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Characterising Cancer Cell Responses to Cyclic Hypoxia Using Mathematical Modelling. 利用数学建模描述癌细胞对周期性缺氧的反应
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-11-06 DOI: 10.1007/s11538-024-01359-0
Giulia L Celora, Ruby Nixson, Joe M Pitt-Francis, Philip K Maini, Helen M Byrne

In vivo observations show that oxygen levels in tumours can fluctuate on fast and slow timescales. As a result, cancer cells can be periodically exposed to pathologically low oxygen levels; a phenomenon known as cyclic hypoxia. Yet, little is known about the response and adaptation of cancer cells to cyclic, rather than, constant hypoxia. Further, existing in vitro models of cyclic hypoxia fail to capture the complex and heterogeneous oxygen dynamics of tumours growing in vivo. Mathematical models can help to overcome current experimental limitations and, in so doing, offer new insights into the biology of tumour cyclic hypoxia by predicting cell responses to a wide range of cyclic dynamics. We develop an individual-based model to investigate how cell cycle progression and cell fate determination of cancer cells are altered following exposure to cyclic hypoxia. Our model can simulate standard in vitro experiments, such as clonogenic assays and cell cycle experiments, allowing for efficient screening of cell responses under a wide range of cyclic hypoxia conditions. Simulation results show that the same cell line can exhibit markedly different responses to cyclic hypoxia depending on the dynamics of the oxygen fluctuations. We also use our model to investigate the impact of changes to cell cycle checkpoint activation and damage repair on cell responses to cyclic hypoxia. Our simulations suggest that cyclic hypoxia can promote heterogeneity in cellular damage repair activity within vascular tumours.

体内观察结果表明,肿瘤内的氧含量可在快慢时间尺度上波动。因此,癌细胞会周期性地暴露在病理低氧水平下;这种现象被称为周期性缺氧。然而,人们对癌细胞对周期性缺氧而非持续性缺氧的反应和适应知之甚少。此外,现有的体外周期性缺氧模型无法捕捉到体内生长的肿瘤复杂而多变的氧动态。数学模型有助于克服当前实验的局限性,并通过预测细胞对各种循环动态的反应,为肿瘤循环缺氧生物学提供新的见解。我们开发了一个基于个体的模型,以研究暴露于周期性缺氧后,癌细胞的细胞周期进展和细胞命运决定是如何改变的。我们的模型可以模拟标准的体外实验,如克隆生成实验和细胞周期实验,从而有效筛选细胞在各种循环缺氧条件下的反应。模拟结果表明,根据氧波动的动态变化,同一细胞系对周期性缺氧的反应会明显不同。我们还利用模型研究了细胞周期检查点激活和损伤修复的变化对细胞周期性缺氧反应的影响。我们的模拟结果表明,周期性缺氧可促进血管肿瘤内细胞损伤修复活动的异质性。
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引用次数: 0
Connectivity of Parameter Regions of Multistationarity for Multisite Phosphorylation Networks. 多位点磷酸化网络多态性参数区域的连接性
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-11-04 DOI: 10.1007/s11538-024-01368-z
Nidhi Kaihnsa, Máté L Telek

The parameter region of multistationarity of a reaction network contains all the parameters for which the associated dynamical system exhibits multiple steady states. Describing this region is challenging and remains an active area of research. In this paper, we concentrate on two biologically relevant families of reaction networks that model multisite phosphorylation and dephosphorylation of a substrate at n sites. For small values of n, it had previously been shown that the parameter region of multistationarity is connected. Here, we extend these results and provide a proof that applies to all values of n. Our techniques are based on the study of the critical polynomial associated with these reaction networks together with polyhedral geometric conditions of the signed support of this polynomial.

反应网络的多稳态参数区域包含相关动力系统表现出多稳态的所有参数。描述这一区域极具挑战性,目前仍是一个活跃的研究领域。在本文中,我们集中讨论了两个与生物相关的反应网络系列,它们模拟了底物在 n 个位点上的多位点磷酸化和去磷酸化。对于较小的 n 值,以前的研究表明,多态性参数区域是相连的。在这里,我们扩展了这些结果,并提供了适用于所有 n 值的证明。我们的技术基于对与这些反应网络相关的临界多项式以及该多项式符号支持的多面体几何条件的研究。
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引用次数: 0
Steady-State Drug Exposure of Repeated IV Bolus Administration for a One Compartment Pharmacokinetic Model with Sigmoidal Hill Elimination. 具有西格玛阶梯消除作用的单室药代动力学模型的重复静脉注射给药的稳态药物暴露。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-11-02 DOI: 10.1007/s11538-024-01375-0
Meizhu Cao, Xiaotian Wu, Jun Li

