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Modeling Growth and Photoadaptation of Porphyridium purpureum Batch Culture 紫卟啉批量培养的生长和光适应模型
Q3 Mathematics Pub Date : 2024-06-10 DOI: 10.17537/2024.19.169
A. Lelekov, V. Klochkova
The work focuses on mathematical modeling of linear growth marine red algae Porphyridium purpureum batch culture under various surface irradiation. Before starting the batch culture P. purpureum was maintained for 3–5 days in turbidostat, which allowed the culture to adapt to a given light intensity. On each batch curve the maximum specific growth rate and maximum productivity are determined by approximating the exponential and linear growth phases with the appropriate equations. It is taken into account that at the beginning of the linear growth phase the integral light absorption coefficient, calculated from the true absorption spectrum in PAR range, exceeded 50 %. It is shown that with light intensity increase from 15 to 227 µmol photons m–2·s–1 the maximum specific growth rate increased from 0.31 to 1 day–1, the maximum productivity increased from 1.32 to 16.38 g DW m–2·day–1. Mathematical modeling of the linear growth of P. purpureum batch culture have showed that at any light intensity the specific growth rate is determined by the surface illumination, the light absorption coefficient and chlorophyll a concentration. The concept of reduced irradiation – the amount of absorbed light energy per chlorophyll a – was introduced. A linear dependence of the specific growth rate on reduced irradiation is given. The tangent of the angle of line slope is determined by the organization of the key multi-enzyme complex («metabolism bottleneck»). Parameters of this complex depend on the cells photoadaptation degree. For the first time a quantitative relationship between multi-enzyme complex parameters, light intensity and the chlorophyll / P700 ratio was established.
该研究的重点是在各种表面辐照条件下,对线性生长的海洋红藻 Porphyridium purpureum 进行批量培养的数学建模。在开始批量培养前,紫卟啉在浊度仪中保持 3-5 天,使培养物适应给定的光照强度。在每条批次曲线上,最大特定生长率和最大生产率都是通过用适当的公式近似指数和线性生长阶段来确定的。考虑到在线性生长阶段开始时,根据 PAR 范围内的真实吸收光谱计算出的整体光吸收系数超过 50%。结果表明,随着光照强度从 15 微摩尔光子/米-2-秒-1 增加到 227 微摩尔光子/米-2-秒-1,最大比生长率从 0.31 天-1 增加到 1 天-1,最大生产力从 1.32 克 DW 米-2-天-1 增加到 16.38 克 DW 米-2-天-1。紫茎批量培养的线性生长数学模型显示,在任何光照强度下,特定生长率都由表面光照、光吸收系数和叶绿素 a 浓度决定。我们引入了减少辐照的概念--每叶绿素 a 吸收的光能。给出了特定生长率与还原辐照的线性关系。直线斜率角的正切由关键多酶复合体("代谢瓶颈")的组织决定。该复合体的参数取决于细胞的光适应程度。该研究首次确定了多酶复合体参数、光照强度和叶绿素/P700 比率之间的定量关系。
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引用次数: 0
Mathematical Modeling of the Initial Period of Spread of HIV-1 Infection in the Lymphatic Node HIV-1 感染在淋巴结传播初期的数学建模
Q3 Mathematics Pub Date : 2024-04-13 DOI: 10.17537/2024.19.112
N. Pertsev, G. Bocharov, K. Loginov
A mathematical model describing the initial period of spread of HIV-1 infection in a single lymphatic node of an infected individual is presented. The model variables are the quantity of viral particles, CD4+ T-lymphocytes, and antigen-presenting cells. To build the model, a high-dimensional system of differential equations with delay, supplemented initial data, is used. Some of the model equations take into account intermediate stages of development of viral particles and cells involved in the infectious process. The existence, uniqueness and non-negativity of the components of the model solutions on the semi-axis for non-negative initial data are established. Conditions for the asymptotic stability of the equilibrium state interpreted as the absence of HIV-1 infection in the lymphatic node are obtained. To solve the model numerically, a semi-implicit Euler scheme is used. The conditions for the attenuation of HIV-1 infection in the lymphatic node and the beginning of the systemic spread of infection throughout the organism of an infected individual are analyzed analytically and numerically.
