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Mathematical model of nucleocytoplasmic transport and nuclear-to-cell ratio in a growing cell 生长细胞中核细胞质运输和核细胞比的数学模型。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-29 DOI: 10.1016/j.jtbi.2025.112250
Xuesong Bai, Thomas G. Fai
It has been observed that the growth of the nucleus and the cytoplasm is coordinated during cell growth, resulting in a nearly constant nuclear-to-cell volume ratio (N/C) throughout the cell cycle. Previous studies have shown that the N/C ratio is determined by the ratio between the number of proteins in the nucleus and the total number of proteins in the cell. These observations suggest the importance of the nucleocytoplasmic transport process in nuclear size by regulating protein concentrations in the nucleus and cytoplasm. This paper combines a biophysical model of Ran-mediated nucleocytoplasmic transport and a simple cell growth model to provide insights into several key aspects of the N/C ratio homeostasis in growing cells. Our model shows that the permeability of the nuclear envelope needs to grow in line with the cell to maintain a nearly constant N/C ratio, that several parameters involved in the nucleocytoplasmic transport mechanism and gene translation significantly affect the N/C ratio, and that Ran may potentially compensate for the lack of NTF2 in the nucleocytoplasmic transport mechanism to maintain a viable N/C ratio. However, this compensation is possible only if RanGDP is allowed to translocate through the nuclear envelope independently of NTF2.
在细胞生长过程中,细胞核和细胞质的生长是相互协调的,在整个细胞周期中,细胞核与细胞的体积比(N/C)几乎是恒定的。先前的研究表明,N/C比率是由细胞核中蛋白质数量与细胞中蛋白质总数之比决定的。这些观察结果表明,通过调节细胞核和细胞质中的蛋白质浓度,核胞质转运过程在细胞核大小中的重要性。本文结合了ran介导的核细胞质运输的生物物理模型和简单的细胞生长模型,以提供对生长细胞中N/C比稳态的几个关键方面的见解。我们的模型表明,核膜的通透性需要与细胞一致生长才能维持一个近乎恒定的N/C比,核胞质转运机制和基因翻译中涉及的几个参数显著影响N/C比,Ran可能潜在地弥补核胞质转运机制中NTF2的缺失,以维持一个可行的N/C比。然而,这种补偿只有在允许RanGDP独立于NTF2通过核包膜转运的情况下才有可能实现。
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引用次数: 0
Mating versus alternative blood sources as determinants to mosquito abundance and population resilience 交配与替代血液来源是蚊子数量和种群恢复力的决定因素。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-28 DOI: 10.1016/j.jtbi.2025.112253
Gideon A. Ngwa , Bime M. Ghakanyuy , Miranda I. Teboh-Ewungkem , Jacek Banasiak
A deterministic nonlinear ordinary differential equation model for mosquito dynamics in which the mosquitoes can quest for blood either within a human population or within non-human/vertebrate populations is derived and studied. The model captures both the mosquito’s aquatic and terrestrial forms and includes a mechanism to investigate the impact of mating on mosquito dynamics. The model uses a restricted form of homogeneous mixing based on the idea that the mosquito has a blood-feeding habit determined by its blood-feeding preferences and its gonotrophic cycle. This characterisation allows us to compartmentalise the total mosquito population into distinct compartments according to the spatial location of the mosquito (breeding site, resting places and questing places) as well as blood-fed status. Issues of overcrowding and intraspecific competition both within the aquatic and the terrestrial stages of the mosquito’s life forms are addressed and considered in the model. Results show that the inclusion of mating induces bistability, a phenomenon whereby locally stable trivial and non-trivial equilibria co-exist with an unstable non-zero equilibrium. The local nature of the stable equilibria is demonstrated by numerically showing that the long-term state of the system is sensitive to initial conditions. The bistability state is analogous to the phenomenon of the Allee effect that has been reported in population biology. The model’s results, including the derivation of the threshold parameter of the system, are comprehensively tested via numerical simulations. The output of our model has direct application to mosquito control strategies, for it clearly shows key points in the mosquito’s developmental pathway that can be targeted for control purposes.
