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Necessary and sufficient condition for hysteresis in the mathematical model of the cell type regulation of Bacillus subtilis. 枯草芽孢杆菌细胞类型调控数学模型滞后的充分必要条件。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-12-02 DOI: 10.1007/s00285-025-02316-8
Sohei Tasaki, Madoka Nakayama, Izumi Takagi, Jun-Ichi Wakita, Wataru Shoji

The key to a robust life system is to ensure that each cell population is maintained in an appropriate state. In this work, a mathematical model is used to investigate the control of the switching between the migrating and non-migrating states of the Bacillus subtilis cell population. In this case, the motile cells and matrix producers are the predominant cell types in the migrating cell population and non-migrating state, respectively, and can be suitably controlled according to the environmental conditions and cell density information. A minimal smooth model consisting of four ordinary differential equations is used as the mathematical model to control the B. subtilis cell types. Furthermore, the necessary and sufficient conditions for the hysteresis, which pertains to the change in the pheromone concentration, are clarified. In general, the hysteretic control of the cell state enables stable switching between the migrating and growth states of the B. subtilis cell population, thereby facilitating the biofilm life cycle. The results of corresponding culture experiments are examined, and the obtained corollaries are used to develop a model to input environmental conditions, especially, the external pH. On this basis, the environmental conditions are incorporated in a simulation model for the cell type control. In combination with a mathematical model of the cell population dynamics, a prediction model for colony growth involving multiple cell states, including concentric circular colonies of B. subtilis, can be established.

强健的生命系统的关键是确保每个细胞群保持在适当的状态。在这项工作中,一个数学模型被用来研究枯草芽孢杆菌细胞群在迁移和非迁移状态之间切换的控制。在这种情况下,移动细胞和基质产生细胞分别是迁移细胞群和非迁移细胞群的优势细胞类型,可以根据环境条件和细胞密度信息进行适当的控制。采用由四个常微分方程组成的最小平滑模型作为控制枯草芽孢杆菌细胞类型的数学模型。进一步阐明了与信息素浓度变化有关的滞后性的充分必要条件。总的来说,细胞状态的滞后控制可以使枯草芽孢杆菌细胞群体在迁移和生长状态之间稳定切换,从而促进生物膜生命周期。对相应的培养实验结果进行检验,得到的推论用于建立模型来输入环境条件,特别是外部ph。在此基础上,将环境条件纳入细胞类型控制的模拟模型中。结合细胞群体动力学的数学模型,可以建立包括枯草芽孢杆菌同心圆菌落在内的多种细胞状态的菌落生长预测模型。
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引用次数: 0
A 3D-1D-0D multiscale model of the neuro-glial-vascular unit for synaptic and vascular dynamics in the dorsal vagal complex. 迷走背复合体突触和血管动力学的神经-胶质-血管单元的3D-1D-0D多尺度模型。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-12-01 DOI: 10.1007/s00285-025-02317-7
Alexander Hermann, Tobias Köppl, Andreas Wagner, Arman Shojaei, Barbara Wohlmuth, Roland Aydin, Christian J Cyron, Roustem Miftahof

Cerebral blood flow regulation is critical for brain function, and its disruption is implicated in various neurological disorders. Many existing models do not fully capture the complex, multiscale interactions among neuronal activity, astrocytic signaling, and vascular dynamics, especially in key brainstem regions. In this work, we present a 3D-1D-0D multiscale computational framework for modeling the neuro-glial-vascular unit (NGVU) in the dorsal vagal complex (DVC). Our approach integrates a quadripartite synapse model, which captures the dynamic interactions among excitatory and inhibitory neurons, astrocytes, and vascular smooth muscle cells, with a hierarchical description of vascular dynamics that couples a three-dimensional microcirculatory network with a one-dimensional macrocirculatory representation and a zero-dimensional synaptic component. By linking neuronal spiking, astrocytic calcium and gliotransmitter signaling, and vascular tone regulation, our model reproduces key features of neurovascular regulation and elucidates the feedback loops that help maintain cerebral blood flow. Simulation results demonstrate that neurotransmitter release triggers astrocytic responses that modulate vessel radius, thereby influencing local oxygen and nutrient delivery. This integrated framework provides a robust and modular platform for future investigations into the pathophysiology of cerebral blood flow regulation and its role in autonomic control, including the regulation of gastric function.