本文提出了一个数学模型,描述了 HIV-1 感染在感染者单个淋巴结中传播的初始阶段。模型变量为病毒颗粒、CD4+ T 淋巴细胞和抗原递呈细胞的数量。在建立模型时,使用了一个带有延迟的高维微分方程系统,并补充了初始数据。其中一些模型方程考虑到了病毒粒子和参与感染过程的细胞的中间发展阶段。在初始数据为非负的情况下,确定了模型解在半轴上的分量的存在性、唯一性和非负性。此外,还获得了被解释为淋巴结中不存在 HIV-1 感染的平衡状态的渐进稳定性条件。为了对模型进行数值求解,采用了半隐式欧拉方案。对淋巴结中 HIV-1 感染的衰减和感染者机体内感染开始全身扩散的条件进行了分析和数值计算。
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引用次数: 0
Mathematical Model of Closed Microecosystem “Algae – Heterotrophic Bacteria” 藻类--异养菌 "封闭微生态系统数学模型
Q3 Mathematics Pub Date : 2024-04-03 DOI: 10.17537/2024.19.96
V. Zalizniak, O. A. Zolotov
Model of closed microecosystem “algae - heterotrophic bacteria” is proposed in this paper. Mathematical model is the Cauchy problem for system of nonlinear ordinary differential equations. To develop the model the Liebig’s law of the minimum is consistently used for both specific rate of biomass growth and specific death rate of algae and bacteria cells. To describe the specific rate of substrate utilization by algae and bacteria the Andrew’s model (substrate inhibition) is used. It is assumed that specific death rate of algae and bacteria cells increases with decreasing substrate concentration. It is also assumed that carbon and nitrogen are main biogenic elements, and in the system they are in the form of mineral substrate (CO2, NO2, NO3, NH4) and biological substrate (proteins, lipids and carbohydrates). Mathematical model describing time variations in concentration of elements of microecosystem is formulated under the following assumptions: 1) stoichiometric coefficients of algae and bacteria cells are constant in the development of microecosystem; 2) utilization of carbon and nitrogen by algae and bacteria occurs independently; 3) oxygen produced by algae cells during photosynthesis completely covers the demand for oxygen for algae and bacteria cells. To verify the proposed model experimental data for microecosystems «Clorella vulgaris – Pseudomonas sp.» и «Scenedesmus obliquus – Pseudomonas sp.» are used. These systems were studied in laboratory conditions, and concentrations of elements of microecosystems in stationary state were obtained. Parameters of functions describing specific rate of utilization of biogenic elements were derived from experimental data for growth kinetics of algae and bacteria. Concentration of the biomass in stationary state obtained with the use of the proposed model is in reasonable agreement with experimental data.