本文推导并研究了蚊子在人类种群或非人/脊椎动物种群中吸血的确定性非线性常微分方程模型。该模型捕获了蚊子的水生和陆地形态,并包括一种机制来研究交配对蚊子动力学的影响。该模型使用了一种有限形式的均匀混合,其基础是蚊子的吸血习惯是由它的吸血偏好和淋养循环决定的。这种特征使我们能够根据蚊子的空间位置(繁殖地点、休息地点和探索地点)以及吸血状况将蚊子总数划分为不同的区域。该模型解决并考虑了蚊子在水生和陆地生命形式阶段的过度拥挤和种内竞争问题。结果表明,配合的包含引起双稳定性,即局部稳定的平凡平衡和非平凡平衡与不稳定的非零平衡共存的现象。用数值方法证明了系统的长期状态对初始条件敏感,从而证明了系统稳定平衡的局部性质。双稳状态类似于种群生物学中报道的Allee效应现象。通过数值模拟对模型结果进行了全面验证,包括系统阈值参数的推导。我们的模型的输出可以直接应用于蚊子控制策略,因为它清楚地显示了蚊子发育途径中的关键点,可以用于控制目的。
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引用次数: 0
Stochastic modelling of early-stage COVID-19 epidemic dynamics in rural communities in the United States 美国农村社区早期COVID-19流行动态的随机建模
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-24 DOI: 10.1016/j.jtbi.2025.112248
Punya Alahakoon , Peter G. Taylor , James M. McCaw
COVID-19, caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has affected millions of people around the globe. We studied the spread of SARS-CoV-2 across six rural counties in North and South Dakota in the United States. The study period was from early March 2020 to mid-June 2021, during which non-pharmaceutical interventions (NPIs) were in place. The end of the study period coincided with the emergence of the Delta variant in the United States. We modelled the transmission dynamics in each county using a stochastic compartmental model and analysed the data within a Bayesian hierarchical statistical framework. We estimated key epidemiological and surveillance parameters including the reproduction number and reporting probability. We conducted a series of counterfactual analyses in which NPIs were lifted earlier and by varying degrees, modelled as an increase in the transmission rate. Under this range of plausible alternative responses, increases in case counts varied from negligible to substantial, underscoring the importance of timely public health measures and compliance with them. From a methodological perspective, our study demonstrates that despite the inherent high variability in epidemic behaviour in small rural communities, the combination of stochastic modelling and application of Bayesian hierarchical analyses enables the estimation of key epidemiological and surveillance parameters and consideration of the potential impact of alternative public health measures in small low population density communities.
由严重急性呼吸系统综合征冠状病毒2 (SARS-CoV-2)引起的COVID-19已影响到全球数百万人。我们研究了SARS-CoV-2在美国北达科他州和南达科他州六个农村县的传播。研究期间为2020年3月初至2021年6月中旬,在此期间实施了非药物干预措施(npi)。研究期结束时,美国出现了Delta变异。我们使用随机区隔模型模拟了每个县的传播动态,并在贝叶斯分层统计框架内分析了数据。我们估计了关键的流行病学和监测参数,包括繁殖数和报告概率。我们进行了一系列反事实分析,在这些分析中,npi被提前解除,并在不同程度上被建模为传播率的增加。在这一系列合理的备选对策下,病例数的增加从微不足道到大量不等,强调了及时采取公共卫生措施和遵守这些措施的重要性。从方法学的角度来看,我们的研究表明,尽管小型农村社区的流行病行为具有固有的高度可变性,但随机建模和贝叶斯分层分析的应用相结合,可以估计关键的流行病学和监测参数,并考虑在小型低人口密度社区中替代公共卫生措施的潜在影响。
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引用次数: 0
Adaptation of protein stability to thermally heterogeneous environments 蛋白质稳定性对热异构环境的适应。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-24 DOI: 10.1016/j.jtbi.2025.112252
Tadeas Priklopil , Kirsten Bomblies , Alex Widmer
Proper protein folding is essential for biological function, and its disruption can lead to disease, reduced fitness, or death. The ability of a protein to maintain its folded conformation is thus critical for life, making it a key target of adaptive evolution. However, protein stability is sensitive to environmental factors, particularly temperature, which can threaten phenotypic integrity and organismal survival under thermal changes. Despite its importance, the influence of complex thermal environments – characterized here by mean temperature, thermal fluctuations, and environmental heterogeneity – on the evolution of protein stability remains poorly understood. To address this, we developed a mathematical framework that combines two well-established models: a population genetic model describing species distributed across habitats with distinct thermal environments, and a thermodynamic model of protein stability incorporating temperature-dependent enthalpy and entropy contributions. We focus on two-state proteins that alternate between folded and unfolded states and assume that allelic fitness is maximized in proteins that