脑血流调节对脑功能至关重要,其破坏与各种神经系统疾病有关。许多现有的模型并没有完全捕捉到神经元活动、星形细胞信号和血管动力学之间复杂的、多尺度的相互作用,特别是在关键的脑干区域。在这项工作中,我们提出了一个3D-1D-0D多尺度计算框架,用于模拟迷走背复合体(DVC)中的神经胶质血管单元(NGVU)。我们的方法集成了一个四方突触模型,该模型捕获了兴奋性和抑制性神经元、星形胶质细胞和血管平滑肌细胞之间的动态相互作用,并对血管动力学进行了分层描述,该模型将三维微循环网络与一维大循环表示和零维突触成分耦合在一起。通过连接神经元尖峰、星形细胞钙和胶质递质信号以及血管张力调节,我们的模型再现了神经血管调节的关键特征,并阐明了有助于维持脑血流的反馈回路。模拟结果表明,神经递质释放触发星形细胞反应,调节血管半径,从而影响局部氧气和营养输送。这一综合框架为未来研究脑血流调节的病理生理学及其在自主控制中的作用(包括胃功能的调节)提供了一个强大的模块化平台。
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引用次数: 0
A stochastic Markov-based modeling framework with demography. 人口统计学随机马尔可夫模型框架。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-12-01 DOI: 10.1007/s00285-025-02298-7
Vasileios E Papageorgiou

Stochastic epidemic modeling has become increasingly crucial for assessing the severity of infectious diseases, attracting considerable attention in recent years. In this paper, we present three Markov-based epidemic models that incorporate demographic dynamics, including births, deaths, and migration. The inclusion of transition rates associated with these factors defines open-population systems, leading to a time-dependent transition pattern from the susceptible to the infectious phase. Notably, this work is the first to investigate epidemic models with time-varying population sizes within a Markovian framework. Furthermore, we introduce novel computational approaches for estimating stochastic features related to the number of secondary infections originating from an index case and the onset of a hazard (hitting) time associated with the number of susceptible cases in the system. Through extensive sensitivity analysis, we assess the impact of demographic dynamics on these descriptors and, consequently, on the severity of epidemic outbreaks. To validate the effectiveness of the introduced models, we utilize data from the 2022 mpox outbreak in Greece and examine the effect of interventions such as lockdowns on disease severity. This analysis helps health authorities identify optimal initiation periods and more effectively adjust the stringency of restrictive measures.

近年来,随机流行病模型在评估传染病严重程度方面变得越来越重要,引起了人们的广泛关注。在本文中,我们提出了三个基于马尔可夫的流行病模型,这些模型结合了人口动态,包括出生、死亡和迁移。纳入与这些因素相关的过渡率定义了开放人群系统,导致从易感期到感染期的依赖时间的过渡模式。值得注意的是,这项工作是第一次在马尔可夫框架内研究具有时变人口规模的流行病模型。此外,我们引入了新的计算方法,用于估计与源自索引病例的继发感染数量相关的随机特征,以及与系统中易感病例数量相关的危险(击中)时间的开始。通过广泛的敏感性分析,我们评估了人口动态对这些描述符的影响,从而评估了流行病爆发的严重程度。为了验证所引入模型的有效性,我们利用了希腊2022年麻疹爆发的数据,并检查了封锁等干预措施对疾病严重程度的影响。这一分析有助于卫生当局确定最佳起始时间,并更有效地调整限制性措施的严格程度。
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引用次数: 0
On the reduction of stochastic chemical reaction networks. 关于随机化学反应网络的约化。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-11-28 DOI: 10.1007/s00285-025-02320-y
Justin Eilertsen, Wylie Stroberg

The linear noise approximation (LNA) describes the random fluctuations from the mean-field concentrations of a chemical reaction network due to intrinsic noise. It is also used as a test probe to determine the accuracy of reduced formulations of the chemical master equation and to understand the relationship between timescale disparity and model reduction in stochastic environments. Although several reduced LNAs have been proposed, they have not been placed into a general theory concerning the accuracy of reduced LNAs derived from center manifold and singular perturbation theory. This has made it difficult to understand why certain reductions of the master or Langevin equations fail or succeed. In this work, we develop a deeper understanding of slow manifold projection in the linear noise regime by answering a straightforward but open question: In the presence of eigenvalue disparity, does the appropriate oblique projection of the LNA onto the slow eigenspace accurately approximate the first and second moments of complete LNA, and if not, why? Although most studies concentrate on the role of eigenvalue disparity arising from the drift matrix, we go further and examine the interplay between disparate 'drift" eigenvalues and the eigenvalues of the diffusion matrix, the latter of which may or may not be disparate. Furthermore, we place the previously established reductions of the LNA into a more general framework and formulate the necessary and sufficient conditions for the projected LNA to accurately approximate the first and second moments of the complete LNA.

