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Inverse Reconstruction of Cell Proliferation Laws in Cancer Invasion Modelling 肿瘤侵袭模型中细胞增殖规律的逆重建
Q4 MATHEMATICS, APPLIED Pub Date : 2021-08-08 DOI: 10.5206/mase/13865
D. Trucu, Maher Alwuthaynani
The process of local cancer cell invasion of the surrounding tissue is key for the overall tumour growth and spread within the human body, the past 3 decades witnessing intense mathematical modelling efforts in these regards. However, for a deep understanding of the cancer invasion process these modelling studies require robust data assimilation approaches. While being of crucial importance in assimilating potential clinical data, the inverse problems approaches in cancer modelling are still in their early stages, with questions regarding the retrieval of the characteristics of tumour cells motility, cells mutations, and cells population proliferation, remaining widely open. This study deals with the identification and reconstruction of the usually unknown cancer cell proliferation law in cancer modelling from macroscopic tumour snapshot data collected at some later stage in the tumour evolution. Considering two basic tumour configurations, associated with the case of one cancer cells population and two cancer cells subpopulations that exercise their dynamics within the extracellular matrix, we combine Tikhonov regularisation and gaussian mollification approaches with finite element and finite differences approximations to reconstruct the proliferation laws for each of these sub-populations from both exact and noisy measurements. Our inverse problem formulation is accompanied by numerical examples for the reconstruction of several proliferation laws used in cancer growth modelling.
局部癌症细胞侵袭周围组织的过程是肿瘤在人体内整体生长和扩散的关键,在过去的30年里,在这些方面进行了密集的数学建模工作。然而,为了深入了解癌症侵袭过程,这些建模研究需要强大的数据同化方法。尽管在吸收潜在的临床数据方面至关重要,但癌症建模中的逆向问题方法仍处于早期阶段,有关肿瘤细胞运动、细胞突变和细胞群体增殖特征的检索问题仍处于广泛开放的状态。本研究根据肿瘤进化后期收集的宏观肿瘤快照数据,对癌症模型中通常未知的癌症细胞增殖规律进行识别和重建。考虑到与一个癌症细胞群和两个癌症细胞亚群的情况相关的两种基本肿瘤配置,我们将Tikhonov正则化和高斯软化方法与有限元和有限差分近似相结合,从精确和有噪声的测量中重建这些子种群中每一个的增殖定律。我们的反问题公式附有数值例子,用于重建癌症生长模型中使用的几种增殖定律。
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引用次数: 0
$m$th-order Fisher-KPP equation with free boundaries and time-aperiodic advection 具有自由边界和时间非周期平流的$m$阶Fisher KPP方程
Q4 MATHEMATICS, APPLIED Pub Date : 2021-07-31 DOI: 10.5206/mase/13996
Changqing Ji, D. Zhu, Jingli Ren
In this paper, we investigate a $m$th-order Fisher-KPP equation with free boundaries and time-aperiodic advection. Considering the influence of advection term and initial conditions on the long time behavior of solutions, we obtain spreading-vanishing dichotomy, spreading-transition-vanishing trichotomy, and vanishing happens with the coefficient of advection term in small amplitude, medium-sized amplitude and large amplitude, respectively. Then, the appropriate parameters are selected in the simulation to intuitively show the corresponding theoretical results. Moreover, the wave-spreading and wave-vanishing cases of the solutions are observed in our study.
本文研究了一类具有自由边界和时间非周期平流的$m$次阶Fisher-KPP方程。考虑到平流项和初始条件对解的长时间行为的影响,得到了扩展-消失二分法、扩展-过渡-消失三分法,并分别在小振幅、中振幅和大振幅随平流项系数的增大而消失。然后,在仿真中选择合适的参数,直观地显示相应的理论结果。此外,我们还观察到解的波传播和波消失情况。
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引用次数: 0
Global properties of a virus dynamics model with self-proliferation of CTLs CTL自增殖病毒动力学模型的全局性质
Q4 MATHEMATICS, APPLIED Pub Date : 2021-05-24 DOI: 10.5206/MASE/13822
Cuicui Jiang, H. Kong, Guohong Zhang, Kaifa Wang
A viral infection model with self-proliferation of cytotoxic T lymphocytes (CTLs) is proposed and its global dynamics is obtained. When the per capita self-proliferation rate of CTLs is sufficient large, an infection-free but immunity-activated equilibrium always exists and is globally asymptotically stable if the basic reproduction number of virus is less than a threshold value, which means that the immune effect still exists though virus be eliminated. Qualitative numerical simulations further indicate that the increase of per capita self-proliferation rate may lead to more severe infection outcome, which may provide insight into the failure of immune therapy.