achieve an optimal balance between flexibility and rigidity. Using this framework, we performed an invasion analysis of mutations (sensu adaptive dynamics framework) affecting three thermodynamic parameters that fully determine protein stability profiles. Where possible, we derived analytical expressions for evolutionarily optimal thermodynamic parameters and complemented these with numerical solutions. Our results show that mean temperature and thermal fluctuations have orthogonal effects on thermodynamic parameters, underscoring the need to consider both when studying protein stability adaptation. We further examined thermally heterogeneous environments, where subpopulations connected by migration experience different mean temperatures, identifying conditions that favor either local (specialist) or global (generalist) adaptation. Our results may explain why one thermodynamic parameter shows little association with thermal adaptation and suggest that local adaptation is more likely for proteins with stability profiles limited to narrow temperature ranges. Additionally, our analysis reveals whether a locally adapted protein originated in a colder or warmer habitat. Finally, we identified trade-offs in thermodynamic parameters that influence local or global adaptation. This study offers key predictions about protein evolution in complex thermal environments and lays the groundwork for developing practical tools to understand how temperature shapes adaptation and biodiversity.
适当的蛋白质折叠对生物功能至关重要,它的破坏可能导致疾病、健康降低或死亡。因此,蛋白质保持其折叠构象的能力对生命至关重要,使其成为适应性进化的关键目标。然而,蛋白质的稳定性对环境因素非常敏感,尤其是温度,这可能会威胁到温度变化下的表型完整性和生物体的生存。尽管它很重要,复杂的热环境——这里以平均温度、热波动和环境异质性为特征——对蛋白质稳定性演化的影响仍然知之甚少。为了解决这个问题,我们开发了一个数学框架,结合了两个成熟的模型:一个是描述物种分布在不同热环境下的种群遗传模型,另一个是包含温度依赖焓和熵贡献的蛋白质稳定性热力学模型。我们专注于在折叠和未折叠状态之间交替的两态蛋白质,并假设等位基因适应度在实现柔韧性和刚性之间的最佳平衡的蛋白质中最大化。利用这个框架,我们进行了突变的入侵分析(感知自适应动力学框架),影响三个完全决定蛋白质稳定性的热力学参数。在可能的情况下,我们推导了进化最优热力学参数的解析表达式,并辅以数值解。我们的研究结果表明,平均温度和热波动对热力学参数有正交影响,强调在研究蛋白质稳定性适应时需要考虑两者。我们进一步研究了热异质性环境,其中通过迁移连接的亚种群经历不同的平均温度,确定了有利于局部(专业)或全球(通才)适应的条件。我们的研究结果可能解释了为什么一个热力学参数与热适应的关系不大,并表明局部适应更可能是那些稳定性谱限制在狭窄温度范围内的蛋白质。此外,我们的分析还揭示了一种适应当地环境的蛋白质是来自较冷还是较暖的栖息地。最后,我们确定了影响局部或全局适应的热力学参数的权衡。该研究提供了复杂热环境下蛋白质进化的关键预测,并为开发实用工具来理解温度如何影响适应和生物多样性奠定了基础。
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引用次数: 0
Sensitivity and optimality analysis of breathing scenarios for 1D or 0D models of gas diffusion in the lung 肺内气体扩散的1D或0D模型呼吸情景的敏感性和最优性分析
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-19 DOI: 10.1016/j.jtbi.2025.112235
Céline Grandmont , Cyril Karamaoun , Sébastien Martin , Frédérique Noël
In the present work we propose a new nonlinear coupled 1D model to describe lung ventilation and the transport and diffusion of both oxygen and carbon dioxide in the bronchial tree through the blood. It takes into account the so-called Bohr-Haldane effect, which induces a strong coupling of oxygen and carbon dioxide, and is driven by the applied pleural pressure. The ability of this model to reproduce standard acknowledged values in healthy situations and normal breathing scenario is provided. One key aspect is that, contrary to its 0D counterpart, it naturally takes into account mixing of gases along the tree and a time delay as the gases have to be transported before reaching the alveoli. We investigate the sensitivity of the 1D model to model parameters, its behavior at exercise and recover standard washout carbon dioxide curves. We also investigate the sensitivity of both the 1D model and its 0D counterpart with respect to the breathing pattern by considering two types of pleural applied pressure: a piecewise constant one and a piecewise exponential one for various values of the breathing period, inspiratory ratio and pressure amplitude. We finally explore which cost functions the observed stereotypical breathing scenario for normal breathing in healthy situations may optimize, emphasizing the fact that it should be a combination of several criteria: low effort and small lung distension while maintaining average carbon dioxide arterial partial pressure at a given level. The paper concludes with a discussion on the proposed model, its limitations and further works.
