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A joint-threshold Filippov model describing the effect of intermittent androgen-deprivation therapy in controlling prostate cancer 描述间歇性雄激素剥夺疗法在控制前列腺癌方面效果的联合阈值菲利波夫模型。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-20 DOI: 10.1016/j.mbs.2024.109301
Intermittent androgen-deprivation therapy (IADT) can be beneficial to delay the occurrence of treatment resistance and cancer relapse compared to the standard continuous therapy. To study the effect of IADT in controlling prostate cancer, we developed a Filippov prostate cancer model with a joint threshold function: therapy is implemented once the total population of androgen-dependent cells (AC-Ds) and androgen-independent cells (AC-Is) is greater than the threshold value ET, and it is suspended once the population is less than ET. As the parameters vary, our model undergoes a series of sliding bifurcations, including boundary node, focus, saddle, saddle-node and tangency bifurcations. We also obtained the coexistence of one, two or three real equilibria and the bistability of two equilibria. Our results demonstrate that the population of AC-Is can be contained at a predetermined level if the initial population of AC-Is is less than this level, and we choose a suitable threshold value.
与标准的连续疗法相比,间歇性雄激素剥夺疗法(IADT)有利于延缓治疗耐药性的发生和癌症复发。为了研究间歇性雄激素剥夺疗法在控制前列腺癌方面的效果,我们建立了一个具有联合阈值函数的菲利波夫前列腺癌模型:一旦雄激素依赖性细胞(AC-Ds)和雄激素非依赖性细胞(AC-Is)的总数量大于阈值 ET,就会实施治疗;一旦数量小于 ET,就会暂停治疗。随着参数的变化,我们的模型经历了一系列滑动分岔,包括边界节点分岔、焦点分岔、鞍形分岔、鞍节点分岔和切线分岔。我们还获得了一个、两个或三个真实平衡态的共存以及两个平衡态的双稳态。我们的结果表明,如果 AC-Is 的初始数量小于这一水平,并且我们选择了一个合适的临界值,那么 AC-Is 的数量就可以控制在一个预定的水平上。
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引用次数: 0
Adolescent vaping behaviours: Exploring the dynamics of a social contagion model 青少年吸烟行为:探索社会传染模式的动态变化
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-17 DOI: 10.1016/j.mbs.2024.109303

Vaping, or the use of electronic cigarettes (e-cigarettes), is an ongoing issue for public health. The rapid increase in e-cigarette usage, particularly among adolescents, has often been referred to as an epidemic. Drawing upon this epidemiological analogy between vaping and infectious diseases as a theoretical framework, we present a deterministic compartmental model of adolescent e-cigarette smoking which accounts for social influences on initiation, relapse, and cessation behaviours. We use results from a sensitivity analysis of the model’s parameters on various response variables to identify key influences on system dynamics and simplify the model into one that can be analysed more thoroughly. We identify a single feasible endemic equilibrium for the proportion of smokers that decreases as social influence on cessation increases. Through steady state and stability analyses, as well as simulations of the model, we conclude that social influences from and on temporary quitters are not important in overall model dynamics, and that social influences from permanent quitters can have a significant impact on long-term system dynamics. In particular, we show that social influence on cessation can induce persistent recurrent smoking outbreaks.

吸食电子烟(Vaping)或使用电子香烟(e-cigarettes)是一个持续的公共卫生问题。电子烟使用量的快速增长,尤其是在青少年中,经常被称为一种流行病。以电子烟和传染病之间的流行病学类比为理论框架,我们提出了一个青少年吸食电子烟的确定性分区模型,该模型考虑了对开始吸烟、复吸和戒烟行为的社会影响。我们利用模型参数对各种反应变量的敏感性分析结果来确定系统动态的关键影响因素,并将模型简化为一个可以进行更深入分析的模型。我们为吸烟者比例确定了一个单一可行的地方性平衡,该平衡随着社会对戒烟影响的增加而降低。通过稳态和稳定性分析以及对模型的模拟,我们得出结论:来自临时戒烟者的社会影响和对临时戒烟者的社会影响在整个模型动力学中并不重要,而来自永久戒烟者的社会影响会对长期系统动力学产生重大影响。特别是,我们表明对戒烟的社会影响会诱发持续的、反复的吸烟爆发。
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引用次数: 0
Modeling virus-stimulated proliferation of CD4+ T-cell, cell-to-cell transmission and viral loss in HIV infection dynamics 模拟艾滋病毒感染动态过程中病毒刺激的 CD4+ T 细胞增殖、细胞间传播和病毒丢失
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-12 DOI: 10.1016/j.mbs.2024.109302