线性噪声近似(LNA)描述了由本征噪声引起的化学反应网络平均场浓度的随机波动。它还被用作测试探针,以确定化学主方程简化公式的准确性,并了解随机环境中时间尺度差异与模型简化之间的关系。虽然已经提出了几种约化lna,但它们还没有被纳入一个关于由中心流形和奇异摄动理论推导的约化lna精度的一般理论。这使得很难理解为什么主方程或朗之万方程的某些约简会失败或成功。在这项工作中,我们通过回答一个直接但开放的问题,对线性噪声体系中的慢流形投影有了更深入的理解:在特征值视差存在的情况下,LNA在慢特征空间上的适当斜投影是否准确地近似完整LNA的第一和第二矩,如果不是,为什么?虽然大多数研究都集中在漂移矩阵产生的特征值差异的作用上,但我们进一步研究了不同的“漂移”特征值和扩散矩阵的特征值之间的相互作用,后者可能是不同的,也可能不是。此外,我们将先前建立的LNA缩减纳入更一般的框架,并制定了预测LNA准确近似完整LNA的第一和第二矩的必要和充分条件。
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引用次数: 0
Dynamical mechanisms of inflammatory spatial distribution and its association with recurrence in Crohn's disease. 炎症空间分布的动力学机制及其与克罗恩病复发的关系
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-11-25 DOI: 10.1007/s00285-025-02319-5
Mengqi Peng, Weihua Jiang

Crohn's disease (CD) is a recurrent chronic autoimmune disease, which is an inflammatory disease of the intestine with epithelial granulomas. The number of patients has been increasing significantly, and its pathogenesis and treatments are arousing hot discussions in the academic community. Taking into account the spatial heterogeneity of lesion distribution and the periodic recurrence, this paper uses a partial functional differential system with the free diffusion of bacteria and immunocytes and immune response latency to model the process of CD, based on the Lauffenburger-Kennedy bacterial infection model. In order to describe the spatial distribution and recurrence, we analyze the stability of the inflammation equilibrium state, and deduce the diffusion-driven Turing bifurcations and delay-driven Hopf bifurcations, drive the critical conditions for occurrence. Furthermore, through the analysis of Turing-Hopf bifurcations, the coupling effect of two factors is explored to obtain spatiotemporal patterns that better reflect clinical manifestations of CD. In addition, both theoretical and numerical results reveal that the motility is a necessary factor in the production of intestinal epithelial granulomas, while the immune response latency is an important factor in the recurrence. A small effective diffusion rate and a large time delay would lead to two spatially non-homogeneous steady states and a stable periodic solution, ultimately giving rise to a pair of stable spatially non-homogeneous periodic solutions through Turing-Hopf bifurcations. Our conclusions may provide some insights into the control mechanisms for Crohn's disease.

克罗恩病(CD)是一种复发性慢性自身免疫性疾病,是一种肠上皮肉芽肿的炎症性疾病。患者数量显著增加,其发病机制和治疗方法引起了学术界的热议。考虑到病变分布的空间异质性和周期性复发,本文在lauffenburg - kennedy细菌感染模型的基础上,采用具有细菌和免疫细胞自由扩散和免疫反应潜伏期的部分功能微分系统来模拟CD的过程。为了描述炎症平衡状态的空间分布和递推性,分析了炎症平衡状态的稳定性,推导出扩散驱动的图灵分岔和延迟驱动的Hopf分岔,驱动发生的临界条件。进一步,通过图灵- hopf分岔分析,探讨两因素的耦合效应,获得更能反映CD临床表现的时空模式。此外,理论和数值结果均表明,肠上皮肉芽肿的运动是产生肠上皮肉芽肿的必要因素,而免疫反应潜伏期是复发的重要因素。小的有效扩散速率和大的时间延迟会导致两个空间非齐次稳态和一个稳定周期解,最终通过图灵-霍普夫分岔得到一对空间非齐次稳定周期解。我们的结论可能为克罗恩病的控制机制提供一些见解。
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引用次数: 0
Analytical Insights into Ephaptic Coupling and Its Effect on Conduction Velocity. 触觉耦合及其对传导速度影响的分析见解。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-11-25 DOI: 10.1007/s00285-025-02315-9
Ning Wei, Yoichiro Mori

