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Depression-induced changes in directed functional brain networks: A source-space resting-state EEG study. 抑郁症诱发的定向大脑功能网络变化:源空间静息态脑电图研究
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-23 DOI: 10.3934/mbe.2024315
Zhongwen Jia, Lihan Tang, Jidong Lv, Linhong Deng, Ling Zou

Current research confirms abnormalities in resting-state electroencephalogram (EEG) power and functional connectivity (FC) patterns in specific brain regions of individuals with depression. To study changes in the flow of information between cortical regions of the brain in patients with depression, we used 64-channel EEG to record neural oscillatory activity in 68 relevant cortical regions in 22 depressed patients and 22 healthy adolescents using source-space EEG. The direction and strength of information flow between brain regions was investigated using directional phase transfer entropy (PTE). Compared to healthy controls, we observed an increased intensity of PTE information flow between the left and right hemispheres in the theta and alpha frequency bands in depressed subjects. The intensity of information flow between anterior and posterior regions within each hemisphere was reduced. Significant differences were found in the left supramarginal gyrus, right delta in the theta frequency band and bilateral lateral occipital lobe, and paracentral gyrus and parahippocampal gyrus in the alpha frequency band. The accuracy of cross-classification of directed PTE values with significant differences between groups was 91%. These findings suggest that altered information flow in the brains of depressed patients is related to the pathogenesis of depression, providing insights for patient identification and pathological studies.

目前的研究证实,抑郁症患者特定脑区的静息状态脑电图(EEG)功率和功能连接(FC)模式存在异常。为了研究抑郁症患者大脑皮质区域之间信息流的变化,我们使用 64 通道脑电图,利用源空间脑电图记录了 22 名抑郁症患者和 22 名健康青少年 68 个相关皮质区域的神经振荡活动。我们使用方向相位传递熵(PTE)研究了大脑区域之间信息流的方向和强度。与健康对照组相比,我们观察到抑郁症患者左右大脑半球之间在θ和α频段的PTE信息流强度增加。每个半球内前区和后区之间的信息流强度降低。在左侧边缘上回、θ频段的右侧δ和双侧枕叶以及α频段的旁中央回和海马旁回发现了显著差异。对组间存在显著差异的定向 PTE 值进行交叉分类的准确率为 91%。这些发现表明,抑郁症患者大脑中信息流的改变与抑郁症的发病机制有关,为患者识别和病理研究提供了启示。
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引用次数: 0
Mathematical modeling of infectious diseases and the impact of vaccination strategies. 传染病数学模型和疫苗接种策略的影响。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-19 DOI: 10.3934/mbe.2024314
Diana Bolatova, Shirali Kadyrov, Ardak Kashkynbayev

Mathematical modeling plays a crucial role in understanding and combating infectious diseases, offering predictive insights into disease spread and the impact of vaccination strategies. This paper explored the significance of mathematical modeling in epidemic control efforts, focusing on the interplay between vaccination strategies, disease transmission rates, and population immunity. To facilitate meaningful comparisons of vaccination strategies, we maintained a consistent framework by fixing the vaccination capacity to vary from 10 to 100% of the total population. As an example, at a 50% vaccination capacity, the pulse strategy averted approximately 45.61% of deaths, while continuous and hybrid strategies averted around 45.18 and 45.69%, respectively. Sensitivity analysis further indicated that continuous vaccination has a more direct impact on reducing the basic reproduction number $ R_0 $ compared to pulse vaccination. By analyzing key parameters such as $ R_0 $, pulse vaccination coefficients, and continuous vaccination parameters, the study underscores the value of mathematical modeling in shaping public health policies and guiding decision-making during disease outbreaks.