Human immunodeficiency virus (HIV) can persist in infected individuals despite prolonged antiretroviral therapy and it may spread through two modes: virus-to-cell and cell-to-cell transmissions. Understanding viral infection dynamics is pivotal for elucidating HIV pathogenesis. In this study, we incorporate the loss term of virions, and both virus-to-cell and cell-to-cell infection modes into a within-host HIV model, which also takes into consideration the proliferation of healthy target cells stimulated by free viruses. By constructing suitable Lyapunov function and applying geometric methods, we establish global stability results of the infection free equilibrium and the infection persistent equilibrium, respectively. Our findings highlight the crucial role of the basic reproduction number in the threshold dynamics. Moreover, we use the loss rate of virions as the bifurcation parameter to investigate stability switches of the positive equilibrium, local Hopf bifurcation, and its global continuation. Numerical simulations validate our theoretical results, revealing rich viral dynamics including backward bifurcation, saddle–node bifurcation, and bistability phenomenon in the sense that the infection free equilibrium and a limit cycle are both locally asymptotically stable. These insights contribute to a deeper understanding of HIV dynamics and inform the development of effective therapeutic strategies.

尽管长期接受抗逆转录病毒治疗,人类免疫缺陷病毒(HIV)仍可在感染者体内持续存在,并可能通过两种模式传播:病毒到细胞和细胞到细胞的传播。了解病毒感染动态对于阐明 HIV 的发病机制至关重要。在本研究中,我们将病毒的损失项、病毒到细胞和细胞到细胞的感染模式纳入了宿主内 HIV 模型,该模型还考虑了游离病毒刺激健康靶细胞增殖的情况。通过构建合适的 Lyapunov 函数和应用几何方法,我们分别建立了无感染平衡和持续感染平衡的全局稳定性结果。我们的研究结果强调了基本繁殖数量在阈值动力学中的关键作用。此外,我们使用病毒损失率作为分岔参数,研究了正平衡、局部霍普夫分岔及其全局延续的稳定性开关。数值模拟验证了我们的理论结果,揭示了丰富的病毒动力学,包括后向分叉、鞍节点分叉和双稳态现象,即无感染平衡和极限循环都是局部渐近稳定的。这些见解有助于加深对艾滋病毒动力学的理解,并为制定有效的治疗策略提供依据。
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引用次数: 0
Efficacy of the Sterile Insect Technique in the presence of inaccessible areas: A study using two-patch models 昆虫不育技术在无法进入区域的有效性:使用双补丁模型的研究。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-06 DOI: 10.1016/j.mbs.2024.109290

The Sterile Insect Technique (SIT) is one of the sustainable strategies for the control of disease vectors, which consists of releasing sterilized males that will mate with the wild females, resulting in a reduction and, eventually a local elimination, of the wild population. The implementation of the SIT in the field can become problematic when there are inaccessible areas where the release of sterile insects cannot be carried out directly, and the migration of wild insects from these areas to the treated zone may influence the efficacy of this technique. However, we can also take advantage of the movement of sterile individuals to control the wild population in these unreachable places. In this paper, we derive a two-patch model for Aedes mosquitoes where we consider the discrete diffusion between the treated area and the inaccessible zone. We investigate two different release strategies (constant and impulsive periodic releases), and by using the monotonicity of the model, we show that if the number of released sterile males exceeds some threshold, the technique succeeds in driving the whole population in both areas to extinction. This threshold depends on not only the biological parameters of the population but also the diffusion between the two patches.