Drugs exhibiting nonlinear pharmacokinetics hold significant importance in drug research and development. However, evaluating drug exposure accurately is challenging with the current formulae established for linear pharmacokinetics. This article aims to investigate the steady-state drug exposure for a one-compartment pharmacokinetic (PK) model with sigmoidal Hill elimination, focusing on three key topics: the comparison between steady-state drug exposure of repeated intravenous (IV) bolus ( AUC ss ) and total drug exposure after a single IV bolus ( AUC 0 - ); the evolution of steady-state drug concentration with varying dosing frequencies; and the control of drug pharmacokinetics in multiple-dose therapeutic scenarios. For the first topic, we established conditions for the existence of AUC ss , derived an explicit formula for its calculation, and compared it with AUC 0 - . For the second, we identified the trending properties of steady-state average and trough concentrations concerning dosing frequency. For the third, we developed formulae to compute dose and dosing time for both regular and irregular dosing scenarios. As an example, our findings were applied to a real drug model of progesterone used in lactating dairy cows. In conclusion, these results provide a theoretical foundation for designing rational dosage regimens and conducting therapeutic trials.

表现出非线性药代动力学的药物在药物研发中具有重要意义。然而,使用目前为线性药代动力学建立的公式来准确评估药物暴露量具有挑战性。本文旨在研究具有西格玛希尔消除作用的单室药代动力学(PK)模型的稳态药物暴露量,重点关注三个关键问题:重复静脉注射(IV)栓剂的稳态药物暴露量(AUC ss)与单次静脉注射后的总药物暴露量(AUC 0 - ∞)之间的比较;不同给药频率下稳态药物浓度的演变;以及多剂量治疗情况下药物药代动力学的控制。对于第一个主题,我们确定了 AUC ss 的存在条件,推导出了一个明确的计算公式,并将其与 AUC 0 - ∞ 进行了比较。对于第二个主题,我们确定了稳态平均浓度和谷底浓度与用药频率有关的趋势特性。第三,我们开发了计算定期和不定期用药情况下的剂量和用药时间的公式。例如,我们将研究结果应用于泌乳奶牛使用黄体酮的实际药物模型。总之,这些结果为设计合理的剂量方案和进行治疗试验提供了理论基础。
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引用次数: 0
Accumulation of Oncogenic Mutations During Progression from Healthy Tissue to Cancer. 在从健康组织向癌症发展的过程中积累致癌突变。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-10-29 DOI: 10.1007/s11538-024-01372-3
Ruibo Zhang, Ivana Bozic

Cancers are typically fueled by sequential accumulation of driver mutations in a previously healthy cell. Some of these mutations, such as inactivation of the first copy of a tumor suppressor gene, can be neutral, and some, like those resulting in activation of oncogenes, may provide cells with a selective growth advantage. We study a multi-type branching process that starts with healthy tissue in homeostasis and models accumulation of neutral and advantageous mutations on the way to cancer. We provide results regarding the sizes of premalignant populations and the waiting times to the first cell with a particular combination of mutations, including the waiting time to malignancy. Finally, we apply our results to two specific biological settings: initiation of colorectal cancer and age incidence of chronic myeloid leukemia. Our model allows for any order of neutral and advantageous mutations and can be applied to other evolutionary settings.

癌症通常是由以前健康的细胞中连续积累的驱动突变引发的。其中一些突变(如肿瘤抑制基因第一个拷贝的失活)可能是中性的,而另一些突变(如导致癌基因激活的突变)则可能为细胞提供选择性生长优势。我们研究了一个多类型的分支过程,该过程从处于平衡状态的健康组织开始,在通往癌症的道路上模拟中性突变和优势突变的积累。我们提供的结果涉及恶性前群体的规模和到第一个具有特定突变组合的细胞的等待时间,包括到恶性肿瘤的等待时间。最后,我们将结果应用于两个特定的生物学环境:结肠直肠癌的发病率和慢性髓性白血病的年龄发病率。我们的模型允许任何顺序的中性突变和优势突变,并可应用于其他进化环境。
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引用次数: 0
Bounding Seed Loss from Isolated Habitat Patches. 孤立生境斑块种子损失的界限
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-10-28 DOI: 10.1007/s11538-024-01367-0
Benjamin Hafner, Katherine Meyer