数学建模在了解和抗击传染病方面发挥着至关重要的作用,它提供了对疾病传播和疫苗接种策略影响的预测性见解。本文探讨了数学建模在流行病控制工作中的意义,重点关注疫苗接种策略、疾病传播率和人群免疫力之间的相互作用。为了便于对疫苗接种策略进行有意义的比较,我们将疫苗接种能力固定在总人口的 10% 到 100% 之间,以保持框架的一致性。例如,在接种率为 50% 的情况下,脉冲接种策略避免了约 45.61% 的死亡,而连续接种和混合接种策略分别避免了约 45.18% 和 45.69% 的死亡。敏感性分析进一步表明,与脉冲接种相比,连续接种对降低基本繁殖数 $ R_0 $ 有更直接的影响。通过分析 R_0 $、脉冲接种系数和连续接种参数等关键参数,该研究强调了数学模型在疾病爆发期间制定公共卫生政策和指导决策方面的价值。
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引用次数: 0
Retraction notice to "A novel architecture design for artificial intelligence-assisted culture conservation management system" [Mathematical Biosciences and Engineering 20(6) (2023) 9693-9711]. 人工智能辅助培养管理系统的新型架构设计"[数学生物科学与工程 20(6) (2023) 9693-9711]的撤稿通知。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3934/mbe.2024313
Editorial Office Of Mathematical Biosciences And Engineering
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引用次数: 0
Vaccine-induced reduction of COVID-19 clusters in school settings in Japan during the epidemic wave caused by B.1.1.529 (Omicron) BA.2, 2022. 在 2022 年 B.1.1.529(Omicron)BA.2 引起的流行病浪潮中,疫苗诱导减少了日本学校环境中的 COVID-19 集群。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-12 DOI: 10.3934/mbe.2024312
Yuta Okada, Hiroshi Nishiura

Clusters of COVID-19 in high-risk settings, such as schools, have been deemed a critical driving force of the major epidemic waves at the societal level. In Japan, the vaccination coverage among students remained low up to early 2022, especially for 5-11-year-olds. The vaccination of the student population only started in February 2022. Given this background and considering that vaccine effectiveness against school transmission has not been intensively studied, this paper proposes a mathematical model that links the occurrence of clustering to the case count among populations aged 0-19, 20-59, and 60+ years of age. We first estimated the protected (immune) fraction of each age group either by infection or vaccination and then linked the case count in each age group to the number of clusters via a time series regression model that accounts for the time-varying hazard of clustering per infector. From January 3 to May 30, 2022, there were 4,722 reported clusters in school settings. Our model suggests that the immunity offered by vaccination averted 226 (95% credible interval: 219-232) school clusters. Counterfactual scenarios assuming elevated vaccination coverage with faster roll-out reveal that additional school clusters could have been averted. Our study indicates that even relatively low vaccination coverage among students could substantially lower the risk of clustering through vaccine-induced immunity. Our results also suggest that antigenically updated vaccines that are more effective against the variant responsible for the ongoing epidemic may greatly help decrease not only the incidence but also the unnecessary loss of learning opportunities among school-age students.

学校等高危场所的 COVID-19 群体被认为是社会层面重大流行病浪潮的关键推动力。在日本,直到 2022 年初,学生的疫苗接种率仍然很低,尤其是 5-11 岁的学生。学生群体的疫苗接种从 2022 年 2 月才开始。鉴于这一背景,并考虑到针对校园传播的疫苗效果尚未得到深入研究,本文提出了一个数学模型,将集群的发生与 0-19 岁、20-59 岁和 60 岁以上人群中的病例数联系起来。我们首先通过感染或接种疫苗估算了每个年龄组的受保护(免疫)比例,然后通过时间序列回归模型将每个年龄组的病例数与聚集数联系起来,该模型考虑了每个感染者聚集的时变危险。从 2022 年 1 月 3 日至 5 月 30 日,共报告了 4722 例学校环境中的聚集病例。我们的模型表明,疫苗接种提供的免疫力避免了 226 例(95% 可信区间:219-232 例)学校集群。假设提高疫苗接种覆盖率并加快推广速度的反事实情景显示,本可以避免更多的学校疫情。我们的研究表明,即使学生的疫苗接种覆盖率相对较低,也可以通过疫苗诱导的免疫力大大降低集群风险。我们的研究结果还表明,经过抗原更新的疫苗对造成目前流行病的变异株更有效,不仅能大大降低发病率,还能减少学龄学生不必要的学习机会损失。
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引用次数: 0
Inference of a Susceptible-Infectious stochastic model. 易感-传染性随机模型的推理。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-10 DOI: 10.3934/mbe.2024310
Giuseppina Albano, Virginia Giorno, Francisco Torres-Ruiz