昆虫不育技术(SIT)是控制病媒的可持续战略之一,包括释放已绝育的雄性昆虫与野生雌性昆虫交配,从而减少并最终消灭野生种群。在无法直接释放不育昆虫的交通不便地区,野外昆虫从这些地区迁移到处理区,可能会影响这项技术的效果。不过,我们也可以利用不育个体的迁移来控制这些无法到达地区的野生种群。在本文中,我们推导了一个伊蚊的双斑块模型,其中我们考虑了处理区和无法到达区之间的离散扩散。我们研究了两种不同的释放策略(恒定释放和脉冲周期性释放),并利用模型的单调性证明,如果释放的不育雄蚊数量超过某个阈值,该技术就会成功地使两个区域的整个种群灭绝。这个阈值不仅取决于种群的生物参数,还取决于两个斑块之间的扩散。
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引用次数: 0
Interplay of virulence factors shapes ecology and treatment outcomes in polymicrobial infections 毒力因素的相互作用影响着多微生物感染的生态学和治疗效果。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-06 DOI: 10.1016/j.mbs.2024.109293

Polymicrobial infections, caused by a community of multiple micro-organisms, are often associated with increased infection severity and poorer patient outcomes. The design of improved antimicrobial treatment strategies for PMIs can be supported by an understanding of their ecological and evolutionary dynamics. Bacterial species present in polymicrobial infections can produce virulence factors to inhibit host immune responses, such as neutrophil recruitment and phagocytosis. The presence of virulence factors can indirectly affect other bacterial species acting as a type of host-mediated interspecies interaction. The aim of this study was to assess how bacterial virulence factors targeting neutrophil function influence ecology and treatment outcomes of PMIs. An agent-based model was constructed which describes a dual-species bacterial population in the presence of neutrophils and a bacteriostatic drug. Our analysis has revealed unforeseen dynamics of the interplay of multiple virulence factors acting as interspecies interaction. We found that the distribution of two phagocytosis-inhibiting virulence factors amongst species can impact whether they have a mutually protective effect for both species. The addition of a virulence factor inhibiting neutrophil recruitment was found to reduce the protective effect of phagocytosis-inhibiting virulence factors. Furthermore we demonstrate the importance of virulence strength of a species relative to other virulent species to determine the fate of a species. We conclude that virulence factors are an important driver of population dynamics in polymicrobial infections, and may be a relevant therapeutic target for treatment of polymicrobial infections.

由多种微生物群落引起的多微生物感染往往与感染严重程度增加和患者预后较差有关。了解多微生物感染的生态和进化动态,有助于针对多微生物感染设计更好的抗菌治疗策略。存在于多微生物感染中的细菌可产生毒力因子来抑制宿主的免疫反应,如中性粒细胞的招募和吞噬作用。毒力因子的存在会间接影响其他细菌物种,这也是一种宿主介导的种间相互作用。本研究旨在评估针对中性粒细胞功能的细菌毒力因子如何影响 PMIs 的生态学和治疗效果。我们构建了一个基于代理的模型,该模型描述了存在中性粒细胞和抑菌药物的双种细菌种群。我们的分析揭示了作为种间相互作用的多种毒力因子相互作用的未预见动态。我们发现,两种抑制吞噬作用的毒力因子在物种间的分布会影响它们是否对两个物种都有相互保护的作用。我们发现,添加抑制中性粒细胞募集的毒力因子会降低吞噬抑制毒力因子的保护作用。此外,我们还证明了一个物种的毒力强度相对于其他毒力物种的重要性,这决定了一个物种的命运。我们的结论是,毒力因子是多微生物感染中种群动态的重要驱动因素,可能是治疗多微生物感染的相关治疗靶点。
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引用次数: 0
A mathematical model of melatonin synthesis and interactions with the circadian clock 褪黑激素合成及与昼夜节律钟相互作用的数学模型。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-06 DOI: 10.1016/j.mbs.2024.109280

A new mathematical model of melatonin synthesis in pineal cells is created and connected to a slightly modified previously created model of the circadian clock in the suprachiasmatic nucleus (SCN). The SCN influences the production of melatonin by upregulating two key enzymes in the pineal. The melatonin produced enters the blood and the cerebrospinal fluid and thus the SCN, influencing the circadian clock. We show that the model of melatonin synthesis corresponds well with extant experimental data and responds similarly to clinical experiments on bright light in the middle of the night. Melatonin is widely used to treat jet lag and sleep disorders. We show how the feedback from the pineal to the SCN causes phase resetting of the circadian clock. Melatonin doses early in the evening advance the clock and doses late at night delay the clock with a dead zone in between where the phase of the clock does not change.