本文提出了 "藻类-异养菌 "封闭微生态系统模型。数学模型为非线性常微分方程系统的考奇问题。在建立模型时,对藻类和细菌细胞的生物量特定增长率和特定死亡率始终采用李比希最小值定律。为了描述藻类和细菌利用底物的特定速率,使用了安德鲁模型(底物抑制)。假设藻类和细菌细胞的特定死亡率随着底物浓度的降低而增加。此外,还假定碳和氮是主要的生物元素,在系统中以矿物底物(CO2、NO2、NO3、NH4)和生物底物(蛋白质、脂类和碳水化合物)的形式存在。描述微生态系统元素浓度时间变化的数学模型是根据以下假设建立的:1)藻类和细菌细胞的化学计量系数在微生态系统的发展过程中保持不变;2)藻类和细菌对碳和氮的利用是独立进行的;3)藻类细胞在光合作用过程中产生的氧气完全满足藻类和细菌细胞对氧气的需求。为了验证所提出的模型,"Clorella vulgaris - Pseudomonas sp.和 "Scenedesmus obliquus - Pseudomonas sp. "微生态系统的实验数据。在实验室条件下对这些系统进行了研究,获得了静止状态下微生态系统的元素浓度。根据藻类和细菌生长动力学的实验数据,得出了描述生物元素具体利用率的函数参数。利用所提出的模型得出的静止状态下的生物量浓度与实验数据十分吻合。
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引用次数: 0
Using a Drug Repurposing Strategy to Virtually Screen Potential HIV-1 Entry Inhibitors That Block the NHR Domain of the Viral Envelope Protein gp41 利用药物再利用策略虚拟筛选阻断病毒包膜蛋白 gp41 的 NHR 域的潜在 HIV-1 进入抑制剂
Q3 Mathematics Pub Date : 2024-04-02 DOI: 10.17537/2024.19.77
A. Andrianov, Y.V. Laykov, A. Tuzikov
Using a drug repurposing strategy, virtual screening of potential inhibitors of the NHR domain of the HIV-1 gp41 protein, a conserved region critical for the virus-cell membrane fusion and viral infectivity, was carried out. The used computational approach included: (1) molecular docking of this functionally significant region of the HIV-1 envelope with compounds from a library of bioactive molecules containing clinically approved drugs, experimental drugs, and investigational drug candidates; (2) assessing the binding affinity of these compounds to the therapeutic target; (3) molecular dynamics simulations of ligand/NHR-gp41 complexes; (4) calculations of the binding free energy followed by the analysis of molecular dynamics trajectories and selection of compounds promising to test for anti-HIV-1 activity. As a result, six compounds that exhibited the high binding affinity to the NHR domain of the HIV-1 gp41 protein and showed acceptable pharmacological properties were identified. The predicted compounds are assumed to form a promising basis for the development of new, effective and safe broad-spectrum antiviral agents able to inhibit the HIV-1 entry into the host cell.
采用药物再利用策略,对 HIV-1 gp41 蛋白 NHR 结构域的潜在抑制剂进行了虚拟筛选,该结构域是对病毒-细胞膜融合和病毒传染性至关重要的保守区域。采用的计算方法包括(1) 将 HIV-1 包膜上这一具有重要功能的区域与生物活性分子库中的化合物进行分子对接,生物活性分子库中包括临床批准药物、实验药物和候选研究药物;(2) 评估这些化合物与治疗靶点的结合亲和力;(3) 对配体/NHR-gp41 复合物进行分子动力学模拟;(4) 计算结合自由能,然后分析分子动力学轨迹,筛选出具有抗 HIV-1 活性的化合物。结果,确定了六种与 HIV-1 gp41 蛋白的 NHR 结构域具有高结合亲和力并表现出可接受药理特性的化合物。预计这些化合物将为开发新型、有效和安全的广谱抗病毒药物奠定良好基础,这些药物能够抑制 HIV-1 进入宿主细胞。
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引用次数: 0
Applying Laplace Transformation on Epidemiological Models as Caputo Derivatives 在流行病学模型上应用拉普拉斯变换作为卡普托衍生物
Q3 Mathematics Pub Date : 2024-03-26 DOI: 10.17537/2024.19.61
Nikolaos Gkrekas
This paper delves into the application of fractional calculus, with a focus on Caputo derivatives, in epidemiological models using ordinary differential equations. It highlights the critical role Caputo derivatives play in modeling intricate systems with memory effects and assesses various epidemiological models, including SIR variants, demonstrating how Caputo derivatives capture fractional-order dynamics and memory phenomena found in real epidemics. The study showcases the utility of Laplace transformations for analyzing systems described by ordinary differential equations with Caputo derivatives. This approach facilitates both analytical and numerical methods for system analysis and parameter estimation. Additionally, the paper introduces a tabular representation for epidemiological models, enabling a visual and analytical exploration of variable relationships and dynamics. This matrix-based framework permits the application of linear algebra techniques to assess stability and equilibrium points, yielding valuable insights into long-term behavior and control strategies. In summary, this research underscores the significance of Caputo derivatives, Laplace transformations, and matrix representation in epidemiological modeling. We assume that by using this type of methodology we can get analytic solutions by hand when considering a function as constant in certain cases and it will not be necessary to search for numerical methods.
