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Mathematical modeling of COVID-19 pandemic in the context of sub-Saharan Africa: a short-term forecasting in Cameroon and Gabon. 撒哈拉以南非洲地区COVID-19大流行的数学建模:喀麦隆和加蓬的短期预测。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2022-02-22 DOI: 10.1093/imammb/dqab020
C H Nkwayep, S Bowong, B Tsanou, M A Aziz Alaoui, J Kurths

In this paper, we propose and analyse a compartmental model of COVID-19 to predict and control the outbreak. We first formulate a comprehensive mathematical model for the dynamical transmission of COVID-19 in the context of sub-Saharan Africa. We provide the basic properties of the model and compute the basic reproduction number $mathcal {R}_0$ when the parameter values are constant. After, assuming continuous measurement of the weekly number of newly COVID-19 detected cases, newly deceased individuals and newly recovered individuals, the Ensemble of Kalman filter (EnKf) approach is used to estimate the unmeasured variables and unknown parameters, which are assumed to be time-dependent using real data of COVID-19. We calibrated the proposed model to fit the weekly data in Cameroon and Gabon before, during and after the lockdown. We present the forecasts of the current pandemic in these countries using the estimated parameter values and the estimated variables as initial conditions. During the estimation period, our findings suggest that $mathcal {R}_0 approx 1.8377 $ in Cameroon, while $mathcal {R}_0 approx 1.0379$ in Gabon meaning that the disease will not die out without any control measures in theses countries. Also, the number of undetected cases remains high in both countries, which could be the source of the new wave of COVID-19 pandemic. Short-term predictions firstly show that one can use the EnKf to predict the COVID-19 in Sub-Saharan Africa and that the second vague of the COVID-19 pandemic will still increase in the future in Gabon and in Cameroon. A comparison between the basic reproduction number from human individuals $mathcal {R}_{0h}$ and from the SARS-CoV-2 in the environment $mathcal {R}_{0v}$ has been done in Cameroon and Gabon. A comparative study during the estimation period shows that the transmissions from the free SARS-CoV-2 in the environment is greater than that from the infected individuals in Cameroon with $mathcal {R}_{0h}$ = 0.05721 and $mathcal {R}_{0v}$ = 1.78051. This imply that Cameroonian apply distancing measures between individual more than with the free SARS-CoV-2 in the environment. But, the opposite is observed in Gabon with $mathcal {R}_{0h}$ = 0.63899 and $mathcal {R}_{0v}$ = 0.39894. So, it is important to increase the awareness campaigns to reduce contacts from individual to individual in Gabon. However, long-term predictions reveal that the COVID-19 detected cases will play an important role in the spread of the disease. Further, we found that there is a necessity to increase timely the surveillance by using an awareness program and a detection process, and the eradication of the pandemic is highly dependent on the control measures taken by each government.

在本文中,我们提出并分析了COVID-19的分区模型,以预测和控制疫情。我们首先建立了撒哈拉以南非洲地区COVID-19动态传播的综合数学模型。我们给出了模型的基本属性,并计算了参数值为常数时的基本再现数$mathcal {R}_0$。然后,假设连续测量每周新发病例数、新发死亡病例数和新发康复病例数,使用集合卡尔曼滤波(EnKf)方法估计未测量变量和未知参数,假设这些变量和未知参数与COVID-19的真实数据具有时间依赖性。我们对提议的模型进行了校准,以适应喀麦隆和加蓬在封锁之前、期间和之后的每周数据。我们使用估计的参数值和估计的变量作为初始条件,提出了对这些国家当前大流行的预测。在估计期间,我们的研究结果表明,喀麦隆的$mathcal {R}_0 约为1.8377美元,而加蓬的$mathcal {R}_0 约为1.0379美元,这意味着如果这些国家不采取任何控制措施,该疾病将不会消失。此外,两国未被发现的病例数量仍然很高,这可能是新一波COVID-19大流行的根源。短期预测首先表明,人们可以使用EnKf预测撒哈拉以南非洲的COVID-19,并且未来在加蓬和喀麦隆,COVID-19大流行的第二个模糊值仍将增加。在喀麦隆和加蓬,对来自人类个体的基本繁殖数$mathcal {R}_{0h}$和来自环境$mathcal {R}_{0v}$的SARS-CoV-2进行了比较。估算期间的对比研究表明,喀麦隆环境中游离SARS-CoV-2的传播量大于感染个体的传播量,分别为$mathcal {R}_{0h}$ = 0.05721和$mathcal {R}_{0v}$ = 1.78051。这意味着喀麦隆人更多地采取个人之间的距离措施,而不是与环境中游离的SARS-CoV-2保持距离。但是,加蓬的情况正好相反,$mathcal {R}_{0h}$ = 0.63899, $mathcal {R}_{0v}$ = 0.39894。因此,在加蓬加强提高认识运动以减少人与人之间的接触是很重要的。然而,长期预测表明,COVID-19检测到的病例将在疾病的传播中发挥重要作用。此外,我们发现有必要通过使用意识计划和检测过程来增加及时的监测,并且根除大流行高度依赖于各国政府采取的控制措施。
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引用次数: 3
A multi-scale/multi-physics model for the theoretical study of the vascular configuration of retinal capillary plexuses based on OCTA data. 基于OCTA数据的视网膜毛细血管丛血管形态理论研究的多尺度/多物理模型。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2022-02-22 DOI: 10.1093/imammb/dqab018
Greta Chiaravalli, Giovanna Guidoboni, Riccardo Sacco, Jake Radell, Alon Harris