建立了松果体细胞合成褪黑激素的新数学模型,并将其与之前建立的昼夜节律钟模型稍作修改后连接起来。SCN 通过上调松果体中的两种关键酶来影响褪黑激素的产生。产生的褪黑激素进入血液和脑脊液,进而进入 SCN,影响昼夜节律表。我们的研究表明,褪黑激素合成模型与现有的实验数据十分吻合,并对半夜强光的临床实验做出了类似的反应。褪黑素被广泛用于治疗时差和睡眠障碍。我们展示了松果体对SCN的反馈如何导致昼夜节律表的相位重置。褪黑素剂量在傍晚较早时使时钟提前,在深夜较晚时使时钟延迟,在这两者之间有一个死区,时钟的相位不会发生变化。
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引用次数: 0
Modelling the continuum of macrophage phenotypes and their role in inflammation 模拟巨噬细胞表型的连续性及其在炎症中的作用。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-05 DOI: 10.1016/j.mbs.2024.109289

Macrophages are a type of white blood cell that play a significant role in determining the inflammatory response associated with a wide range of medical conditions. They are highly plastic, having the capacity to adopt numerous polarisation states or ‘phenotypes’ with disparate pro- or anti-inflammatory roles. Many previous studies divide macrophages into two categorisations: M1 macrophages are largely pro-inflammatory in nature, while M2 macrophages are largely restorative. However, there is a growing body of evidence that the M1 and M2 classifications represent the extremes of a much broader spectrum of phenotypes, and that intermediate phenotypes can play important roles in the progression or treatment of many medical conditions. In this article, we present a model of macrophage dynamics that includes a continuous description of phenotype, and hence incorporates intermediate phenotype configurations. We describe macrophage phenotype switching via nonlinear convective flux terms that scale with background levels of generic pro- and anti-inflammatory mediators. Through numerical simulation and bifurcation analysis, we unravel the model’s resulting dynamics, paying close attention to the system’s multistability and the extent to which key macrophage–mediator interactions provide bifurcations that act as switches between chronic states and restoration of health. We show that interactions that promote M1-like phenotypes generally result in a greater array of stable chronic states, while interactions that promote M2-like phenotypes can promote restoration of health. Additionally, our model admits oscillatory solutions reminiscent of relapsing–remitting conditions, with macrophages being largely polarised toward anti-inflammatory activity during remission, but with intermediate phenotypes playing a role in inflammatory flare-ups. We conclude by reflecting on our observations in the context of the ongoing pursuance of novel therapeutic interventions.

