, and Crank-Nicolson method is used along temporal dimension for numerical simulation. The results have been obtained for the normal hepatocyte cells and for cells due to obesity. The comparative study of these results reveal significant difference caused due to obesity in Ca(^{2+}) dynamics as well as in ATP degradation rate, IP(_{3}) and NADH production rate.

钙(Ca[公式:见文本])信号在调节几乎每个细胞的各种过程以维持其结构和功能方面起着至关重要的作用。许多研究者对包括肝细胞在内的多种细胞中的钙动力学进行了研究,但钙信号在正常细胞和肥胖细胞中分别参与ATP降解率、IP[公式:见文本]和NADH生成率等多种过程的调节和失调的机制尚不清楚。本文利用钙的反应扩散方程,提出了正常和肥胖条件下肝细胞ATP降解率、IP[公式:见文]和NADH生成率耦合的钙动力学模型。源内流、缓冲液、内质网(ER)、线粒体钙单转运蛋白(MCU)和Na[公式:见文]/Ca[公式:见文]交换(NCX)等过程已纳入模型。沿空间维度采用线性有限元法,沿时间维度采用Crank-Nicolson法进行数值模拟。对正常肝细胞和肥胖引起的肝细胞均获得了上述结果。这些结果的对比研究表明,肥胖在Ca[公式:见文]动力学以及ATP降解率、IP[公式:见文]和NADH生成率方面造成了显著差异。
{"title":"Numerical simulation of calcium dynamics dependent ATP degradation, IP3 and NADH production due to obesity in a hepatocyte cell","authors":"Vedika Mishra,&nbsp;Neeru Adlakha","doi":"10.1007/s10867-023-09639-x","DOIUrl":"10.1007/s10867-023-09639-x","url":null,"abstract":"<div><p>Calcium (Ca<span>({}^{2+})</span>) signals have a crucial role in regulating various processes of almost every cell to maintain its structure and function. Calcium dynamics has been studied in various cells including hepatocytes by many researchers, but the mechanisms of calcium signals involved in regulation and dysregulation of various processes like ATP degradation rate, IP<span>(_{3})</span> and NADH production rate respectively in normal and obese cells are still poorly understood. In this paper, a reaction diffusion equation of calcium is employed to propose a model of calcium dynamics by coupling ATP degradation rate, IP<span>(_{3})</span> and NADH production rate in hepatocyte cells under normal and obese conditions. The processes like source influx, buffer, endoplasmic reticulum (ER), mitochondrial calcium uniporters (MCU) and Na<span>(^{+})</span>/Ca<span>(^{2+})</span> exchanger (NCX) have been incorporated in the model. Linear finite element method is used along spatial dimension, and Crank-Nicolson method is used along temporal dimension for numerical simulation. The results have been obtained for the normal hepatocyte cells and for cells due to obesity. The comparative study of these results reveal significant difference caused due to obesity in Ca<span>(^{2+})</span> dynamics as well as in ATP degradation rate, IP<span>(_{3})</span> and NADH production rate.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 4","pages":"415 - 442"},"PeriodicalIF":1.8,"publicationDate":"2023-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10114912","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Analysis of SARS-CoV-2 interactions with the Vero cell lines by scanning electron microscopy 扫描电镜分析SARS-CoV-2与Vero细胞系的相互作用
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-06-30 DOI: 10.1007/s10867-023-09638-y
Zuzana Malá, Marek Vojta, Jan Loskot, Radek Sleha, Bruno Ježek, Josef Zelenka

In this study, scanning electron microscopy (SEM) was used to study the cell structure of SARS-CoV-2 infected cells. Our measurements revealed infection remodeling caused by infection, including the emergence of new specialized areas where viral morphogenesis occurs at the cell membrane. Intercellular extensions for viral cell surfing have also been observed. Our results expand knowledge of SARS-CoV-2 interactions with cells, its spread from cell to cell, and their size distribution. Our findings suggest that SEM is a useful microscopic method for intracellular ultrastructure analysis of cells exhibiting specific surface modifications that could also be applied to studying other important biological processes.