Dispersal of propagules (seeds, spores) from a geographically isolated habitat into an uninhabitable matrix can play a decisive role in driving population dynamics. ODE and integrodifference models of these dynamics commonly feature a "dispersal success" parameter representing the average proportion of dispersing propagules that remain in viable habitat. While dispersal success can be estimated by empirical measurements or by integration of dispersal kernels, one may lack resources for fieldwork or details on dispersal kernels for numerical computation. Here we derive simple upper bounds on the proportion of propagule loss-the complement of dispersal success-that require only habitat area, habitat perimeter, and the mean dispersal distance of a propagule. Using vector calculus in a probabilistic framework, we rigorously prove bounds for the cases of both symmetric and asymmetric dispersal. We compare the bounds to simulations of integral models for the population of Asclepias syriaca (common milkweed) at McKnight Prairie-a 14 hectare reserve surrounded by agricultural fields in Goodhue County, Minnesota-and identify conditions under which the bounds closely estimate propagule loss.

繁殖体(种子、孢子)从地理上与世隔绝的栖息地扩散到不适宜居住的基质中,对种群动态起着决定性的作用。这些动态的 ODE 模型和积分差分模型通常都有一个 "扩散成功率 "参数,代表留在可生存栖息地的扩散繁殖体的平均比例。虽然扩散成功率可以通过经验测量或整合扩散核来估算,但我们可能缺乏实地考察的资源或数值计算所需的扩散核细节。在这里,我们推导出了繁殖体损失比例的简单上限--即扩散成功的补充--只需要栖息地面积、栖息地周长和繁殖体的平均扩散距离。我们利用概率框架中的矢量微积分,严格证明了对称和非对称扩散情况下的界限。我们将边界与麦克奈特草原(明尼苏达州古德休县农田环绕的 14 公顷保护区)的普通乳草(Asclepias syriaca)种群积分模型模拟结果进行了比较,并确定了在哪些条件下边界可以近似估计繁殖体的损失。
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引用次数: 0
Evolution of dispersal in river networks. 河网散布的演变。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-10-28 DOI: 10.1007/s11538-024-01370-5
Olga Vasilyeva, Dylan Smith, Frithjof Lutscher

Evolution of dispersal is a fascinating topic at the intersection of ecology and evolutionary dynamics that has generated many challenging problems in the analysis of reaction-diffusion equations. Early results indicated that lower random diffusion rates are generally beneficial. However, in riverine environments with downstream drift, high diffusion may be optimal, depending on downstream boundary conditions. Most of these results were obtained from modeling a single river reach, yet many rivers form intricate tree-shaped networks. We study the evolution of dispersal on a metric graph representing the simplest such possible network: two upstream segments joining to form one downstream segment. We first show that the shape of the positive steady state of a single population depends crucially on the geometry of the network, here considered as the relative length of the three segments. We then study the evolution of dispersal by considering the possibility of "invasion" of a second type (invader) at the steady state of the first type (resident). We show that the geometry of the network determines whether higher or intermediate dispersal is favored.

扩散进化是生态学与进化动力学交叉领域的一个引人入胜的课题,它在反应扩散方程分析中产生了许多具有挑战性的问题。早期的研究结果表明,较低的随机扩散率通常是有益的。然而,在有下游漂移的河流环境中,高扩散率可能是最佳的,这取决于下游的边界条件。这些结果大多是从单一河段的建模中获得的,然而许多河流都形成了错综复杂的树状网络。我们研究了代表最简单网络的度量图上的扩散演化:两个上游河段连接成一个下游河段。我们首先证明,单个种群的正稳定状态的形状在很大程度上取决于网络的几何形状,这里的几何形状是指三段网络的相对长度。然后,我们通过考虑在第一类种群(常住种群)的稳定状态下第二类种群(入侵者)"入侵 "的可能性来研究扩散的演变。我们的研究表明,网络的几何形状决定了是倾向于高级分散还是中级分散。
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引用次数: 0
AMBER: A Modular Model for Tumor Growth, Vasculature and Radiation Response. AMBER:肿瘤生长、血管和辐射反应模块化模型。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-10-26 DOI: 10.1007/s11538-024-01371-4
Louis V Kunz, Jesús J Bosque, Mohammad Nikmaneshi, Ibrahim Chamseddine, Lance L Munn, Jan Schuemann, Harald Paganetti, Alejandro Bertolet