在目前的工作中,我们提出了一个新的非线性耦合一维模型来描述肺通气和氧气和二氧化碳在支气管树中通过血液的运输和扩散。它考虑到所谓的玻尔-霍尔丹效应,它引起氧气和二氧化碳的强耦合,并由施加的胸膜压力驱动。该模型提供了在健康情况和正常呼吸情况下重现标准公认值的能力。一个关键的方面是,与0D相反,它自然地考虑了沿着树的气体混合和时间延迟,因为气体必须在到达肺泡之前运输。我们研究了一维模型对模型参数的敏感性,它在运动时的行为和恢复标准的冲洗二氧化碳曲线。我们还通过考虑两种类型的胸膜施加压力,研究了1D模型和0D模型对呼吸模式的敏感性:对于不同的呼吸周期、吸气比和压力振幅值,一个是分段恒定的,一个是分段指数的。我们最后探讨了在健康情况下观察到的正常呼吸的典型呼吸情景的哪些成本函数可以优化,强调它应该是几个标准的组合:低努力和小肺扩张,同时将平均二氧化碳动脉分压维持在给定水平。文章最后讨论了所提出的模型,它的局限性和进一步的工作。
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引用次数: 0
Inter-city infections and the role of size heterogeneity in containment strategies 城市间感染和规模异质性在遏制战略中的作用。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-15 DOI: 10.1016/j.jtbi.2025.112247
Viktor Bezborodov , Tyll Krueger , Cornelia Pokalyuk , Piotr Szymański , Aurélien Velleret
This study examines the effectiveness of regional lockdown strategies in mitigating pathogen spread across regional units, termed cities hereinafter. We develop simplified models to analyze infection spread across cities within a country during an epidemic wave. Isolation of a city is initiated when infection numbers within the city surpass defined thresholds. We compare two strategies: strategy (P) consists in prescribing thresholds proportionally to city sizes, while the same threshold is used for all cities under strategy (U). Given the heavy-tailed distribution of city sizes, strategy (P) may result in more secondary infections from larger cities than strategy (U).
Random graph models are constructed to represent infection spread as a percolation process. In particular, we consider a model in which mobility between cities only depends on city sizes. We assess the relative efficiency of the two strategies by comparing the ratios of the number of individuals under isolation to the total number of infections by the end of the epidemic wave under strategy (P) and (U). Additionally, we derive analytical formulas for disease prevalence and basic reproduction numbers.
Our models are calibrated using mobility data from France, Poland and Japan, validated through simulation. The findings indicate that mobility between cities in France and Poland is mainly determined by city sizes. However, a poor fit was observed with Japanese data, highlighting the importance to include other factors like e.g. geography for some countries in modeling. Our analysis suggest similar effectiveness for both strategies in France and Japan, while strategy (U) demonstrates distinct merits in Poland.