提出了一种具有细胞毒性T淋巴细胞自增殖的病毒感染模型,并获得了其全局动力学。当CTL的人均自增殖率足够大时,如果病毒的基本繁殖数小于阈值,则无感染但免疫激活的平衡总是存在,并且是全局渐近稳定的,这意味着即使病毒被消灭,免疫效果仍然存在。定性数值模拟进一步表明,人均自增殖率的增加可能导致更严重的感染结果,这可能为免疫治疗的失败提供线索。
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引用次数: 2
The replicator dynamics of generalized Nash games 广义纳什对策的复制因子动力学
Q4 MATHEMATICS, APPLIED Pub Date : 2021-05-18 DOI: 10.5206/MASE/11137
Jason Lequyer
Generalized Nash Games are a powerful modelling tool, first introduced in the 1950's. They have seen some important developments in the past two decades. Separately, Evolutionary Games were introduced in the 1960's and seek to describe how natural selection can drive phenotypic changes in interacting populations. In this paper, we show how the dynamics of these two independently formulated models can be linked under a common framework and how this framework can be used to expand Evolutionary Games. At the center of this unified model is the Replicator Equation and the relationship we establish between it and the lesser known Projected Dynamical System.
广义纳什博弈是一个强大的建模工具,在20世纪50年代首次引入。在过去的二十年里,他们看到了一些重要的发展。另外,进化游戏是在20世纪60年代引入的,旨在描述自然选择如何在相互作用的种群中驱动表型变化。在本文中,我们将展示这两个独立模型的动态如何在一个共同框架下联系起来,以及该框架如何用于扩展进化游戏。这个统一模型的中心是复制方程,以及我们在它和鲜为人知的投影动力系统之间建立的关系。
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引用次数: 0
An extended SEIARD model for COVID-19 vaccination in Mexico: analysis and forecast 墨西哥COVID-19疫苗接种的扩展SEIARD模型:分析和预测
Q4 MATHEMATICS, APPLIED Pub Date : 2021-04-09 DOI: 10.1101/2021.04.06.21255039
A. M. G. Perez, D. A. Oluyori
In this study, we propose and analyze an extended SEIARD model with vaccination. We compute the control reproduction number Rc of our model and study the stability of equilibria. We show that the set of disease-free equilibria is locally asymptotically stable when Rc<1 and unstable when Rc>1, and we provide a sufficient condition for its global stability. Furthermore, we perform numerical simulations using the reported data of COVID-19 infections and vaccination in Mexico to study the impact of different vaccination, transmission and efficacy rates on the dynamics of the disease.
在这项研究中,我们提出并分析了一个扩展的带有疫苗接种的SEIARD模型。我们计算了模型的控制复制数Rc,并研究了平衡点的稳定性。我们证明了无病平衡点集在Rc1时是局部渐近稳定的,并给出了其全局稳定的充分条件。此外,我们利用墨西哥报告的COVID-19感染和疫苗接种数据进行数值模拟,研究不同的疫苗接种、传播率和有效性对疾病动态的影响。
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引用次数: 3
Effect of fear on two predator-one prey model in deterministic and fluctuating environment 确定性和波动环境下恐惧对两捕食者-一猎物模型的影响
Q4 MATHEMATICS, APPLIED Pub Date : 2021-03-22 DOI: 10.5206/MASE/13541
D. Mukherjee
Recent ecological studies on predator-prey interactions has concentrated on determining the impacts of antipredator behavior due to fear of predators. These studies are mainly confined into one predator-one prey system. But in case of multiple predator attack on single prey species, fear mechanism is still unknown. The combined impact of multiple predator often cannot be anticipated from their independent effects. So coexistence of multiple predators and prey’s fitness becomes an important issue from an ecological point of view. Based on the above observations, we proposed and analyzed a model consisting of two competing predator sharing a common prey where prey’s reproduction rate is affected due to fear generated by the predators. We first study the boundedness, uniform persistence, stability and Hopf bifurcation of the deterministic model. Thereafter, we have investigated the existence and uniqueness of the global positive solution, boundedness, asymptotic stability of the stochastic model.  Numerical examples are provided to support our obtained  results.