The retinal tissue is highly metabolically active and is responsible for translating the visual stimuli into electrical signals to be delivered to the brain. A complex vascular structure ensures an adequate supply of blood and oxygen, which is essential for the function and survival of the retinal tissue. To date, a complete understanding of the configuration of the retinal vascular structures is still lacking. Optical coherence tomography angiography has made available a huge amount of imaging data regarding the main retinal capillary plexuses, namely the superficial capillary plexuses (SCP), intermediate capillary plexuses (ICP) and deep capillary plexuses (DCP). However, the interpretation of these data is still controversial. In particular, the question of whether the three capillary plexuses are connected in series or in parallel remains a matter of debate. In this work, we address this question by utilizing a multi-scale/multi-physics mathematical model to quantify the impact of the two hypothesized vascular configurations on retinal hemodynamics and oxygenation. The response to central retinal vein occlusion (CRVO) and intraocular pressure (IOP) elevation is also simulated depending on whether the capillary plexuses are connected in series or in parallel. The simulation results show the following: (i) in the in series configuration, the plexuses exhibit a differential response, with DCP and ICP experiencing larger pressure drops than SCP; and (ii) in the in parallel configuration, the blood flow redistributes uniformly in the three plexuses. The different vascular configurations show different responses also in terms of oxygen profiles: (i) in the in series configuration, the outer nuclear layer, outer plexiform layer and inner nuclear layer (INL) are those most affected by CRVO and IOP elevation; and (ii) in the in parallel configuration the INL and ganglion cell layer are those most affected. The in series results are consistent with studies on paracentral acute middle maculopathy, secondary to CRVO and with studies on IOP elevation, in which DCP and ICP and the retinal tissues surrounding them are those most affected by ischemia. These findings seem to suggest that the in series configuration better describes the physiology of the vascular retinal capillary network in health and disease.

视网膜组织具有高度的代谢活性,负责将视觉刺激转化为电信号并传递给大脑。复杂的血管结构保证了足够的血液和氧气供应,这对视网膜组织的功能和存活至关重要。迄今为止,对视网膜血管结构的结构仍缺乏完整的了解。光学相干断层扫描血管造影提供了大量关于视网膜主要毛细血管丛的成像数据,即浅表毛细血管丛(SCP)、中间毛细血管丛(ICP)和深毛细血管丛(DCP)。然而,对这些数据的解释仍然存在争议。特别是,三个毛细血管丛是串联还是平行连接的问题仍然是一个有争议的问题。在这项工作中,我们通过利用多尺度/多物理数学模型来量化两种假设血管构型对视网膜血流动力学和氧合的影响,从而解决了这个问题。对视网膜中央静脉阻塞(CRVO)和眼压(IOP)升高的反应也根据毛细血管丛是串联还是并联进行模拟。仿真结果表明:(1)在串联结构下,神经丛表现出差分响应,DCP和ICP比SCP有更大的压降;(ii)在平行构型下,血流在三神经丛中重新均匀分布。不同的血管构型在氧谱上也表现出不同的响应:(1)在串联构型中,外核层、外丛状层和内核层(INL)受CRVO和IOP升高的影响最大;(ii)在平行结构中,INL和神经节细胞层是受影响最大的。这一系列结果与CRVO继发的中央旁急性中黄斑病变的研究和IOP升高的研究一致,DCP和ICP及其周围视网膜组织是受缺血影响最大的。这些发现似乎表明,串联结构更好地描述了血管视网膜毛细血管网络的生理健康和疾病。
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引用次数: 2
Stochastic mathematical models for the spread of COVID-19: a novel epidemiological approach. COVID-19传播的随机数学模型:一种新的流行病学方法。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2022-02-22 DOI: 10.1093/imammb/dqab019
Ayman Mourad, Fatima Mroue, Zahraa Taha