We considered a time-inhomogeneous diffusion process able to describe the dynamics of infected people in a susceptible-infectious (SI) epidemic model in which the transmission intensity function was time-dependent. Such a model was well suited to describe some classes of micro-parasitic infections in which individuals never acquired lasting immunity and over the course of the epidemic everyone eventually became infected. The stochastic process related to the deterministic model was transformable into a nonhomogeneous Wiener process so the probability distribution could be obtained. Here we focused on the inference for such a process, by providing an estimation procedure for the involved parameters. We pointed out that the time dependence in the infinitesimal moments of the diffusion process made classical inference methods inapplicable. The proposed procedure were based on the generalized method of moments in order to find a suitable estimate for the infinitesimal drift and variance of the transformed process. Several simulation studies are conduced to test the procedure, these include the time homogeneous case, for which a comparison with the results obtained by applying the maximum likelihood estimation was made, and cases in which the intensity function were time dependent with particular attention to periodic cases. Finally, we applied the estimation procedure to a real dataset.

在易感-感染(SI)流行病模型中,传播强度函数是随时间变化的,我们考虑了一种能够描述感染者动态的时间-均质扩散过程。这种模型非常适合描述某些类别的微寄生虫感染,在这些感染中,个体永远不会获得持久的免疫力,在流行过程中,每个人最终都会被感染。与确定性模型相关的随机过程可转化为非均质维纳过程,从而获得概率分布。在此,我们通过提供相关参数的估算程序,重点讨论了这种过程的推论。我们指出,扩散过程无穷小矩的时间依赖性使得经典推理方法无法应用。建议的程序基于广义矩法,以便为转换过程的无穷小漂移和方差找到合适的估计值。我们进行了几项模拟研究来检验该程序,其中包括时间均一的情况(与应用最大似然估计法得到的结果进行了比较),以及强度函数与时间相关的情况(特别关注周期性情况)。最后,我们将估算程序应用于真实数据集。
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引用次数: 0
Editorial: Mathematical foundations in biological modelling and simulation. 社论:生物建模和模拟的数学基础。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-10 DOI: 10.3934/mbe.2024311
Gilberto González-Parra, Hana M Dobrovolny
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引用次数: 0
A discrete two time scales model of a size-structured population of parasitized trees. 寄生树规模结构种群的离散双时间尺度模型。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-09 DOI: 10.3934/mbe.2024309
Rafael Bravo de la Parra, Ezio Venturino

The work presented a general discrete-time model of a population of trees affected by a parasite. The tree population was considered size-structured, and the parasite was represented by a single scalar variable. Parasite dynamics were assumed to act on a faster timescale than tree dynamics. The model was studied based on an associated nonlinear matrix model, in which the presence of the parasites was only reflected in the value of its parameters. For the model in all its generality, an explicit condition of viability/extinction of the parasite/tree community was found. In a simplified model with two size-classes of trees and particular forms of the vital rates, it was shown that the model undergoes a transcritical bifurcation and, likewise, a period-doubling bifurcation. It was found that, for any tree fertility rate that makes them viable without a parasite, if the parasite sufficiently reduces the survival of young trees, it can lead to the extinction of the entire community. The same cannot be assured if the parasite acts on adult trees. In situations where a high fertility rate coupled with a low survival rate of adult trees causes a non-parasitized population of trees to fluctuate, a parasite sufficiently damaging only young trees can stabilize the population. If, instead, the parasite acts on adult trees, we can find a destabilization condition on the tree population that brings them from a stable to an oscillating regime.

该研究提出了一个受寄生虫影响的树木群体的一般离散时间模型。树木种群被认为是大小结构的,而寄生虫则由一个单一的标量变量表示。假定寄生虫动力学的时间尺度比树木动力学的时间尺度更快。该模型的研究基于一个相关的非线性矩阵模型,其中寄生虫的存在只反映在其参数值上。针对该模型的所有一般性,我们找到了寄生虫/树木群落的生存/灭绝的明确条件。在一个简化模型中,有两类大小的树木和特定形式的生命率,结果表明,该模型经历了一次临界分岔,同样,也经历了一次周期加倍分岔。研究发现,对于没有寄生虫也能存活的任何树木生育率,如果寄生虫充分降低了幼树的存活率,就会导致整个群落的灭绝。如果寄生虫作用于成年树木,则无法保证同样的结果。在生育率高、成树存活率低的情况下,未被寄生的树木种群会出现波动,如果寄生虫只对幼树造成足够的伤害,就能稳定种群。相反,如果寄生虫作用于成年树木,我们就能找到一个破坏树木种群稳定的条件,使它们从稳定状态进入振荡状态。
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引用次数: 0
Global dynamics of a simple model for wild and sterile mosquitoes. 野生蚊子和不育蚊子简单模型的全球动态。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-09-05 DOI: 10.3934/mbe.2024308
Yu Ichida, Yukihiko Nakata