本研究考察了区域封锁战略在减轻病原体在区域单位(下文称为城市)传播方面的有效性。我们开发了简化的模型来分析在流行病浪潮期间一个国家内城市之间的感染传播。当城市内的感染人数超过定义的阈值时,开始对城市进行隔离。我们比较了两种策略:策略(P)包括规定与城市规模成比例的阈值,而策略(U)下的所有城市都使用相同的阈值。考虑到城市规模的重尾分布,策略(P)可能比策略(U)导致更多来自大城市的继发感染。构建了随机图模型,将感染传播表示为渗透过程。特别地,我们考虑了一个城市之间的流动性仅取决于城市规模的模型。我们通过比较(P)和(U)策略下的隔离个体数与流行波结束时感染总数的比率来评估这两种策略的相对效率。此外,我们还推导出疾病流行率和基本繁殖数的分析公式。我们的模型使用来自法国、波兰和日本的移动数据进行校准,并通过仿真验证。研究结果表明,法国和波兰城市之间的流动性主要取决于城市规模。然而,观察到与日本数据的拟合度很差,这突出了在建模中考虑其他因素(例如某些国家的地理)的重要性。我们的分析表明,这两种战略在法国和日本的效果相似,而战略(U)在波兰表现出明显的优点。
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引用次数: 0
“Normal” phylogenetic networks may be emerging as the leading class “正常”系统发育网络可能正在成为主导类别。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-14 DOI: 10.1016/j.jtbi.2025.112236
Andrew Francis
The rich and varied ways that genetic material can be passed between species has motivated extensive research into the theory of phylogenetic networks. Features that align with biological processes, or with desirable mathematical properties, have been used to define classes and prove results, with the goal of developing the theoretical foundations for network reconstruction methods. We may have now reached the point where a collection of recent results can be drawn together to make one class of network, the normal networks, a leading contender, sitting in the sweet spot between biological relevance and mathematical tractability.
遗传物质在物种间传递的丰富多样的方式激发了对系统发育网络理论的广泛研究。与生物过程或理想的数学性质相一致的特征已被用于定义类和证明结果,其目标是为网络重建方法发展理论基础。我们现在可能已经达到了这样的地步:可以把最近的一系列结果汇集在一起,形成一类网络,即普通网络,它是一个领先的竞争者,处于生物学相关性和数学可追溯性之间的最佳位置。
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引用次数: 0
Preventing SARS-CoV-2 superspreading events with antiviral intranasal sprays 用鼻内抗病毒喷雾剂预防SARS-CoV-2超级传播事件。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-10 DOI: 10.1016/j.jtbi.2025.112237
George Booth , Christoforos Hadjichrysanthou , Keira L. Rice , Jacopo Frallicciardi , Zoltán Magyarics , Frank de Wolf , Jaap Goudsmit , Anna L. Beukenhorst , Roy Anderson

Introduction

Superspreading events are known to disproportionally contribute to onwards transmission of epidemic and pandemic viruses. Preventing infections in a small number of high-transmission settings is therefore an attractive public health goal.

Methods

We use deterministic and stochastic mathematical modelling to quantify the impact of intranasal sprays in containing outbreaks at a confirmed superspreading event (the 2020 SARS-CoV-2 outbreak at the Diamond Princess cruise ship) and a conference event that led to extensive transmission.

Results

In the Diamond Princess cruise ship case study, there exists a 7–14-day window of opportunity for widespread prophylactic intranasal spray usage to significantly impact the number of infections averted. Given an immediate response to a known SARS-CoV-2 outbreak, alongside testing and social distancing measures, prophylactic efficacy and coverage greater than 65% could reduce the average number of infections by over 90%. In the conference case study, in the absence of additional public health interventions, analyses suggest much higher prophylactic efficacy and coverage is required to achieve a similar outcome on a population level. However, prophylactic use can halve an individual’s probability of being infected, and significantly reduce the probability of developing a severe infection.

Conclusions

At a known potential superspreading event, early use of intranasal sprays can complement quarantining measures and significantly suppress a SARS-CoV-2 outbreak, even at suboptimal coverage. At a potential superspreading event of short duration, intranasal sprays can reduce individuals’ risk of infection, but in the absence of other interventions, they cannot prevent all infections or all onwards community transmission.