Computational models of tumor growth are valuable for simulating the dynamics of cancer progression and treatment responses. In particular, agent-based models (ABMs) tracking individual agents and their interactions are useful for their flexibility and ability to model complex behaviors. However, ABMs have often been confined to small domains or, when scaled up, have neglected crucial aspects like vasculature. Additionally, the integration into tumor ABMs of precise radiation dose calculations using gold-standard Monte Carlo (MC) methods, crucial in contemporary radiotherapy, has been lacking. Here, we introduce AMBER, an Agent-based fraMework for radioBiological Effects in Radiotherapy that computationally models tumor growth and radiation responses. AMBER is based on a voxelized geometry, enabling realistic simulations at relevant pre-clinical scales by tracking temporally discrete states stepwise. Its hybrid approach, combining traditional ABM techniques with continuous spatiotemporal fields of key microenvironmental factors such as oxygen and vascular endothelial growth factor, facilitates the generation of realistic tortuous vascular trees. Moreover, AMBER is integrated with TOPAS, an MC-based particle transport algorithm that simulates heterogeneous radiation doses. The impact of radiation on tumor dynamics considers the microenvironmental factors that alter radiosensitivity, such as oxygen availability, providing a full coupling between the biological and physical aspects. Our results show that simulations with AMBER yield accurate tumor evolution and radiation treatment outcomes, consistent with established volumetric growth laws and radiobiological understanding. Thus, AMBER emerges as a promising tool for replicating essential features of tumor growth and radiation response, offering a modular design for future expansions to incorporate specific biological traits.

肿瘤生长的计算模型对于模拟癌症进展和治疗反应的动态非常有价值。尤其是跟踪单个病原体及其相互作用的基于病原体的模型(ABM),因其灵活性和模拟复杂行为的能力而非常有用。然而,ABM 通常局限于小领域,或者在扩大规模时忽略了血管等关键方面。此外,使用黄金标准蒙特卡洛(Monte Carlo,MC)方法将精确的辐射剂量计算整合到肿瘤 ABM 中,这在当代放射治疗中至关重要,但一直缺乏这种整合。在此,我们介绍一种基于代理的放射生物效应放疗模型(AMBER),它能对肿瘤生长和放射反应进行计算建模。AMBER 基于体素化的几何结构,通过逐步追踪时间上的离散状态,在相关临床前尺度上实现了逼真的模拟。其混合方法将传统的 ABM 技术与氧气和血管内皮生长因子等关键微环境因素的连续时空场相结合,有助于生成逼真的迂回血管树。此外,AMBER 还集成了 TOPAS,这是一种基于 MC 的粒子传输算法,可模拟异质辐射剂量。辐射对肿瘤动力学的影响考虑了改变辐射敏感性的微环境因素,如氧气的可用性,提供了生物和物理方面的全面耦合。我们的研究结果表明,使用 AMBER 进行的模拟能够产生准确的肿瘤演变和放射治疗结果,这与既定的体积生长规律和放射生物学认识是一致的。因此,AMBER 是复制肿瘤生长和辐射反应基本特征的一种很有前途的工具,它提供了一种模块化设计,可在未来扩展到特定的生物特征。
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引用次数: 0
Host-Parasitoid Systems are Vulnerable to Extinction via P-Tipping: Forest Tent Caterpillar as an Example. 寄主-寄生虫系统很容易因 P-Tipping 而灭绝:以森林帐篷毛虫为例。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-10-16 DOI: 10.1007/s11538-024-01358-1
Bryce F Dyck, Rebecca Tyson

Continuous-time predator-prey models admit limit cycle solutions that are vulnerable to the phenomenon of phase-sensitive tipping (P-tipping): The predator-prey system can tip to extinction following a rapid change in a key model parameter, even if the limit cycle remains a stable attractor. In this paper, we investigate the existence of P-tipping in an analogous discrete-time system: a host-parasitoid system, using the economically damaging forest tent caterpillar as our motivating example. We take the intrinsic growth rate of the consumer as our key parameter, allowing it to vary with environmental conditions in ways consistent with the predictions of global warming. We find that the discrete-time system does admit P-tipping, and that the discrete-time P-tipping phenomenon shares characteristics with the continuous-time one: Both require an Allee effect on the resource population, occur in small subsets of the phase plane, and exhibit stochastic resonance as a function of the autocorrelation in the environmental variability. In contrast, the discrete-time P-tipping phenomenon occurs when the environmental conditions switch from low to high productivity, can occur even if the magnitude of the switch is relatively small, and can occur from multiple disjoint regions in the phase plane.