巨噬细胞是一种白细胞,在决定与多种疾病相关的炎症反应方面发挥着重要作用。巨噬细胞具有很强的可塑性,能采取多种极化状态或 "表型",发挥不同的促炎或抗炎作用。以前的许多研究将巨噬细胞分为两类:M1 巨噬细胞主要具有促炎作用,而 M2 巨噬细胞主要具有修复作用。然而,越来越多的证据表明,M1 和 M2 两种分类只是表型范围更广的极端,中间表型在许多疾病的进展或治疗中都能发挥重要作用。在这篇文章中,我们提出了一个巨噬细胞动态模型,该模型包括表型的连续描述,因此包含了中间表型配置。我们通过非线性对流通量项来描述巨噬细胞的表型转换,该通量项随一般促炎和抗炎介质的背景水平而变化。通过数值模拟和分岔分析,我们揭示了该模型所产生的动力学,并密切关注了系统的多稳定性以及巨噬细胞与介质的关键相互作用在多大程度上提供了分岔,在慢性状态和恢复健康之间起到了切换作用。我们的研究表明,促进类似 M1 表型的相互作用通常会导致更多稳定的慢性状态,而促进类似 M2 表型的相互作用则会促进健康的恢复。此外,我们的模型还提供了让人联想到复发-缓解状态的振荡解决方案,即巨噬细胞在缓解期主要极化为抗炎活性,但中间表型在炎症复发时发挥作用。最后,我们将结合正在进行的新型治疗干预,对我们的观察结果进行反思。
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引用次数: 0
Predicting the impact of retinal vessel density on retinal vessel and tissue oxygenation using a theoretical model 利用理论模型预测视网膜血管密度对视网膜血管和组织氧合的影响。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-05 DOI: 10.1016/j.mbs.2024.109292
Vascular impairments, including compromised flow regulation, have been identified as significant contributors to glaucomatous disease. Recent studies have shown glaucoma patients with significantly reduced peripapillary, macular, and optic nerve head vessel densities occurring with early glaucomatous structural changes prior to detectable visual field loss. This study aims to quantify the potential impact of decreased vessel densities on retinal perfusion and oxygen metabolism. In our clinical observations, pre-perimetric glaucoma patients exhibited a 10–13 % reduction in vessel density compared to healthy individuals. Our theoretical model of the retinal vasculature is adapted in this study to assess the potential impact of this reduction in vessel density on retinal oxygenation. The model predicts a 1 % and 38 % decrease in mean oxygen saturation in retinal vessels immediately downstream of the capillaries when vessel density is decreased from its reference value by 10 % and 50 %, respectively. The impact of capillary loss on oxygen extraction fraction and the partial pressure of oxygen in retinal tissue is also predicted. Reductions in vessel density are simulated in combination with impaired flow regulation, and the resulting effects on saturation and flow are predicted. The model results showed a nonlinear relationship between vessel density and downstream saturation, indicating that larger decreases in the density of capillaries have a disproportionate impact on oxygenation. The model further demonstrates that the detrimental effects of minor vessel density reductions are exacerbated when combined with other vascular impairments.
血管损伤,包括血流调节功能受损,已被确认为青光眼疾病的重要诱因。最近的研究表明,青光眼患者的虹膜周围、黄斑和视神经头血管密度明显降低,并在可检测到的视野缺损之前出现早期青光眼结构变化。本研究旨在量化血管密度降低对视网膜灌注和氧代谢的潜在影响。根据我们的临床观察,与健康人相比,青光眼前期患者的血管密度降低了 10%-13%。本研究对我们的视网膜血管理论模型进行了调整,以评估血管密度降低对视网膜氧合的潜在影响。该模型预测,当血管密度从参考值降低 10%和 50%时,紧靠毛细血管下游的视网膜血管的平均血氧饱和度将分别降低 1%和 38%。此外,还预测了毛细血管损失对视网膜组织中氧萃取率和氧分压的影响。模型模拟了血管密度降低与血流调节受损相结合的情况,并预测了由此对饱和度和血流产生的影响。模型结果显示,血管密度与下游饱和度之间存在非线性关系,表明毛细血管密度的大幅下降会对氧饱和度产生不成比例的影响。该模型还进一步证明,当血管出现其他损伤时,轻微的血管密度降低会加剧其不利影响。
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引用次数: 0
Newton's cradle: Cell cycle regulation by two mutually inhibitory oscillators 牛顿的摇篮两个相互抑制的振荡器对细胞周期的调节。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-09-04 DOI: 10.1016/j.mbs.2024.109291

The cell division cycle is a fundamental physiological process displaying a great degree of plasticity during the course of multicellular development. This plasticity is evident in the transition from rapid and stringently-timed divisions of the early embryo to subsequent size-controlled mitotic cycles. Later in development, cells may pause and restart proliferation in response to myriads of internal or external signals, or permanently exit the cell cycle following terminal differentiation or senescence. Beyond this, cells can undergo modified cell division variants, such as endoreplication, which increases their ploidy, or meiosis, which reduces their ploidy. This wealth of behaviours has led to numerous conceptual analogies intended as frameworks for understanding the proliferative program. Here, we aim to unify these mechanisms under one dynamical paradigm. To this end, we take a control theoretical approach to frame the cell cycle as a pair of arrestable and mutually-inhibiting, doubly amplified, negative feedback oscillators controlling chromosome replication and segregation events, respectively. Under appropriate conditions, this framework can reproduce fixed-period oscillations, checkpoint arrests of variable duration, and endocycles. Subsequently, we use phase plane and bifurcation analysis to explain the dynamical basis of these properties. Then, using a physiologically realistic, biochemical model, we show that the very same regulatory structure underpins the diverse functions of the cell cycle control network. We conclude that Newton's cradle may be a suitable mechanical analogy of how the cell cycle is regulated.