最近关于捕食者与猎物相互作用的生态学研究集中在确定由于对捕食者的恐惧而产生的反捕食者行为的影响上。这些研究主要局限于一个捕食者-一个猎物系统。但在多个捕食者攻击单个猎物的情况下,恐惧机制仍然未知。多个捕食者的联合影响往往无法从它们的独立影响中预测出来。因此,从生态学的角度来看,多种捕食者的共存和猎物的适应性成为一个重要问题。基于上述观察,我们提出并分析了一个由两个相互竞争的捕食者共享一个共同猎物组成的模型,其中捕食者产生的恐惧会影响猎物的繁殖率。我们首先研究了确定性模型的有界性、一致持久性、稳定性和Hopf分支。然后,我们研究了随机模型全局正解的存在唯一性、有界性和渐近稳定性。提供了数值例子来支持我们获得的结果。
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引用次数: 2
A robust phenomenological approach to investigate COVID-19 data for France 调查法国COVID-19数据的强有力现象学方法
Q4 MATHEMATICS, APPLIED Pub Date : 2021-02-12 DOI: 10.1101/2021.02.10.21251500
Q. Griette, J. Demongeot, P. Magal
We provide a new method to analyze the COVID-19 cumulative reported cases data based on a two-step process: first we regularize the data by using a phenomenological model which takes into account the endemic or epidemic nature of the time period, then we use a mathematical model which reproduces the epidemic exactly. This allows us to derive new information on the epidemic parameters and to compute the effective basic reproductive ratio on a daily basis. Our method has the advantage of identifying robust trends in the number of new infectious cases and produces an extremely smooth reconstruction of the epidemic. The number of parameters required by the method is parsimonious: for the French epidemic between February 2020 and January 2021 we use only 11 parameters in total.
本文提出了一种新的分析COVID-19累计报告病例数据的方法,该方法基于两步过程:首先使用考虑时间段地方性或流行病性质的现象学模型对数据进行正则化,然后使用精确再现流行病的数学模型。这使我们能够获得关于流行病参数的新信息,并每天计算有效基本生殖比率。我们的方法的优点是确定了新感染病例数量的稳健趋势,并产生了非常顺利的流行病重建。该方法所需的参数数量非常少:对于2020年2月至2021年1月期间的法国疫情,我们总共只使用了11个参数。
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引用次数: 20
Traveling waves in cooperative predation: relaxation of sublinearity 合作捕食中的行波:次线性的松弛
Q4 MATHEMATICS, APPLIED Pub Date : 2021-02-01 DOI: 10.5206/MASE/13393
Srijana Ghimire, Xiang-Sheng Wang
In this paper, we investigate traveling wave solutions of a diffusive predator-prey model which takes into consideration hunting cooperation. Sublinearity condition is violated for the function of cooperative predation. When the basic reproduction number for the diffusion-free model is greater than one, we find a critical wave speed below which no positive traveling wave solution shall exist. On the other hand, if the wave speed exceeds this critical value, we prove the existence of a positive traveling wave solution connecting the predator-free equilibrium to the unique positive equilibrium under a technical assumption of weak cooperative predation. The key idea of the proof contains two major steps: (i) we construct a suitable pentahedron and find inside it a trajectory connecting the predator-free equilibrium; and (ii) we construct a suitable Lyapunov function and use LaSalle invariance principle to prove that the trajectory also connects the positive equilibrium. In the end of this paper, we propose five open problems related to traveling wave solutions in cooperative predation.