本文深入探讨了分数微积分在使用常微分方程的流行病学模型中的应用,重点是卡普托导数。它强调了卡普托导数在模拟具有记忆效应的复杂系统中发挥的关键作用,并评估了各种流行病学模型,包括 SIR 变体,展示了卡普托导数如何捕捉真实流行病中的分数阶动态和记忆现象。这项研究展示了拉普拉斯变换在分析由带有卡普托导数的常微分方程描述的系统时的实用性。这种方法有助于采用分析和数值方法进行系统分析和参数估计。此外,论文还介绍了流行病学模型的表格表示法,从而能够对变量关系和动态进行可视化和分析性探索。这种基于矩阵的框架允许应用线性代数技术来评估稳定性和平衡点,从而为长期行为和控制策略提供有价值的见解。总之,这项研究强调了卡普托导数、拉普拉斯变换和矩阵表示法在流行病学建模中的重要性。我们假定,在某些情况下,将函数视为常数时,通过使用这类方法,我们可以用手得到解析解,而无需寻找数值方法。
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引用次数: 0
Alternative Splicing in Pancreatic Ductal Adenocarcinoma Leads to Dysregulated Immune System 胰腺导管腺癌中的替代剪接导致免疫系统失调
Q3 Mathematics Pub Date : 2024-02-27 DOI: 10.17537/2024.19.15
Fatimah A. Abdul Jabbar, R. AlChalabi, Ahmed Yaseen AL-Tarboolee, S.A. Shaban, Ahmed A.J. Suleiman
Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal malignancy that poses a significant global health threat, marked by a substantial increase in prevalence and mortality rates. Accounting for 90 % of pancreatic cancer cases, PDAC carries a dismal prognosis, and current therapeutic approaches, including immunotherapy, face challenges due to poor immunogenicity. This study aimed to discover differentially expressed immune genes shared between PDAC and normal samples from two datasets obtained from the NCBI GEO Dataset. The RNA-seq pipeline was employed for gene expression analysis, and enrichR facilitated functional enrichment analysis of biologically and statistically significant genes. Predictions of immune infiltration cells and corresponding genes, along with their immune responses, were made using the ScType database and the immunedeconv package, respectively. Verification of gene expression levels was conducted through GEPIA2, Expression Atlas, and literature review. Additionally, isoform-switching analysis of dysregulated genes aimed to uncover alternatively spliced pathogenic isoforms in PDAC. Notably, four immune genes (EPHA2 upregulated, GNG11, CRHBP, and FCER1A downregulated) were found to be common in both datasets and were highly implicated in PDAC. The dysregulated immune genes influenced molecular functions, including protein binding, transmembrane receptor protein tyrosine kinase activity, protein tyrosine kinase activity, and cadherin binding for upregulated genes. Downregulated genes were associated with GTPase activity and ribonucleoside triphosphate phosphatase activity. This study suggests these immune genes as potential prognostic biomarkers for effective PDAC treatment. However, further investigations are essential to unravel the functional perspectives of potential isoforms.
