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Major Transitions as Groupoid Symmetry-Breaking in Nonergodic Prebiotic, Biological and Social Information Systems 非遍历益生元、生物和社会信息系统中类群对称破缺的重大转变
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-10-29 DOI: 10.1007/s10441-022-09451-5
Rodrick Wallace

We extend the comparatively simple processes of group symmetry-breaking in physical systems to groupoid/equivalence class phase transitions characterizing adiabatically, piecewise stationary, information transmission in prebiotic, biological, and social phenomena: High vs. Low probability paths (rightarrow) Interior and Exterior Interact (rightarrow) Multiple Interacting Tunable Workspaces Application to nonstationary processes seems possible via generalizations of the symmetry algebra, for example, to semigroupoids. The dynamic probability models explored here can be transformed into statistical tools for the analysis of real-time and other data across a spectrum of important disciplines confronted by biological and other forms of cognition and their dysfunctions.

我们将物理系统中相对简单的群对称破缺过程扩展到类群/等价类相变,这些相变表征了益生元、生物和社会现象中的绝热、分段平稳、信息传递。高与低概率路径(rightarrow)内部和外部相互作用(rightarrow)多个相互作用的可调工作空间通过对称代数的推广,应用于非平稳过程似乎是可能的,例如,半类群。这里探讨的动态概率模型可以转化为统计工具,用于分析生物和其他形式的认知及其功能障碍所面临的重要学科的实时和其他数据。
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引用次数: 1
On the Role of Speed in Technological and Biological Information Transfer for Computations 论速度在计算技术和生物信息传递中的作用
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-10-26 DOI: 10.1007/s10441-022-09450-6
János Végh, Ádám József Berki

In all kinds of implementations of computing, whether technological or biological, some material carrier for the information exists, so in real-world implementations, the propagation speed of information cannot exceed the speed of its carrier. Because of this limitation, one must also consider the transfer time between computing units for any implementation. We need a different mathematical method to consider this limitation: classic mathematics can only describe infinitely fast and small computing system implementations. The difference between mathematical handling methods leads to different descriptions of the computing features of the systems. The proposed handling also explains why biological implementations can have lifelong learning and technological ones cannot. Our conclusion about learning matches published experimental evidence, both in biological and technological computing.

在各种计算实现中,无论是技术上的还是生物上的,都存在着信息的某种物质载体,因此在现实世界的实现中,信息的传播速度不可能超过其载体的速度。由于这种限制,还必须考虑任何实现的计算单元之间的传输时间。我们需要一种不同的数学方法来考虑这种限制:经典数学只能描述无限快速和小型的计算系统实现。数学处理方法的不同导致了对系统计算特征的不同描述。提出的处理方法也解释了为什么生物实现可以终身学习,而技术实现则不能。我们关于学习的结论与在生物和技术计算领域发表的实验证据相吻合。
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引用次数: 1
Stochastic Modeling and Forecasting of Covid-19 Deaths: Analysis for the Fifty States in the United States Covid-19死亡的随机建模和预测:对美国50个州的分析
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-09-16 DOI: 10.1007/s10441-022-09449-z
Olusegun Michael Otunuga, Oluwaseun Otunuga

In this work, we study and analyze the aggregate death counts of COVID-19 reported by the United States Centers for Disease Control and Prevention (CDC) for the fifty states in the United States. To do this, we derive a stochastic model describing the cumulative number of deaths reported daily by CDC from the first time Covid-19 death is recorded to June 20, 2021 in the United States, and provide a forecast for the death cases. The stochastic model derived in this work performs better than existing deterministic logistic models because it is able to capture irregularities in the sample path of the aggregate death counts. The probability distribution of the aggregate death counts is derived, analyzed, and used to estimate the count’s per capita initial growth rate, carrying capacity, and the expected value for each given day as at the time this research is conducted. Using this distribution, we estimate the expected first passage time when the aggregate death count is slowing down. Our result shows that the expected aggregate death count is slowing down in all states as at the time this analysis is conducted (June 2021). A formula for predicting the end of Covid-19 deaths is derived. The daily expected death count for each states is plotted as a function of time. The probability density function for the current day, together with the forecast and its confidence interval for the next four days, and the root mean square error for our simulation results are estimated.