本研究采用扫描电子显微镜(SEM)研究了SARS-CoV-2感染细胞的细胞结构。我们的测量揭示了感染引起的感染重塑,包括在细胞膜上发生病毒形态发生的新的专门区域的出现。还观察到病毒细胞冲浪的细胞间扩展。我们的研究结果扩大了对SARS-CoV-2与细胞相互作用、细胞间传播以及细胞大小分布的认识。我们的研究结果表明,扫描电镜是一种有用的显微镜方法,可以分析细胞内的超微结构,显示出特定的表面修饰,也可以应用于研究其他重要的生物过程。
{"title":"Analysis of SARS-CoV-2 interactions with the Vero cell lines by scanning electron microscopy","authors":"Zuzana Malá,&nbsp;Marek Vojta,&nbsp;Jan Loskot,&nbsp;Radek Sleha,&nbsp;Bruno Ježek,&nbsp;Josef Zelenka","doi":"10.1007/s10867-023-09638-y","DOIUrl":"10.1007/s10867-023-09638-y","url":null,"abstract":"<div><p>In this study, scanning electron microscopy (SEM) was used to study the cell structure of SARS-CoV-2 infected cells. Our measurements revealed infection remodeling caused by infection, including the emergence of new specialized areas where viral morphogenesis occurs at the cell membrane. Intercellular extensions for viral cell surfing have also been observed. Our results expand knowledge of SARS-CoV-2 interactions with cells, its spread from cell to cell, and their size distribution. Our findings suggest that SEM is a useful microscopic method for intracellular ultrastructure analysis of cells exhibiting specific surface modifications that could also be applied to studying other important biological processes.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 3","pages":"383 - 392"},"PeriodicalIF":1.8,"publicationDate":"2023-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10867-023-09638-y.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"5154716","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction to: In‑phase and anti‑phase bursting dynamics and synchronisation scenario in neural network by varying coupling phase 修正:改变耦合相位的神经网络的同相和反相爆破动力学和同步场景
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-06-14 DOI: 10.1007/s10867-023-09637-z
Thazhathethil Remi, Pallimanhiyil Abdulraheem Subha
{"title":"Correction to: In‑phase and anti‑phase bursting dynamics and synchronisation scenario in neural network by varying coupling phase","authors":"Thazhathethil Remi,&nbsp;Pallimanhiyil Abdulraheem Subha","doi":"10.1007/s10867-023-09637-z","DOIUrl":"10.1007/s10867-023-09637-z","url":null,"abstract":"","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 3","pages":"363 - 363"},"PeriodicalIF":1.8,"publicationDate":"2023-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10867-023-09637-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4578036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
In-phase and anti-phase bursting dynamics and synchronisation scenario in neural network by varying coupling phase 不同耦合相位下神经网络的同相和反相爆破动力学及同步场景
IF 1.8 4区 生物学 Q3 Physics and Astronomy Pub Date : 2023-05-17 DOI: 10.1007/s10867-023-09635-1
Thazhathethil Remi, Pallimanhiyil Abdulraheem Subha

We have analysed the synchronisation scenario and the rich spatiotemporal patterns in the network of Hindmarsh-Rose neurons under the influence of self, mixed and cross coupling of state variables which are realised by varying coupling phase. We have introduced a coupling matrix in the model to vary coupling phase. The excitatory and inhibitory couplings in the membrane potential induce in-phase and anti-phase bursting dynamics, respectively, in the two coupled system. When the off-diagonal elements of the matrix are zero, the system shows self coupling of the three variables, which helps to attain synchrony. The off-diagonal elements give cross interactions between the variables, which reduces synchrony. The stability of the synchrony attained is analysed using Lyapunov function approach. In our study, we found that self coupling in three variables is sufficient to induce chimera states in non-local coupling. The strength of incoherence and discontinuity measure validates the existence of chimera and multichimera states. The inhibitor self coupling in local interaction induces interesting patterns like Mixed Oscillatory State and clusters. The results may help in understanding the spatiotemporal communications of the brain, within the limitations of the size of the network analysed in this study.

我们分析了在状态变量的自耦合、混合耦合和交叉耦合的影响下,Hindmarsh-Rose神经元网络中的同步场景和丰富的时空模式,这些状态变量通过不同的耦合相位实现。我们在模型中引入了耦合矩阵来改变耦合相位。膜电位的兴奋性偶联和抑制性偶联在两种偶联系统中分别诱导相内和反相破裂动力学。当矩阵的非对角线元素为零时,系统显示出三个变量的自耦合,有助于实现同步。非对角线元素在变量之间提供交叉交互,从而减少了同步性。利用李雅普诺夫函数法分析了同步的稳定性。在我们的研究中,我们发现三个变量的自耦合足以诱导非局部耦合的嵌合体状态。非相干强度和不连续测量验证了嵌合体和多嵌合体状态的存在。抑制剂在局部相互作用中的自耦合诱导出混合振荡态和团簇等有趣的模式。在本研究分析的网络大小的限制下,结果可能有助于理解大脑的时空通信。
{"title":"In-phase and anti-phase bursting dynamics and synchronisation scenario in neural network by varying coupling phase","authors":"Thazhathethil Remi,&nbsp;Pallimanhiyil Abdulraheem Subha","doi":"10.1007/s10867-023-09635-1","DOIUrl":"10.1007/s10867-023-09635-1","url":null,"abstract":"<div><p>We have analysed the synchronisation scenario and the rich spatiotemporal patterns in the network of Hindmarsh-Rose neurons under the influence of self, mixed and cross coupling of state variables which are realised by varying coupling phase. We have introduced a coupling matrix in the model to vary coupling phase. The excitatory and inhibitory couplings in the membrane potential induce in-phase and anti-phase bursting dynamics, respectively, in the two coupled system. When the off-diagonal elements of the matrix are zero, the system shows self coupling of the three variables, which helps to attain synchrony. The off-diagonal elements give cross interactions between the variables, which reduces synchrony. The stability of the synchrony attained is analysed using Lyapunov function approach. In our study, we found that self coupling in three variables is sufficient to induce chimera states in non-local coupling. The strength of incoherence and discontinuity measure validates the existence of chimera and multichimera states. The inhibitor self coupling in local interaction induces interesting patterns like Mixed Oscillatory State and clusters. The results may help in understanding the spatiotemporal communications of the brain, within the limitations of the size of the network analysed in this study.</p></div>","PeriodicalId":612,"journal":{"name":"Journal of Biological Physics","volume":"49 3","pages":"345 - 361"},"PeriodicalIF":1.8,"publicationDate":"2023-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10867-023-09635-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4986367","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
期刊
Journal of Biological Physics
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1