Plain language summary

Where crowds are in close contact in closed spaces, respiratory viruses like coronavirus spread easily. At such events, superspreading may occur: one person transmitting the virus to many other event-goers, fuelling the epidemic or pandemic. We used mathematical modelling to predict whether antiviral nose sprays which act immediately can prevent such superspreading events. We found that early use of nose sprays can suppress a SARS-CoV-2 outbreak, even if not everybody is treated with the nose spray, as long as people are also tested and use social distancing if infected. At a conference where people do not quarantine, it is more difficult to prevent spreading of the virus altogether with nose sprays alone. However, at an individual level, people who take the nose spray have lower chance of getting infected with the virus.
导言:众所周知,超级传播事件会不成比例地促进流行病和大流行性病毒的向前传播。方法:我们使用确定性和随机数学模型来量化鼻内喷雾剂在一次确认的超级传播事件(2020年钻石公主号游轮上的SARS-CoV-2爆发)和一次导致广泛传播的会议活动中控制疫情的影响。结果:在钻石公主号游轮案例研究中,广泛使用预防性鼻内喷雾剂存在7-14天的机会窗口,可以显著影响避免感染的数量。如果对已知的SARS-CoV-2疫情立即作出反应,再加上检测和保持社交距离的措施,预防效果和覆盖率超过65%,可以将平均感染人数减少90%以上。在会议的案例研究中,分析表明,在没有额外的公共卫生干预措施的情况下,要在人口一级取得类似的结果,需要有更高的预防效果和覆盖率。然而,预防性使用可以将个人感染的可能性减半,并显著降低发生严重感染的可能性。结论:在已知的潜在超级传播事件中,早期使用鼻内喷雾剂可以补充隔离措施,并显着抑制SARS-CoV-2爆发,即使在覆盖率不理想的情况下也是如此。在潜在的短期超级传播事件中,鼻内喷雾剂可降低个人感染风险,但在没有其他干预措施的情况下,它们无法预防所有感染或所有后续社区传播。简单的语言总结:在封闭空间中人群密切接触的地方,冠状病毒等呼吸道病毒很容易传播。在这类活动中,可能会发生超级传播:一个人将病毒传播给许多其他参加活动的人,从而加剧疫情或大流行。我们使用数学模型来预测立即起作用的抗病毒鼻喷雾剂是否可以防止这种超级传播事件。我们发现,早期使用鼻喷雾剂可以抑制SARS-CoV-2的爆发,即使不是每个人都接受鼻喷雾剂治疗,只要人们也接受检测,并在感染后保持社交距离。在不进行隔离的会议上,仅靠鼻腔喷雾剂很难完全阻止病毒的传播。然而,在个人层面上,使用鼻喷雾剂的人感染病毒的几率较低。
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引用次数: 0
Modeling cell differentiation in neuroblastoma: Insights into development, malignancy, and treatment relapse 神经母细胞瘤的细胞分化模型:对发展、恶性和治疗复发的见解。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-07 DOI: 10.1016/j.jtbi.2025.112230
Simon F. Martina-Perez , Luke A. Heirene , Jennifer C. Kasemeier , Paul M. Kulesa , Ruth E. Baker
Neuroblastoma is a paediatric extracranial solid cancer that arises from the developing sympathetic nervous system and is characterised by an abnormal distribution of cell types in tumours compared to healthy infant tissues. In this paper, we propose a new mathematical model of cell differentiation during sympathoadrenal development. By performing Bayesian inference of the model parameters using clinical data from patient samples, we show that the model successfully accounts for the observed differences in cell type heterogeneity among healthy adrenal tissues and four common types of neuroblastomas. Using a phenotypically structured model, we show that alterations in healthy differentiation dynamics are related to cell malignancy, and tumour volume growth. We use this model to analyse the evolution of malignant traits in a tumour. Our findings suggest that normal development dynamics make the embryonic sympathetic nervous system more robust to perturbations and accumulation of malignancies, and that the diversity of differentiation dynamics found in the neuroblastoma subtypes lead to unique risk profiles for neuroblastoma relapse after treatment.