In this paper, three stochastic mathematical models are developed for the spread of the coronavirus disease (COVID-19). These models take into account the known special characteristics of this disease such as the existence of infectious undetected cases and the different social and infectiousness conditions of infected people. In particular, they include a novel approach that considers the social structure, the fraction of detected cases over the real total infected cases, the influx of undetected infected people from outside the borders, as well as contact-tracing and quarantine period for travellers. Two of these models are discrete time-discrete state space models (one is simplified and the other is complete) while the third one is a continuous time-continuous state space stochastic integro-differential model obtained by a formal passing to the limit from the proposed simplified discrete model. From a numerical point of view, the particular case of Lebanon has been studied and its reported data have been used to estimate the complete discrete model parameters, which can be of interest in estimating the spread of COVID-19 in other countries. The obtained simulation results have shown a good agreement with the reported data. Moreover, a parameters' analysis is presented in order to better understand the role of some of the parameters. This may help policy makers in deciding on different social distancing measures.

本文建立了冠状病毒病(COVID-19)传播的三个随机数学模型。这些模型考虑到这种疾病已知的特点,例如存在未被发现的传染性病例以及受感染者的不同社会和传染性条件。特别是,它们包括一种新方法,该方法考虑了社会结构、发现病例占实际感染病例总数的比例、未发现的感染者从境外涌入以及接触者追踪和旅行者隔离期。其中两个模型是离散时间-离散状态空间模型(一个是简化的,另一个是完全的),第三个模型是由所提出的简化离散模型通过形式传递到极限得到的连续时间-连续状态空间随机积分-微分模型。从数值角度来看,研究了黎巴嫩的具体情况,并使用其报告的数据来估计完整的离散模型参数,这可能有助于估计COVID-19在其他国家的传播情况。仿真结果与文献数据吻合较好。此外,为了更好地理解某些参数的作用,还进行了参数分析。这可能有助于决策者决定不同的社会距离措施。
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引用次数: 4
OUP accepted manuscript OUP接受稿件
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2022-01-01 DOI: 10.1093/imammb/dqac002
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引用次数: 3
OUP accepted manuscript OUP接受稿件
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2022-01-01 DOI: 10.1093/imammb/dqac006
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引用次数: 0
OUP accepted manuscript OUP接受稿件
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2022-01-01 DOI: 10.1093/imammb/dqac001
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引用次数: 0
Predicting elimination of evolving virus variants 预测消除不断进化的病毒变体
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2021-06-25 DOI: 10.1101/2021.06.24.21259501
Elliott Hughes, Rachelle N. Binny, S. Hendy, A. James
As the SARS-CoV-2 virus spreads around the world new variants are appearing regularly. Although some countries have achieved very swift and successful vaccination campaigns, on a global scale the vast majority of the population is unvaccinated and new variants are proving more resistant to the current set of vaccines. We present a simple model of disease spread which includes the evolution of new variants and varying vaccine effectiveness to these new strains. We show that rapid vaccine updates to target new strains are more effective than slow updates and containing spread through non-pharmaceutical interventions is vital whilst these vaccines are delivered. Finally when measuring the key model inputs, e.g. the rate at which new mutations and variants of concern emerge, is difficult we show how an observable model output, the number of new variants which have been seen, is strongly correlated with the probability the virus is eliminated.
随着SARS-CoV-2病毒在世界各地的传播,新的变种经常出现。虽然一些国家已经非常迅速和成功地开展了疫苗接种运动,但在全球范围内,绝大多数人口未接种疫苗,而且新的变种对现有的疫苗具有更强的抵抗力。我们提出了一个简单的疾病传播模型,其中包括新变种的进化和对这些新菌株的不同疫苗有效性。我们表明,针对新菌株的快速疫苗更新比缓慢更新更有效,并且在提供这些疫苗时,通过非药物干预措施遏制传播至关重要。最后,当难以测量关键模型输入时,例如新突变和引起关注的变体出现的速度时,我们展示了可观察到的模型输出,即已观察到的新变体的数量,如何与病毒被消除的可能性密切相关。
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引用次数: 0
Bifurcation analysis of a phage-bacteria interaction model with prophage induction. 噬菌体诱导下噬菌体-细菌相互作用模型的分岔分析。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2021-03-15 DOI: 10.1093/imammb/dqaa010
H M Ndongmo Teytsa, B Tsanou, S Bowong, J M-S Lubuma