Cardiovascular disease continues to be the leading cause of death in the United States. A major contributing factor is cardiac arrhythmia, which results from irregular electrical activity in the heart. On a tissue level, cardiac conduction involves the spread of action potentials (AP) across the heart, enabling coordinated contraction of the myocardium. On a cellular level, the transmission of signals between cells is facilitated by low-resistance pathways formed by gap junctions (GJs). Recent experimental studies have sparked discussion on whether GJs play a dominant role in cell communication. Interestingly, research has revealed that GJ knockout mice can still demonstrate signal propagation in the heart, albeit more slowly and discontinuously, indicating the presence of an alternative mechanism for cardiac conduction. Unlike GJ-mediated propagation, ephaptic coupling (EpC) has emerged as a distinct form of electrical transmission, characterized by contactless electrochemical signaling across the narrow intercalated discs (IDs) between cardiomyocytes. Advancements in cardiac research have highlighted the crucial role of EpC in restoring conduction by increasing conduction velocity (CV), reducing conduction block (CB), and terminating reentry arrhythmias, particularly when GJs are impaired. However, most EpC studies are either numerical or experimental, while analytical studies on ephaptic conduction-an equally important aspect of understanding EpC-remain extremely limited. In this paper, we applied asymptotic theory to calculate the CV in the presence of weak EpC. To achieve this, we developed both continuous and discrete models to describe ephaptic conduction along a strand of cells. Ionic dynamics were modeled using the piecewise linear and cubic functions. The resulting system represents a bistable system with weak EpC. We calculated an expression for CV in the presence of weak EpC for both models, and validated our analytical results with numerical simulations. Additionally, we showed that under weak EpC, CV can increase if the distribution of INa is more prominent on the end membrane.

在美国,心血管疾病仍然是导致死亡的主要原因。一个主要因素是心律失常,这是由心脏电活动不规律引起的。在组织水平上,心脏传导涉及动作电位(AP)在心脏的传播,使心肌协调收缩。在细胞水平上,细胞间的信号传递是由间隙连接(GJs)形成的低电阻通路促进的。最近的实验研究引发了关于gj是否在细胞通讯中起主导作用的讨论。有趣的是,研究表明GJ基因敲除小鼠仍然可以在心脏中表现出信号传播,尽管速度较慢且不连续,这表明存在另一种心脏传导机制。与gj介导的传播不同,ephaptic偶联(EpC)已成为一种独特的电传输形式,其特征是通过心肌细胞之间狭窄的嵌入盘(IDs)的非接触电化学信号。心脏研究的进展强调了EpC在恢复传导中的关键作用,通过增加传导速度(CV),减少传导阻滞(CB)和终止再入性心律失常,特别是当gj受损时。然而,大多数EpC研究要么是数值研究,要么是实验研究,而对触觉传导的分析研究——理解EpC的一个同样重要的方面——仍然非常有限。本文应用渐近理论计算了弱EpC存在时的CV。为了实现这一目标,我们开发了连续和离散模型来描述沿着细胞链的触觉传导。采用分段线性和三次函数对离子动力学进行了建模。由此得到的系统是一个弱EpC的双稳态系统。我们计算了两种模型在弱EpC存在下的CV表达式,并通过数值模拟验证了我们的分析结果。此外,我们还发现,在弱EpC条件下,当端膜上的INa分布更突出时,CV也会增加。
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引用次数: 0
The importance of the individual's micro-environment in drug consumption : A novel conceptual framework applied to the modeling of binge drinking. 个人微环境在药物消费中的重要性:一个应用于酗酒建模的新概念框架。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-11-19 DOI: 10.1007/s00285-025-02313-x
R Gutiérrez, C Rojas-Jara

The identification of psychosocial risk and protective factors associated with substance use during adolescence is crucial for the prevention and treatment of addictive behaviors. However, in the mathematical modeling of addictions, these psychological and social dimensions are often addressed in isolation. By focusing on the immediate socialization environment of adolescents, comprising peers, parents and family, and school, and considering them as risk and protective factors, we mathematically model binge drinking behavior from interaction dynamics among individuals and their predisposition to consumption based on evolutionary and adaptive reasons. Our findings indicate that, in the face of negative peer influence, prosocial behaviors, as well as supportive attitudes from parents and family, and the school environment, have the potential to inhibit long-term binge drinking. This tendency is strengthened when protective situations are consistently promoted in response to risky scenarios, which is in line with both theoretical approaches to prevention and current public policy on drug consumption.