胰腺导管腺癌(PDAC)是一种高度致命的恶性肿瘤,对全球健康构成重大威胁,其特点是发病率和死亡率大幅上升。PDAC占胰腺癌病例的90%,预后极差,由于免疫原性差,包括免疫疗法在内的现有治疗方法面临挑战。本研究旨在从 NCBI GEO 数据集中获得的两个数据集中发现 PDAC 和正常样本之间共有的差异表达免疫基因。研究采用 RNA-seq 管道进行基因表达分析,并利用 enrichR 对具有生物学和统计学意义的基因进行功能富集分析。利用 ScType 数据库和 immunedeconv 软件包分别预测了免疫浸润细胞和相应基因及其免疫反应。通过 GEPIA2、Expression Atlas 和文献综述对基因表达水平进行了验证。此外,还对调控异常的基因进行了同工酶转换分析,旨在发现PDAC中的替代剪接致病同工酶。值得注意的是,四个免疫基因(EPHA2上调、GNG11、CRHBP和FCER1A下调)在两个数据集中都很常见,并且与PDAC高度相关。失调的免疫基因影响分子功能,包括上调基因的蛋白结合、跨膜受体蛋白酪氨酸激酶活性、蛋白酪氨酸激酶活性和粘附蛋白结合。下调基因与 GTPase 活性和核糖核苷三磷酸酶活性有关。这项研究表明,这些免疫基因是有效治疗 PDAC 的潜在预后生物标志物。然而,进一步的研究对揭示潜在同工酶的功能前景至关重要。
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引用次数: 0
A Biomimetic Approach to the Creation of Polymer Materials with Improved Tribological Properties 用仿生学方法制造具有更好摩擦学特性的聚合物材料
Q3 Mathematics Pub Date : 2024-01-11 DOI: 10.17537/2024.19.1
A. A. Grigoriev, E. A. Isaev, D. Pervukhin, V. N. Petrushin, F. Doronin, Y. Rudyak, G. Rytikov, V. Nazarov
The work is devoted to the use of methods of applied mathematics and statistics for the formalization and mathematical modeling of the structure of shark skin as a prototype of new polymer materials for shipbuilding purposes. A technique for mathematical modeling of biological objects is described, and a method for using a biomimetic approach for the design of planar composite polymer materials with improved lyophilic adhesion properties is proposed. Because of studying images of shark skin obtained using high-resolution optical (HRO) and scanning electron (SEM) microscopy, we found that its texture is anisotropic. Quantitative analysis of BOM and SEM images made it possible to rationalize the choice of synthetic digital models intended for simulation prototyping of maximally and minimally texturally isotropic polymer samples using 3D printing and gas-phase surface modification.
该研究致力于利用应用数学和统计学方法,对鲨鱼皮的结构进行形式化和数学建模,将其作为造船用新型聚合物材料的原型。文中介绍了一种生物物体数学建模技术,并提出了一种利用仿生方法设计具有更好冻干粘附性能的平面复合聚合物材料的方法。通过研究使用高分辨率光学显微镜(HRO)和扫描电子显微镜(SEM)获得的鲨鱼皮图像,我们发现鲨鱼皮的纹理是各向异性的。通过对 BOM 和 SEM 图像进行定量分析,我们可以合理地选择合成数字模型,以便利用三维打印和气相表面改性技术模拟制作最大和最小各向同性聚合物样品的原型。
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引用次数: 0
Zinc-Substituted Structures of Hydroxyapatite: Modeling and Experiment 羟基磷灰石的锌取代结构:建模与实验
Q3 Mathematics Pub Date : 2023-12-21 DOI: 10.17537/2023.18.580
V.S. Bystrov, E. Paramonova, S.V. Filippov, L. Avakyan, M. Chaikina, N. V. Eremina, S.V. Makarova, N. Bulina
The results of calculations of the substitution of calcium atoms for zinc in the structure of hydroxyapatite using density functional theory methods using hybrid functionals in the supercell model are presented. Changes in the parameters and volume of the unit cell, energy bands and energy of formation of substitutions with increasing number of substitutions in different positions of calcium (Ca1 and Ca2) are analyzed in comparison with experimental data. A proportional decrease in the parameters and volume of the cell with an increase in the number of substitutions has been established, and a more complex behavior of various cell parameters has been revealed, which is a consequence of the violation of the original symmetry. Electronic energy levels were found to depend on the zinc concentration and the positions of the calcium ions being replaced. In this case, the band gap Eg of hydroxyapatite experiences a jump of 0.6–0.8 eV with the introduction of one zinc ion per supercell, and then decreases and reaches values below the initial Eg value by 0.5–0.6 eV for substitutions in Ca1 positions, and by 0.8–0.9 eV for substitutions in Ca2 positions. It has been shown that the energy of substitution has a complex dependence on the concentration of the substituent and the replacement of calcium ions with zinc occurs predominantly in the Ca2 position over the entire concentration range. An analysis of changes in interatomic distances during the process of relaxation to the equilibrium state at different zinc concentrations was carried out. We revealed formation of bonds between zinc atoms and nearby oxygen anions, which violates the original symmetry of hydroxypatite structures. The data obtained are important for understanding the structural changes that occur during substitution, as well as for understanding and predicting the properties of synthesized biocompatible materials.