A predator-prey model is used to investigate the interactions between phages and bacteria by considering the lytic and lysogenic life cycles of phages and the prophage induction. We provide answers to the following conflictual research questions: (1) what are conditions under which the presence of phages can purify a bacterial infected environment? (2) Can the presence of phages triggers virulent bacterial outbreaks? We derive the basic offspring number $mathcal N_0$ that serves as a threshold and the bifurcation parameter to study the dynamics and bifurcation of the system. The model exhibits three equilibria: an unstable environment-free equilibrium, a globally asymptotically stable (GAS) phage-free equilibrium (PFE) whenever $mathcal N_0<1$, and a locally asymptotically stable environment-persistent equilibrium (EPE) when $mathcal N_0>1$. The Lyapunov-LaSalle techniques are used to prove the GAS of the PFE and estimate the EPE basin of attraction. Through the center manifold approximation, topological types of the PFE are precised. Existence of transcritical and Hopf bifurcations are established. Precisely, when $mathcal N_0>1$, the EPE loses its stability and periodic solutions arise. Furthermore, increasing $mathcal N_0$ can purify an environment where bacteriophages are introduced. Purposely, we prove that for large values of $mathcal N_0$, the overall bacterial population asymptotically approaches zero, while the phage population sustains. Ecologically, our results show that for small values of $mathcal N_0$, the existence of periodic solutions could explain the occurrence of repetitive bacteria-borne disease outbreaks, while large value of $mathcal N_0$ clears bacteria from the environment. Numerical simulations support our theoretical results.

通过考虑噬菌体的裂解和溶原生命周期以及噬菌体的诱导作用,采用捕食-被捕食模型来研究噬菌体与细菌之间的相互作用。我们提供了以下相互冲突的研究问题的答案:(1)在什么条件下噬菌体的存在可以净化细菌感染的环境?(2)噬菌体的存在是否会引发致命的细菌爆发?我们导出了基本子代数N_0作为系统的阈值和分岔参数来研究系统的动力学和分岔。该模型表现出三个平衡:一个不稳定的无环境平衡,一个全局渐近稳定(GAS)无噬菌体平衡(PFE)。利用Lyapunov-LaSalle技术对EPE的气体进行了证明,并对EPE的吸引盆地进行了估计。通过中心流形逼近,确定了PFE的拓扑类型。建立了跨临界分岔和Hopf分岔的存在性。精确地说,当$mathcal N_0>1$时,EPE失去稳定性,出现周期解。此外,增加$数学N_0$可以净化引入噬菌体的环境。有意地,我们证明了对于较大的$mathcal N_0$值,总体细菌种群渐近于零,而噬菌体种群维持不变。在生态学上,我们的研究结果表明,对于$mathcal N_0$的小值,周期解的存在可以解释重复细菌性疾病暴发的发生,而$mathcal N_0$的大值则可以清除环境中的细菌。数值模拟支持我们的理论结果。
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引用次数: 5
Stability of a non-local kinetic model for cell migration with density-dependent speed. 具有密度依赖速度的细胞迁移非局部动力学模型的稳定性。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2021-03-15 DOI: 10.1093/imammb/dqaa013
Nadia Loy, Luigi Preziosi

The aim of this article is to study the stability of a non-local kinetic model proposed by Loy & Preziosi (2020a) in which the cell speed is affected by the cell population density non-locally measured and weighted according to a sensing kernel in the direction of polarization and motion. We perform the analysis in a $d$-dimensional setting. We study the dispersion relation in the one-dimensional case and we show that the stability depends on two dimensionless parameters: the first one represents the stiffness of the system related to the cell turning rate, to the mean speed at equilibrium and to the sensing radius, while the second one relates to the derivative of the mean speed with respect to the density evaluated at the equilibrium. It is proved that for Dirac delta sensing kernels centered at a finite distance, corresponding to sensing limited to a given distance from the cell center, the homogeneous configuration is linearly unstable to short waves. On the other hand, for a uniform sensing kernel, corresponding to uniformly weighting the information collected up to a given distance, the most unstable wavelength is identified and consistently matches the numerical solution of the kinetic equation.