在这项工作中,我们研究和分析了美国疾病控制和预防中心(CDC)报告的美国50个州的COVID-19总死亡人数。为此,我们建立了一个随机模型,描述了美国疾病预防控制中心从首次记录Covid-19死亡到2021年6月20日每天报告的累计死亡人数,并提供了死亡病例的预测。在这项工作中导出的随机模型比现有的确定性逻辑模型表现得更好,因为它能够捕获总死亡计数的样本路径中的不规则性。对总死亡人数的概率分布进行了推导、分析,并用于估计在本研究进行时,每个给定日期的人均初始增长率、承载能力和期望值。利用这个分布,我们估计了总死亡人数下降时的预期首次通过时间。我们的结果显示,在进行这项分析时(2021年6月),所有州的预期总死亡人数都在放缓。导出了预测Covid-19死亡结束的公式。每个州的每日预期死亡人数被绘制为时间的函数。估计了当天的概率密度函数,以及未来四天的预测及其置信区间,以及我们模拟结果的均方根误差。
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引用次数: 3
Inferential Pluralism in Causal Reasoning from Randomized Experiments 随机实验因果推理中的多元推理
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-08-13 DOI: 10.1007/s10441-022-09446-2
Tudor M. Baetu

Causal pluralism can be defended not only in respect to causal concepts and methodological guidelines, but also at the finer-grained level of causal inference from a particular source of evidence for causation. An argument for this last variety of pluralism is made based on an analysis of causal inference from randomized experiments (RCTs). Here, the causal interpretation of a statistically significant association can be established via multiple paths of reasoning, each relying on different assumptions and providing distinct elements of information in favour of a causal interpretation.

因果多元主义不仅可以在因果概念和方法指导方针方面进行辩护,而且可以在从因果关系的特定证据来源进行因果推理的更细致层次上进行辩护。基于随机实验(rct)的因果推理分析,提出了最后一种多元化的论点。在这里,统计显著关联的因果解释可以通过多种推理路径建立,每种路径依赖于不同的假设,并提供有利于因果解释的不同信息元素。
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引用次数: 2
Stem Cells and the Microenvironment: Reciprocity with Asymmetry in Regenerative Medicine 干细胞与微环境:再生医学中的互惠与不对称
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-08-13 DOI: 10.1007/s10441-022-09448-0
Guglielmo Militello, Marta Bertolaso

Much of the current research in regenerative medicine concentrates on stem-cell therapy that exploits the regenerative capacities of stem cells when injected into different types of human tissues. Although new therapeutic paths have been opened up by induced pluripotent cells and human mesenchymal cells, the rate of success is still low and mainly due to the difficulties of managing cell proliferation and differentiation, giving rise to non-controlled stem cell differentiation that ultimately leads to cancer. Despite being still far from becoming a reality, these studies highlight the role of physical and biological constraints (e.g., cues and morphogenetic fields) placed by tissue microenvironment on stem cell fate. This asks for a clarification of the coupling of stem cells and microenvironmental factors in regenerative medicine. We argue that extracellular matrix and stem cells have a causal reciprocal and asymmetric relationship in that the 3D organization and composition of the extracellular matrix establish a spatial, temporal, and mechanical control over the fate of stem cells, which enable them to interact and control (as well as be controlled by) the cellular components and soluble factors of microenvironment. Such an account clarifies the notions of stemness and stem cell regeneration consistently with that of microenvironment.