本文研究了一类考虑捕食合作的扩散捕食-食饵模型的行波解。合作捕食函数不符合次线性条件。当无扩散模型的基本再现数大于1时,我们找到了一个临界波速,在此速度以下不存在正行波解。另一方面,如果波速超过这个临界值,我们证明了在弱合作捕食的技术假设下,无捕食者平衡与唯一正平衡之间存在正行波解。证明的关键思想包括两个主要步骤:(i)构造一个合适的五面体,并在其内部找到一条连接无捕食者平衡的轨迹;(ii)构造合适的Lyapunov函数并利用LaSalle不变性原理证明轨迹也连接正平衡。在本文的最后,我们提出了五个与合作捕食行波解相关的开放问题。
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引用次数: 2
A leader-followers game of emergency preparedness for adverse events 一种针对不利事件的应急准备的领导者-追随者游戏
Q4 MATHEMATICS, APPLIED Pub Date : 2021-01-22 DOI: 10.5206/MASE/11093
M. Nahirniak, M. Cojocaru, T. Migot
Natural disasters occur across the globe, resulting in billions of dollars of damage each year. Effective preparation before a disaster can help to minimize damages, economic impact, and loss of human life. This paper uses a game theory framework to set up a leader-followers model for resource distribution to several geographic zones before an adverse event. The researchers model population members who may choose to prepare in advance of an event by acquiring supplies, whereas others may wait until the last minute. Failure to prepare in advance could result in a significant loss due to the chance that supplies may no longer be available. Numerical simulations are run to determine how the leader should distribute supplies to maximize the preparedness of the overall population. It was found that population size is a significant factor for supply distribution, but the behaviour of individuals within a zone is also important. Much of the current resource allocation research focuses on the logistics and economics of supply distribution, but this paper demonstrates that social aspects should also be considered.
自然灾害发生在全球各地,每年造成数十亿美元的损失。在灾难发生前进行有效的准备可以帮助减少损失、经济影响和人员损失。本文运用博弈论框架,建立了灾害发生前多个地理区域资源分配的领导-追随者模型。研究人员对群体成员进行了建模,他们可能会选择在事件发生前通过获取物资来做好准备,而其他人可能会等到最后一刻。如果事先不做好准备,可能会因为供应可能不再可用而导致重大损失。通过数值模拟来确定领导者应该如何分配物资,以最大限度地提高总体人口的准备程度。研究发现,种群规模是影响供应分布的重要因素,但区域内个体的行为也很重要。目前的资源配置研究大多集中在物流和供应分配的经济学上,但本文表明,社会方面也应该考虑。
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引用次数: 0
Seasonal dynamics of a generalist and a specialist predator on a single prey 通才掠食者和专才掠食者对单一猎物的季节性动态
Q4 MATHEMATICS, APPLIED Pub Date : 2021-01-01 DOI: 10.5206/mase/13569
N. Bolohan, V. LeBlanc, F. Lutscher
In ecological communities, the behaviour of individuals and the interaction between species may change between seasons, yet this seasonal variation is often not represented explicitly in mathematical models. As global change is predicted to alter season length and other climatic aspects, such seasonal variation needs to be included in models in order to make reasonable predictions for community dynamics. The resulting mathematical descriptions are nonautonomous models with a large number of parameters, and are therefore challenging to analyze. We present a model for two predators and one prey, whereby one predator switches hunting behaviour to seasonally include alternative prey when available. We use a combination of temporal averaging and invasion analysis to derive simplified models and determine the behaviour of the system, in particular to gain insight into conditions under which the two predators can coexist in a changing climate. We compare our results with numerical simulations of the temporally varying model.
在生态群落中,个体的行为和物种之间的相互作用可能会随着季节的变化而变化,然而这种季节变化往往不能在数学模型中明确地表示出来。由于预计全球变化会改变季节长度和其他气候方面,这种季节变化需要包括在模式中,以便对群落动态作出合理的预测。由此产生的数学描述是具有大量参数的非自治模型,因此很难分析。我们提出了一个两个捕食者和一个猎物的模型,其中一个捕食者改变狩猎行为,季节性地包括可选的猎物。我们结合使用时间平均和入侵分析来推导简化模型并确定系统的行为,特别是深入了解两种掠食者在不断变化的气候中共存的条件。我们将我们的结果与时变模型的数值模拟进行了比较。
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引用次数: 2
期刊
Mathematics in applied sciences and engineering
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