本文的目的是研究Loy & Preziosi (2020a)提出的非局部动力学模型的稳定性,该模型中细胞速度受非局部测量的细胞种群密度的影响,并根据极化和运动方向的传感核进行加权。我们在d维设置中执行分析。我们研究了一维情况下的色散关系,并表明稳定性取决于两个无维参数:第一个参数代表系统的刚度,与细胞转动速率、平衡时的平均速度和感应半径有关,而第二个参数与平均速度相对于平衡时评估的密度的导数有关。证明了对于以有限距离为中心的Dirac delta传感核,即距离胞心一定距离的传感,其均匀构型对短波是线性不稳定的。另一方面,对于均匀传感核,即对给定距离内收集到的信息进行均匀加权,识别出最不稳定的波长,并与动力学方程的数值解一致匹配。
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引用次数: 0
The optimal age of vaccination against dengue in Brazil based on serotype-specific forces of infection derived from serological data. 根据血清学数据得出的血清型特异性感染力,巴西登革热疫苗接种的最佳年龄。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2021-03-15 DOI: 10.1093/imammb/dqaa007
Sandra B Maier, Eduardo Massad, Marcos Amaku, Marcelo N Burattini, David Greenhalgh

In this paper, we study a single serotype transmission model of dengue to determine the optimal vaccination age for Dengvaxia. The transmission dynamics are modelled with an age-dependent force of infection. The force of infection for each serotype is derived from the serological profile of dengue in Brazil without serotype distinction and from serotype-specific reported cases. The risk due to an infection is measured by the probability of requiring hospitalization based on Brazilian Ministry of Health data. The optimal vaccination age is determined for any number and combination of the four distinct dengue virus serotypes DENv1-4. The lifetime expected risk is adapted to include antibody dependent enhancement (ADE) and permanent cross-immunity after two heterologous infections. The risk is assumed to be serostatus-dependent. The optimal vaccination age is computed for constant, serostatus-specific vaccine efficacies. Additionally, the vaccination age is restricted to conform to the licence of Dengvaxia in Brazil and the achievable and minimal lifetime expected risks are compared. The optimal vaccination age obtained for the risk of hospitalization varies significantly with the assumptions relating to ADE and cross-immunity. Risk-free primary infections lead to higher optimal vaccination ages, as do asymptomatic third and fourth infections. Sometimes vaccination is not recommended at all, e.g. for any endemic area with a single serotype if primary infections are risk-free. Restricting the vaccination age to Dengvaxia licensed ages mostly leads to only a slightly higher lifetime expected risk and the vaccine should be administered as close as possible to the optimal vaccination age.

在本文中,我们研究了登革热的单一血清型传播模型,以确定登革热的最佳接种年龄。传染动力学以年龄依赖性感染力为模型。每种血清型的感染力来自巴西无血清型区分的登革热血清学概况和血清型特异性报告病例。根据巴西卫生部的数据,通过需要住院的概率来衡量感染风险。针对四种不同登革热病毒血清型DENv1-4的任意数量和组合确定最佳接种年龄。终生预期风险包括抗体依赖性增强(ADE)和两次异种感染后的永久性交叉免疫。这种风险被认为与血清状态有关。最佳接种年龄是根据恒定的血清状态特异性疫苗效力计算的。此外,将疫苗接种年龄限制在符合巴西登卡夏许可证的范围内,并比较了可实现的和最小的终生预期风险。住院风险的最佳接种年龄随着ADE和交叉免疫的假设而显著不同。无风险的原发性感染导致较高的最佳疫苗接种年龄,无症状的第三和第四次感染也是如此。有时根本不建议接种疫苗,例如在任何单一血清型的流行地区,如果原发感染无风险。将疫苗接种年龄限制在登卡夏许可年龄通常只会导致终生预期风险略高,疫苗接种应尽可能接近最佳疫苗接种年龄。
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引用次数: 0
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