There are known methods to manage the population dynamics of wild and sterile mosquitoes by releasing genetically engineered sterile mosquitoes. Even if a two-dimensional system of ordinary differential equations is considered as a simple mathematical model for developing release strategies, fully understanding the global behavior of the solutions is challenging, due to the fact that the probability of mating is ratio-dependent. In this paper, we combine a geometric approach called the time-scale transformation and blow-up technique with the center manifold theorem to provide a complete understanding of dynamical systems near the origin. Then, the global behavior of the solution of the two-dimensional ordinary differential equation system is classified in a two-parameter plane represented by the natural death rate of mosquitoes and the sterile mosquito release rate. We also offer a discussion of the sterile mosquito release strategy. In addition, we obtain a better exposition of the previous results on the existence and local stability of positive equilibria. This paper provides a framework for the mathematical analysis of models with ratio-dependent terms, and we expect that it will theoretically withstand the complexity of improved models.

目前已知的方法是通过释放基因工程不育蚊子来管理野生蚊子和不育蚊子的种群动态。即使将二维常微分方程系统视为制定释放策略的简单数学模型,但由于交配概率与比率有关,要完全理解解的全局行为仍具有挑战性。在本文中,我们将一种称为时间尺度变换和吹胀技术的几何方法与中心流形定理相结合,以提供对原点附近动力系统的完整理解。然后,在以蚊子自然死亡率和不育蚊子释放率为代表的双参数平面内,对二维常微分方程系统解的全局行为进行了分类。我们还对无菌蚊子释放策略进行了讨论。此外,我们还更好地阐述了之前关于正均衡存在性和局部稳定性的结果。本文为带有比率依赖项的模型的数学分析提供了一个框架,我们期望它能在理论上承受改进模型的复杂性。
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引用次数: 0
Editorial: Artificial Intelligence-based Security Applications and Services for Smart Cities. 社论:基于人工智能的智慧城市安全应用与服务。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-08-29 DOI: 10.3934/mbe.2024307
Jong Hyuk Park
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引用次数: 0
An SIS sex-structured influenza A model with positive case fatality in an open population with varying size. SIS 性别结构甲型流感模型,在不同规模的开放人群中具有正病死率。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-08-27 DOI: 10.3934/mbe.2024306
Muntaser Safan, Bayan Humadi

This work aims to study the role of sex disparities on the overall outcome of influenza A disease. Therefore, the classical Susceptible-Infected-Susceptible (SIS) endemic model was extended to include the impact of sex disparities on the overall dynamics of influenza A infection which spreads in an open population with a varying size, and took the potential lethality of the infection. The model was mathematically analyzed, where the equilibrium and bifurcation analyses were established. The model was shown to undergo a backward bifurcation at $ mathcal{R}_0 = 1 $, for certain range of the model parameters, where $ mathcal{R}_0 $ is the basic reproduction number of the model. The asymptotic stability of the equilibria was numerically investigated, and the effective threshold was determined. The differences in susceptibility, transmissibility and case fatality (of females with respect to males) are shown to remarkably affect the disease outcomes. Simulations were performed to illustrate the theoretical results.

这项工作旨在研究性别差异对甲型流感疾病总体结果的影响。因此,对经典的易感-感染-易感(SIS)流行模型进行了扩展,以包括性别差异对甲型流感感染整体动态的影响。对模型进行了数学分析,建立了平衡和分岔分析。结果表明,在模型参数一定的范围内,模型在 $ mathcal{R}_0 = 1 $ 时发生向后分叉,其中 $ mathcal{R}_0 $ 是模型的基本繁殖数。对平衡态的渐近稳定性进行了数值研究,并确定了有效阈值。结果表明,雌性与雄性在易感性、传播性和病死率上的差异会显著影响疾病的结果。为说明理论结果,还进行了模拟。
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引用次数: 0
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Mathematical Biosciences and Engineering
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