本文介绍了在超级晶胞模型中使用混合函数的密度泛函理论方法计算羟基磷灰石结构中钙原子对锌原子的取代的结果。通过与实验数据的对比,分析了随着钙原子在不同位置(Ca1 和 Ca2)上的置换数量增加,单位晶胞的参数和体积、能带和形成置换的能量的变化。结果表明,随着置换数目的增加,晶胞参数和晶胞体积成比例地减小,而且各种晶胞参数的行为更加复杂,这是违反原始对称性的结果。研究发现,电子能级取决于锌浓度和被取代的钙离子的位置。在这种情况下,当每个超级电池引入一个锌离子时,羟基磷灰石的带隙 Eg 会出现 0.6-0.8 eV 的跃迁,然后下降并达到低于初始 Eg 值的 0.5-0.6 eV(钙离子 1 的位置被取代)和 0.8-0.9 eV(钙离子 2 的位置被取代)。研究表明,取代能与取代基的浓度有着复杂的关系,在整个浓度范围内,锌对钙离子的取代主要发生在 Ca2 位置。我们对不同锌浓度下弛豫到平衡态过程中原子间距离的变化进行了分析。我们发现锌原子和附近的氧阴离子之间形成了键,这违反了羟基磷灰石结构的原始对称性。所获得的数据对于理解置换过程中发生的结构变化,以及理解和预测合成的生物兼容材料的特性非常重要。
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引用次数: 0
Mathematical Model of Phytoplankton Interspecific Competition for Food Resource 浮游植物种间竞争食物资源的数学模型
Q3 Mathematics Pub Date : 2023-12-14 DOI: 10.17537/2023.18.568
A. Abakumov, I.S. Kozitskaya
The phytoplankton in an aquatic ecosystem is the basis of its life activity and the main producing link. The functioning of phytoplankton in same time depends on environmental factors: mineral nutrition, photosynthetically active solar radiation, water temperature and other less significant ones. Sunlight is a stable factor, varying predictably over time and space. The water temperature is the small regulatory factor. Concentrations of mineral substances can change quite quickly and significantly, this much influences on plant organisms. Thus, mineral nutrition is a basic environmental factor of influence to phytoplankton. On the other hand, in large aquatic basin such as seas and oceanic areas the distribution of living organisms is very heterogeneous in space. These two aspects – nutrient and spatial heterogeneity – are the focus of this article. A model of competitive interaction is considered using the example of two species of phytoplankton. The phytoplankton move passively in water what is simulated by the diffusion process. The model contains one non-trivial stationary and spatially homogeneous equilibrium and two trivial ones, i.e. degenerate in at least one species of phytoplankton. Trivial equilibria are stable only in some “degenerate” situations. The non-trivial equilibrium in “normal” conditions is stable to temporal and spatial disturbances. The behavior of solutions near a nontrivial equilibrium for a stationary living environment and in cases of its nonstationary is studied. Perturbation of a nontrivial equilibrium in a stationary environment leads to relatively long-term deviations from equilibrium and a slow return to it. The instability of trivial equilibria increases the spatial heterogeneity of solutions. At the same time, the nontrivial equilibrium computationally demonstrates weak properties of global stability in time. The unsteadiness of the environment is simulated by the unsteadiness of the influx of nutrients. It has been shown that the distribution of nutrients can lead to significant heterogeneity in the distribution of individuals across the spatial habitat.