神经母细胞瘤是一种儿童颅外实体癌,起源于发育中的交感神经系统,其特征是肿瘤中细胞类型的异常分布与健康婴儿组织相比。本文提出了一种新的交感肾上腺发育过程中细胞分化的数学模型。通过使用患者样本的临床数据对模型参数进行贝叶斯推断,我们表明该模型成功地解释了健康肾上腺组织和四种常见神经母细胞瘤之间观察到的细胞类型异质性差异。使用表型结构模型,我们表明健康分化动力学的改变与细胞恶性肿瘤和肿瘤体积生长有关。我们用这个模型来分析肿瘤中恶性性状的演变。我们的研究结果表明,正常的发育动态使胚胎交感神经系统对恶性肿瘤的扰动和积累更加强健,并且在神经母细胞瘤亚型中发现的分化动态的多样性导致治疗后神经母细胞瘤复发的独特风险谱。
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引用次数: 0
A spatially resolved and lipid-structured model for macrophage populations in early human atherosclerotic lesions 早期人类动脉粥样硬化病变中巨噬细胞群体的空间分解和脂质结构模型。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2025-08-05 DOI: 10.1016/j.jtbi.2025.112232
Keith L. Chambers , Mary R. Myerscough , Michael G. Watson , Helen M. Byrne
Atherosclerosis is a chronic inflammatory disease of the artery wall. The early stages of atherosclerosis are driven by interactions between lipids and monocyte-derived-macrophages (MDMs). The mechanisms that govern the spatial distribution of lipids and MDMs in the lesion remain poorly understood. In this paper, we develop a spatially-resolved and lipid-structured model for early atherosclerosis. The model development and analysis are guided by images of human coronary lesions by Nakashima et al. (2007). Consistent with their findings, the model predicts that lipid initially accumulates deep in the intima due to a spatially non-uniform LDL retention capacity. The model also qualitatively reproduces the global internal maxima in the Nakashima images only when the MDM mobility is sufficiently sensitive to lipid content, and MDM lifespan sufficiently insensitive. Introducing lipid content-dependence to MDM mobility and mean lifespan produced minimal impact on model behaviour at early times, but strongly impacted lesion composition at steady state. Increases to the sensitivity of MDM lifespan to lipid content yield lesions with fewer MDMs, less total lesion lipid content and reduced mean MDM infiltration depth. Increases to the sensitivity of MDM mobility to lipid content also reduces the MDM infiltration depth, but increases the proportion of lipid-laden MDMs. We find that MDM lipid content increases with spatial depth, regardless of blood LDL and HDL content. These results shed light on the mechanisms that drive spatial variation in the composition of early atherosclerotic lesions, and the role of macrophage lipid content in disease progression.
动脉粥样硬化是动脉壁的慢性炎症性疾病。动脉粥样硬化的早期阶段是由脂质和单核细胞衍生巨噬细胞(MDMs)之间的相互作用驱动的。控制脂质和MDMs在病变中的空间分布的机制仍然知之甚少。在本文中,我们开发了一个空间分辨和脂质结构的早期动脉粥样硬化模型。模型的开发和分析以Nakashima等人的人类冠状动脉病变图像为指导。Nakashima等人(2007)。与他们的发现一致,该模型预测,由于LDL在空间上的保留能力不均匀,脂质最初在内膜深处积聚。只有当MDM迁移率对脂质含量足够敏感,而MDM寿命足够不敏感时,该模型才定性地再现Nakashima图像中的全局内部最大值。将脂质含量依赖性引入MDM迁移率和平均寿命,在早期对模型行为的影响很小,但在稳态时对病变组成的影响很大。随着MDM寿命对脂质含量敏感性的增加,MDM数量减少、总脂质含量减少、平均MDM浸润深度降低的病变也会发生变化。MDM迁移率对脂质含量敏感性的提高也降低了MDM的浸润深度,但增加了脂质负载MDM的比例。我们发现MDM脂质含量随空间深度增加,与血液LDL和HDL含量无关。这些结果揭示了驱动早期动脉粥样硬化病变组成空间变化的机制,以及巨噬细胞脂质含量在疾病进展中的作用。
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Journal of Theoretical Biology
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