细胞分裂周期是一个基本的生理过程,在多细胞发育过程中表现出很大程度的可塑性。这种可塑性体现在从早期胚胎的快速和严格定时分裂到随后的大小受控的有丝分裂周期的过渡中。在发育后期,细胞可能会根据无数内部或外部信号暂停并重新开始增殖,或者在末期分化或衰老后永久退出细胞周期。除此以外,细胞还可以经历经过修饰的细胞分裂变体,如内向复制(增加细胞倍性)或减数分裂(减少细胞倍性)。这些丰富的行为导致了许多概念上的类比,旨在作为理解增殖程序的框架。在这里,我们旨在将这些机制统一到一个动态范式中。为此,我们采用控制理论方法,将细胞周期构建为一对可停滞和相互抑制、双重放大的负反馈振荡器,分别控制染色体复制和分离事件。在适当的条件下,这一框架可以再现固定周期振荡、持续时间可变的检查点停滞和内循环。随后,我们使用相位平面和分岔分析来解释这些特性的动力学基础。然后,我们利用一个符合生理实际的生化模型,证明了同样的调控结构支撑着细胞周期控制网络的各种功能。我们的结论是,牛顿的摇篮可能是细胞周期调控方式的一个合适的力学类比。
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引用次数: 0
Determinants of successful disease control through voluntary quarantine dynamics on social networks 通过社交网络上的自愿检疫动态成功控制疾病的决定因素。
IF 1.9 4区 数学 Q2 BIOLOGY Pub Date : 2024-08-31 DOI: 10.1016/j.mbs.2024.109288

In the wake of epidemics, quarantine measures are typically recommended by health authorities or governments to help control the spread of the disease. Compared with mandatory quarantine, voluntary quarantine offers individuals the liberty to decide whether to isolate themselves in case of infection exposure, driven by their personal assessment of the trade-off between economic loss and health risks as well as their own sense of social responsibility and concern for public health. To better understand self-motivated health behavior choices under these factors, here we incorporate voluntary quarantine into an endemic disease model – the susceptible–infected–susceptible (SIS) model – and perform comprehensive agent-based simulations to characterize the resulting behavior-disease interactions in structured populations. We quantify the conditions under which voluntary quarantine will be an effective intervention measure to mitigate disease burden. Furthermore, we demonstrate how individual decision-making factors, including the level of temptation to refrain from quarantine and the degree of social compassion, impact compliance levels of voluntary quarantines and the consequent collective disease mitigation efforts. We find that successful disease control requires either a sufficiently low level of temptation or a sufficiently high degree of social compassion, such that even complete containment of the epidemic is attainable. In addition to well-mixed populations, we have also analyzed other more realistic social networks of contacts, including spatial lattices, small-world networks, and real social networks. Our work offers new insights into the fundamental social dilemma aspect of disease control through non-pharmaceutical interventions, such as voluntary quarantine and isolation, where the collective outcome of individual decision-making is crucial.

流行病发生后,卫生当局或政府通常会建议采取检疫措施,以帮助控制疾病的传播。与强制检疫相比,自愿检疫为个人提供了自由,他们可以根据自己对经济损失和健康风险之间权衡的个人评估,以及自身的社会责任感和对公共卫生的关注,来决定是否在受到感染时进行自我隔离。为了更好地理解这些因素下的自我健康行为选择,我们在此将自愿隔离纳入地方病模型--易感-感染-易感(SIS)模型--并进行了基于代理的综合模拟,以描述结构化人群中由此产生的行为-疾病相互作用。我们量化了自愿检疫成为减轻疾病负担的有效干预措施的条件。此外,我们还展示了个人决策因素(包括不接受检疫的诱惑程度和社会同情程度)如何影响自愿检疫的遵守水平以及随之而来的集体疾病缓解努力。我们发现,成功的疾病控制需要足够低的诱惑程度或足够高的社会同情程度,这样即使完全遏制疫情也是可以实现的。除了混合良好的人群,我们还分析了其他更现实的社会接触网络,包括空间网格、小世界网络和真实社会网络。我们的工作为通过非药物干预(如自愿检疫和隔离)控制疾病的基本社会困境方面提供了新的见解,在这种情况下,个人决策的集体结果至关重要。
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