目前再生医学的大部分研究都集中在干细胞治疗上,即将干细胞注射到不同类型的人体组织中,利用其再生能力。虽然诱导多能细胞和人间充质细胞开辟了新的治疗途径,但成功率仍然很低,主要是由于难以控制细胞增殖和分化,从而导致不受控制的干细胞分化,最终导致癌症。尽管还远未成为现实,但这些研究强调了组织微环境对干细胞命运的物理和生物限制(如线索和形态发生场)的作用。这就要求对再生医学中干细胞与微环境因素的耦合进行澄清。我们认为,细胞外基质和干细胞具有因果互惠和不对称的关系,因为细胞外基质的三维组织和组成对干细胞的命运建立了空间、时间和机械控制,使它们能够相互作用和控制(以及被控制)微环境的细胞成分和可溶性因子。这样的解释澄清了干细胞和干细胞再生的概念与微环境的概念是一致的。
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引用次数: 3
COVID-19 Adaptive Humoral Immunity Models: Weakly Neutralizing Versus Antibody-Disease Enhancement Scenarios COVID-19适应性体液免疫模型:弱中和与抗体疾病增强方案
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-08-13 DOI: 10.1007/s10441-022-09447-1
Antoine Danchin, Oriane Pagani-Azizi, Gabriel Turinici, Ghozlane Yahiaoui

The interplay between the virus, infected cells and immune responses to SARS-CoV-2 is still under debate. By extending the basic model of viral dynamics, we propose here a formal approach to describe neutralisation versus weak (or non-)neutralisation scenarios and compare them with the possible effects of antibody-dependent enhancement (ADE). The theoretical model is consistent with the data available in the literature; we show that both weakly neutralising antibodies and ADE can result in final viral clearance or disease progression, but that the immunodynamics are different in each case. As a significant proportion of the world’s population is already naturally immune or vaccinated, we also discuss the implications for secondary infections after vaccination or in the presence of immune system dysfunctions.

病毒、受感染细胞和对SARS-CoV-2的免疫反应之间的相互作用仍在争论中。通过扩展病毒动力学的基本模型,我们在这里提出了一种正式的方法来描述中和与弱(或非)中和的情况,并将它们与抗体依赖性增强(ADE)的可能效果进行比较。理论模型与文献数据一致;我们发现弱中和抗体和ADE都可以导致最终的病毒清除或疾病进展,但每种情况下的免疫动力学是不同的。由于世界上很大一部分人口已经自然免疫或接种了疫苗,我们还讨论了接种疫苗后或存在免疫系统功能障碍时继发感染的影响。
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引用次数: 9
An Epidemic Model with Pro and Anti-vaccine Groups 具有支持和反疫苗组的流行病模型
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-07-08 DOI: 10.1007/s10441-022-09443-5
G. S. Harari, L. H. A. Monteiro

Here, an epidemiological model considering pro and anti-vaccination groups is proposed and analyzed. In this model, susceptible individuals can migrate between these two groups due to the influence of false and true news about safety and efficacy of vaccines. From this model, written as a set of three ordinary differential equations, analytical expressions for the disease-free steady state, the endemic steady state, and the basic reproduction number are derived. It is analytically shown that low vaccination rate and no influx to the pro-vaccination group have similar impacts on the long-term amount of infected individuals. Numerical simulations are performed with parameter values of the COVID-19 pandemic to illustrate the analytical results. The possible relevance of this work is discussed from a public health perspective.

本文提出并分析了一个考虑支持和反对接种人群的流行病学模型。在这个模型中,易感个体可以在这两个群体之间迁移,这是由于关于疫苗安全性和有效性的假新闻和真新闻的影响。从该模型出发,导出了无病稳态、地方病稳态和基本繁殖数的解析表达式。分析表明,低疫苗接种率和不流入支持接种组对长期感染人数的影响相似。采用COVID-19大流行的参数值进行了数值模拟,以说明分析结果。从公共卫生的角度讨论了这项工作的可能相关性。
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引用次数: 5
Modelling the Influence of Climatic Factors on the Population Dynamics of Radopholus Similis: Banana-Plantain Pest 气候因子对香蕉-芭蕉害虫相似瓢虫种群动态影响的模拟
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-07-08 DOI: 10.1007/s10441-022-09444-4
S. Fotso, G. Kolaye, J. Ntahomvukiye, S. Bowong, V. Taffouo