识别与青少年时期物质使用相关的社会心理风险和保护因素对于预防和治疗成瘾行为至关重要。然而,在成瘾的数学模型中,这些心理和社会层面往往被孤立地处理。通过关注青少年的直接社交环境,包括同伴、父母和家庭以及学校,并将其视为风险和保护因素,我们从个体之间的互动动态及其基于进化和适应原因的消费倾向出发,对酗酒行为进行数学建模。我们的研究结果表明,面对消极的同伴影响,亲社会行为,以及来自父母和家庭的支持态度,以及学校环境,都有可能抑制长期酗酒。如果针对危险情况不断促进保护性情况,这种趋势就会加强,这既符合预防的理论方法,也符合目前关于药物消费的公共政策。
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引用次数: 0
Multistability of small zero-one reaction networks. 小型零-一反应网络的多稳定性。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-11-18 DOI: 10.1007/s00285-025-02306-w
Yue Jiao, Xiaoxian Tang, Xiaowei Zeng

Zero-one biochemical reaction networks play key roles in cell signalling such as signalling pathways regulated by protein phosphorylation. Multistability of reaction networks is a crucial dynamics feature enabling decision-making in cells. It is well known that multistability can be lifted from a "subnetwork" (a network with less species and fewer reactions) to large networks. So, we aim to explore the multistability problem of small zero-one networks. In this work, we prove the following main results: 1. any zero-one network with a one-dimensional stoichiometric subspace admits at most one positive steady state (it must be stable), and all the one-dimensional zero-one networks can be classified according to if they indeed admit a stable positive steady state or not; 2. any two-dimensional zero-one network with up to three species either admits only degenerate positive steady states, or admits at most one positive steady state (it must be stable); 3. the smallest zero-one networks (here, by "smallest", we mean these networks contain species as few as possible) that admit nondegenerate multistationarity/multistability contain three species and five/six reactions, and they are three-dimensional. In these proofs, we use the theorems based on the Brouwer degree theory and the theory of real algebraic geometry. Moreover, applying the tools of computational real algebraic geometry, we provide a systematical way for detecting the networks that admit nondegenerate multistationarity/multistability.

零一生化反应网络在细胞信号传导中起着关键作用,如由蛋白磷酸化调节的信号通路。反应网络的多稳定性是细胞决策的关键动力学特征。众所周知,多稳定性可以从“子网络”(具有较少物种和较少反应的网络)提升到大型网络。因此,我们的目的是研究小型零网络的多稳定性问题。在这项工作中,我们证明了以下主要结果:1。任何具有一维化学计量子空间的0 - 1网络最多允许一个正稳态(它必须是稳定的),并且所有的一维0 - 1网络都可以根据是否确实允许一个稳定的正稳态进行分类;2. 任何不超过三个物种的二维零- 1网络要么只承认简并的正稳态,要么最多承认一个正稳态(它必须是稳定的);3. 最小的0 - 1网络(这里的“最小”是指这些网络包含尽可能少的物种)具有非退化多平稳性/多稳定性,包含3种物种和5 / 6个反应,并且它们是三维的。在这些证明中,我们使用了基于browwer次理论和实代数几何理论的定理。此外,应用计算实代数几何的工具,我们提供了一个系统的方法来检测网络承认非退化多平稳/多稳定。
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引用次数: 0
Global dynamics of a reaction-diffusion switching model with multiple stable states and linear harvesting rate. 具有多稳定状态和线性收获速率的反应-扩散切换模型的全局动力学。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-11-14 DOI: 10.1007/s00285-025-02312-y
Yunfeng Liu, Huaqin Peng, Jianshe Yu, Yuming Chen, Zhiming Guo