连续时间捕食者-猎物模型的极限循环解容易受到相位敏感倾覆(P-tipping)现象的影响:即使极限循环仍是稳定的吸引子,捕食者-猎物系统也会在关键模型参数快速变化后走向灭绝。在本文中,我们以具有经济危害性的森林帐篷毛虫为例,研究了在一个类似的离散时间系统(寄主-寄生虫系统)中是否存在 P-倾覆现象。我们将消费者的内在增长率作为关键参数,允许它随着环境条件的变化而变化,其变化方式与全球变暖的预测一致。我们发现,离散时间系统确实允许P-tipping,而且离散时间的P-tipping现象与连续时间的P-tipping现象具有相同的特征:二者都需要对资源种群产生阿利效应,都发生在相平面的小子集上,并表现出与环境变化自相关函数的随机共振。相比之下,离散时间的 P-tipping 现象发生在环境条件从低生产率向高生产率转换时,即使转换的幅度相对较小也会发生,而且可能发生在相平面上多个不相连的区域。
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引用次数: 0
Wolbachia Invasion in Mosquitoes with Incomplete CI, Imperfect Maternal Transmission and Maturation Delay. 具有不完全 CI、不完全母体传播和成熟延迟的蚊子中的沃尔巴克氏体入侵。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-10-14 DOI: 10.1007/s11538-024-01363-4
Xiaoke Ma, Ying Su

The mechanism of cytoplasmic incompatibility (CI) is important in the study of Wolbachia invasion in wild mosquitoes. Su et al. (Bull Math Biol 84(9):95, 2022) proposed a delay differential equation model by relating the CI effect to maturation delay. In this paper, we investigate the dynamics of this model by allowing the same density-dependent death rate and distinct density-independent death rates. Through analyzing the existence and stability of equilibria, we obtain the parameter conditions for Wolbachia successful invasion if the maternal transmission is perfect. While if the maternal transmission is imperfect, we give the ranges of parameters to ensure failure invasion, successful invasion and partially suppressing, respectively. Meanwhile, numerical simulations indicate that the system may exhibit monostable and bistable dynamics when parameters vary. Particularly, in the bistable situation an unstable separatrix, like a line, exists when choosing constant functions as initial values; and the maturation delay affects this separatrix in an interesting way.

细胞质不相容(CI)的机制对研究野生蚊子的沃尔巴克氏体入侵非常重要。Su等人(Bull Math Biol 84(9):95, 2022)提出了一个延迟微分方程模型,将CI效应与成熟延迟联系起来。在本文中,我们通过允许相同的依赖密度的死亡率和不同的不依赖密度的死亡率来研究该模型的动力学。通过分析平衡态的存在性和稳定性,我们得到了在母体传播完美的情况下,沃尔巴克氏菌成功入侵的参数条件。而在母源传播不完全的情况下,我们分别给出了确保入侵失败、入侵成功和部分抑制的参数范围。同时,数值模拟表明,当参数变化时,系统可能表现出单稳态和双稳态动态。特别是在双稳态情况下,当选择恒定函数作为初始值时,会存在一个类似直线的不稳定分离矩阵;成熟延迟会以一种有趣的方式影响这个分离矩阵。
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引用次数: 0
Fungal Parasite Transmission in a Planktonic Ecosystem Under Light and Nutrient Constraints. 光照和营养限制下浮游生态系统中的真菌寄生虫传播
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2024-10-13 DOI: 10.1007/s11538-024-01365-2
Yawen Yan, Juping Ji, Hao Wang

The two main components of the planktonic ecosystem are phytoplankton and zooplankton. Fungal parasites can infect zooplankton and spread between them. In this paper, we construct a dynamic model to describe the spread of fungal parasites among zooplankton. Basic reproduction number for fungal parasite transmission among zooplankton are rigorously derived. The dynamics of this system are analyzed including dissipativity and equilibria. We further explore the effects of ecological factors on population dynamics and the relationship between fungal parasite transmission and phytoplankton blooms. Interestingly, our theoretical and numerical results indicate that a low-light or oligotrophic aquatic environment is helpful in mitigating the transmission of fungal parasites. We also show that fungal parasites on zooplankton can increase phytoplankton biomass and induce blooms.

浮游生态系统的两个主要组成部分是浮游植物和浮游动物。真菌寄生虫可感染浮游动物并在浮游动物之间传播。本文构建了一个动态模型来描述真菌寄生虫在浮游动物之间的传播。我们严格推导了真菌寄生虫在浮游动物间传播的基本繁殖数。分析了这一系统的动力学特性,包括耗散性和平衡性。我们进一步探讨了生态因素对种群动态的影响以及真菌寄生虫传播与浮游植物繁殖之间的关系。有趣的是,我们的理论和数值结果表明,低光照或低营养的水生环境有助于减轻真菌寄生虫的传播。我们还表明,浮游动物身上的真菌寄生虫会增加浮游植物的生物量并诱发浮游植物藻华。
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引用次数: 0
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Bulletin of Mathematical Biology
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