Radopholus Similis (R. Similis) or burrowing nematode, is one of the most damaging and widespread nematodes attacking bananas, causing toppling or blackhead disease. A mathematical model for the population dynamics of R. Similis is considered, with the aim of investigating the impact of climatic factors on the growth of R. Similis. In this paper, based on the life cycle of R. Similis, we first propose a mathematical model to study and control the population dynamics of this banana pest. We show also how control terms based on biological and chemical controls can be integrated to reduce the population of R. Similis within banana-plantain roots. Sensitivity analysis was performed to show the most important parameters of the model. We present the theoretical analysis of the model. More precisely, we derive a threshold parameter ({mathcal{N}}_0), called the basic offspring number and show that the trivial equilibrium is globally asymptotically stable whenever ({mathcal{N}}_0le 1), while when ({mathcal{N}}_0> 1), the non trivial equilibrium is globally asymptotically stable. After, we extend the proposed model by taking account climatic factors that influence the growth of this pest. Biological and chemical controls are now introduced through impulsive equations. Threshold and equilibria are obtained and global stabilities have been studied. The theoretical results are supported by numerical simulations. Numerical results of model with biological and chemical controls reveal that biological methods are more effective than chemical methods. We also found that the month February is the best time to apply these controls.

相似线虫(R. Similis)或穴居线虫是攻击香蕉的最具破坏性和最广泛的线虫之一,导致香蕉倒伏或黑头病。为探讨气候因子对西米林生长的影响,建立了西米林种群动态的数学模型。本文首先基于米氏小蠹的生命周期,提出了研究和控制其种群动态的数学模型。我们还展示了如何将基于生物和化学控制的控制条件结合起来,以减少香蕉-大蕉根内的褐皮蝇种群。进行敏感性分析以显示模型的最重要参数。对该模型进行了理论分析。更准确地说,我们导出了一个阈值参数({mathcal{N}}_0),称为基本子代数,并证明了当({mathcal{N}}_0le 1)时,平凡平衡是全局渐近稳定的,而当({mathcal{N}}_0> 1)时,非平凡平衡是全局渐近稳定的。之后,我们通过考虑影响这种害虫生长的气候因素来扩展所提出的模型。生物和化学控制现在通过脉冲方程引入。得到了系统的阈值和平衡点,并研究了系统的全局稳定性。理论结果得到了数值模拟的支持。生物和化学控制模型的数值结果表明,生物方法比化学方法更有效。我们还发现二月是应用这些控制的最佳时间。
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引用次数: 1
Integration of Heterogeneous Biological Data in Multiscale Mechanistic Model Calibration: Application to Lung Adenocarcinoma 多尺度机械模型校准中异构生物学数据的整合:在肺腺癌中的应用。
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-07-07 DOI: 10.1007/s10441-022-09445-3
Jean-Louis Palgen, Angélique Perrillat-Mercerot, Nicoletta Ceres, Emmanuel Peyronnet, Matthieu Coudron, Eliott Tixier, Ben M. W. Illigens, Jim Bosley, Adèle L’Hostis, Claudio Monteiro

Mechanistic models are built using knowledge as the primary information source, with well-established biological and physical laws determining the causal relationships within the model. Once the causal structure of the model is determined, parameters must be defined in order to accurately reproduce relevant data. Determining parameters and their values is particularly challenging in the case of models of pathophysiology, for which data for calibration is sparse. Multiple data sources might be required, and data may not be in a uniform or desirable format. We describe a calibration strategy to address the challenges of scarcity and heterogeneity of calibration data. Our strategy focuses on parameters whose initial values cannot be easily derived from the literature, and our goal is to determine the values of these parameters via calibration with constraints set by relevant data. When combined with a covariance matrix adaptation evolution strategy (CMA-ES), this step-by-step approach can be applied to a wide range of biological models. We describe a stepwise, integrative and iterative approach to multiscale mechanistic model calibration, and provide an example of calibrating a pathophysiological lung adenocarcinoma model. Using the approach described here we illustrate the successful calibration of a complex knowledge-based mechanistic model using only the limited heterogeneous datasets publicly available in the literature.