The closed fishing season policy plays a crucial role in fishery management by contributing to the restoration and protection of fishery resources, maintaining ecological balance and promoting sustainable development. The population dynamics of fish, particularly marine species, are highly complex. Under the combined effects of ecological mechanisms (such as predation, resource limitations, and competition), fish populations can exhibit multiple stable states. Overfishing increases the vulnerability of fish populations, making them prone to shift from a high-density stable state to a low-density one, and in some cases, leading to the risk of extinction. In this context, developing effective closed fishing season policies to ensure the sustainable development of fishery resources has become a pressing issue. In this paper, we propose a reaction-diffusion model consisting of two sub-equations with multiple stable states and a linear harvesting rate to describe the continuous switching between closed and open fishing seasons. We define a threshold value T ¯ for the duration of the fishing ban T ¯ . When T ¯ T ¯ , the trivial stable state is globally asymptotically stable. Uniqueness of periodic solutions is generally a mathematically challenging problem. However, employing the comparison theorem, we find that conditions on the uniqueness of periodic solutions to the associated ODE system are also applicable to our model. Specifically, under certain conditions, when T ¯ > T ¯ , we provide sufficient conditions on the existence of a globally asymptotically stable periodic solution. Finally, we offer discussion and numerical simulations to illustrate our findings.

休渔期政策对恢复和保护渔业资源、维护生态平衡、促进可持续发展具有重要的渔业管理作用。鱼类,特别是海洋物种的种群动态是非常复杂的。在捕食、资源限制和竞争等生态机制的综合作用下,鱼类种群可以呈现多种稳定状态。过度捕捞增加了鱼类种群的脆弱性,使它们容易从高密度的稳定状态转变为低密度状态,在某些情况下,导致灭绝的危险。在这种情况下,制定有效的休渔期政策以确保渔业资源的可持续发展已成为一个紧迫的问题。本文提出了一个由具有多个稳定状态和线性收获率的两个子方程组成的反应-扩散模型来描述捕捞季节在封闭和开放之间的连续切换。我们为捕鱼禁令的持续时间定义一个阈值T¯∗。当T¯≤T¯∗时,平凡稳定状态是全局渐近稳定的。周期解的唯一性通常是一个具有数学挑战性的问题。然而,利用比较定理,我们发现相关ODE系统周期解的唯一性条件也适用于我们的模型。具体地说,在一定条件下,当T¯> T¯∗,我们给出了全局渐近稳定周期解存在的充分条件。最后,我们提供讨论和数值模拟来说明我们的发现。
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引用次数: 0
A multi-season epidemic model with random genetic drift and transmissibility. 具有随机遗传漂变和可传染性的多季节流行病模型。
IF 2.3 4区 数学 Q2 BIOLOGY Pub Date : 2025-11-12 DOI: 10.1007/s00285-025-02308-8
Tom Britton, Andrea Pugliese

We consider a model for the spread of an influenza-like disease in which, between seasons, the virus makes a random genetic drift (reducing immunity) and obtains a new random transmissibility (closely related to R 0 ). Given the immunity status at the start of season k, i.e. the community distribution of years since last infection and their associated immunity levels, the outcome of the epidemic season k, characterized by the effective reproduction number R e ( k ) and the fractions infected in the different immunity groups z ( k ) , is determined by the random genetic drift and transmissibility. It is shown that the community immunity status of consecutive seasons, is an ergodic Markov chain, which converges to a stationary distribution. More analytical progress is made for the case where immunity only lasts for one season: we then characterize the stationary distribution of the community fraction having partial immunity (from being infected last season) as well as the stationary distribution of ( R e ( k ) , z ( k ) ) , and the conditional distribution of z ( k ) given R e ( k ) . The effective reproduction number R e ( k ) is closely related to the initial exponential growth rate ρ ( k ) of the outbreak, a quantity which can be estimated early in the epidemic season. As a consequence, this conditional distribution may be used for predicting the final size of the epidemic based on its initial growth and immunity status.

我们考虑一种流感样疾病的传播模型,在季节之间,病毒进行随机遗传漂变(降低免疫力)并获得新的随机传播力(与r0密切相关)。鉴于k季节开始时的免疫状况,即自上次感染以来的年份群落分布及其相关的免疫水平,以有效繁殖数R e (k)和不同免疫组中感染的分数z (k)为特征的k流行季节的结果由随机遗传漂变和传播性决定。结果表明,连续季节的群体免疫状态是一条遍历马尔可夫链,并收敛于平稳分布。对于免疫仅持续一个季节的情况,我们进行了更多的分析进展:然后我们描述了具有部分免疫(从上一季节感染)的社区分数的平稳分布,以及(R e (k), z (k))的平稳分布,以及给定R e (k)的z (k)的条件分布。有效繁殖数R e (k)与暴发的初始指数增长率ρ (k)密切相关,ρ (k)可在流行季节早期估计。因此,该条件分布可用于根据其初始生长和免疫状态预测该流行病的最终规模。
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Journal of Mathematical Biology
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