浮游植物是水生生态系统生命活动的基础和主要生产环节。浮游植物在同一时间内的功能取决于环境因素:矿物质营养、光合有效太阳辐射、水温和其他次要因素。阳光是一个稳定因素,随时间和空间的变化而变化。水温是较小的调节因素。矿物质的浓度变化相当迅速和显著,这对植物有机体影响很大。因此,矿物质营养是影响浮游植物的基本环境因素。另一方面,在海洋等大型水域中,生物分布在空间上非常不均匀。这两个方面--营养和空间异质性--是本文的重点。本文以两种浮游植物为例,探讨了竞争性相互作用的模型。浮游植物在扩散过程模拟的水中被动运动。该模型包含一个非琐碎的静态和空间均匀平衡,以及两个琐碎平衡,即至少有一种浮游植物的平衡是退化的。琐碎平衡只有在某些 "退化 "情况下才稳定。在 "正常 "条件下,非琐碎平衡对时间和空间干扰都是稳定的。研究了静止生物环境和非静止情况下非三维平衡附近的解的行为。对静止环境中的非三维平衡的扰动会导致相对长期地偏离平衡,并缓慢地恢复平衡。琐碎平衡的不稳定性增加了解的空间异质性。同时,非琐碎平衡在计算上表现出时间上全局稳定性的弱特性。养分流入的不稳定性模拟了环境的不稳定性。研究表明,营养物质的分布会导致个体在整个空间栖息地分布的显著异质性。
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引用次数: 0
Stochastic Modeling in Immunology Based On a Stage-Dependent Framework with Non-Markov Constraints for Individual Cell and Pathogen Dynamics 基于阶段依赖框架的免疫学随机建模,带有针对单个细胞和病原体动态的非马尔可夫约束条件
Q3 Mathematics Pub Date : 2023-12-13 DOI: 10.17537/2023.18.543
N. Pertsev, K. Loginov
We present a systematic approach to modelling the responses of the immune system to virus infections. Two continuous-discrete stochastic models arising in mathematical immunology are developed and computationally implemented. The variables of the models are integer random variables that denote the quantity of individuals (cells and viral particles), and sets of unique types of individuals that take into account the current state and history of stay of individuals in some stages of their development. The distribution laws of the durations of the mentioned stages are different from exponential or geometric. A probabilistic description of a one-stage stochastic model of population dynamics is presented. A stochastic model of the development of HIV-1 infection in the lymph node in the initial period after infection of a healthy person is formulated. A computational algorithm based on the Monte Carlo method is given. Each of the stochastic models is complemented by a deterministic analogue in the form of integral and delay differential equations. The results of numerical simulation are presented.
我们提出了一种系统的方法来模拟免疫系统对病毒感染的反应。我们建立了数学免疫学中的两个连续-离散随机模型,并对其进行了计算。模型的变量是表示个体(细胞和病毒颗粒)数量的整数随机变量,以及考虑到个体在其发展的某些阶段的当前状态和停留历史的独特个体类型集。上述阶段持续时间的分布规律不同于指数分布或几何分布。本文介绍了种群动态单阶段随机模型的概率描述。建立了健康人感染 HIV-1 后初期淋巴结感染发展的随机模型。给出了一种基于蒙特卡罗方法的计算算法。每个随机模型都有一个积分和延迟微分方程形式的确定性类似模型作为补充。本文介绍了数值模拟的结果。
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引用次数: 0
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