机械模型是用知识作为主要信息源,用完善的生物和物理定律来决定模型内的因果关系。一旦确定了模型的因果结构,就必须定义参数,以便准确地再现相关数据。在病理生理学模型的情况下,确定参数及其值尤其具有挑战性,因为用于校准的数据很少。可能需要多个数据源,并且数据可能不是统一的或理想的格式。我们描述了一种校准策略,以解决校准数据的稀缺性和异质性的挑战。我们的策略侧重于初始值不易从文献中获得的参数,我们的目标是通过相关数据设置的约束进行校准来确定这些参数的值。当与协方差矩阵适应进化策略(CMA-ES)相结合时,这种循序渐进的方法可以应用于广泛的生物模型。我们描述了一种逐步、综合和迭代的多尺度机制模型校准方法,并提供了一个校准病理生理肺腺癌模型的例子。使用这里描述的方法,我们说明了仅使用文献中公开可用的有限异构数据集成功校准复杂的基于知识的机制模型。
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引用次数: 0
Bridging Theories for Ecosystem Stability Through Structural Sensitivity Analysis of Ecological Models in Equilibrium 从平衡状态下生态模型的结构敏感性分析探讨生态系统稳定性的桥梁理论
IF 1.3 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2022-06-23 DOI: 10.1007/s10441-022-09441-7
Jan J. Kuiper, Bob W. Kooi, Garry D. Peterson, Wolf M. Mooij

Ecologists are challenged by the need to bridge and synthesize different approaches and theories to obtain a coherent understanding of ecosystems in a changing world. Both food web theory and regime shift theory shine light on mechanisms that confer stability to ecosystems, but from different angles. Empirical food web models are developed to analyze how equilibria in real multi-trophic ecosystems are shaped by species interactions, and often include linear functional response terms for simple estimation of interaction strengths from observations. Models of regime shifts focus on qualitative changes of equilibrium points in a slowly changing environment, and typically include non-linear functional response terms. Currently, it is unclear how the stability of an empirical food web model, expressed as the rate of system recovery after a small perturbation, relates to the vulnerability of the ecosystem to collapse. Here, we conduct structural sensitivity analyses of classical consumer-resource models in equilibrium along an environmental gradient. Specifically, we change non-proportional interaction terms into proportional ones, while maintaining the equilibrium biomass densities and material flux rates, to analyze how alternative model formulations shape the stability properties of the equilibria. The results reveal no consistent relationship between the stability of the original models and the proportionalized versions, even though they describe the same biomass values and material flows. We use these findings to critically discuss whether stability analysis of observed equilibria by empirical food web models can provide insight into regime shift dynamics, and highlight the challenge of bridging alternative modelling approaches in ecology and beyond.

生态学家面临的挑战是,需要将不同的方法和理论联系起来,综合起来,以在不断变化的世界中获得对生态系统的连贯理解。食物网理论和制度转移理论都从不同的角度阐明了赋予生态系统稳定性的机制。经验食物网模型用于分析物种相互作用如何塑造真实多营养生态系统中的平衡,通常包括线性功能响应项,用于从观测中简单估计相互作用强度。状态转移模型关注的是在缓慢变化的环境中平衡点的质变,通常包括非线性函数响应项。目前,尚不清楚经验食物网模型的稳定性如何与生态系统崩溃的脆弱性相关,该模型表示为小扰动后的系统恢复速度。在此,我们沿着环境梯度对平衡的经典消费者-资源模型进行结构敏感性分析。具体而言,我们将非比例相互作用项转换为比例相互作用项,同时保持平衡生物量密度和物质通量速率,以分析替代模型公式如何塑造平衡的稳定性特性。结果表明,原始模型和比例化模型的稳定性之间没有一致的关系,即使它们描述了相同的生物量值和物质流。我们利用这些发现批判性地讨论了通过经验食物网模型对观察到的平衡的稳定性分析是否可以提供对政权转移动力学的洞察,并强调了在生态学和其他领域连接替代建模方法的挑战。
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引用次数: 2
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