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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 Q1 Arts and Humanities 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 Q1 Arts and Humanities 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 Q1 Arts and Humanities 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 Q1 Arts and Humanities 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 Q1 Arts and Humanities 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 Q1 Arts and Humanities 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 Q1 Arts and Humanities 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
Limited Cognitive Abilities and Dominance Hierarchies 有限的认知能力和统治等级
IF 1.3 4区 生物学 Q1 Arts and Humanities Pub Date : 2022-06-17 DOI: 10.1007/s10441-022-09442-6
Hanyuan Huang, Jiabin Wu

We propose a novel model to explain the mechanisms underlying dominance hierarchical structures. Guided by a predetermined social convention, agents with limited cognitive abilities optimize their strategies in a Hawk-Dove game. We find that several commonly observed hierarchical structures in nature such as linear hierarchy and despotism, emerge as the total fitness-maximizing social structures given different levels of cognitive abilities.

我们提出了一个新的模型来解释显性层次结构的机制。在一个预先确定的社会惯例的指导下,认知能力有限的个体在鹰鸽博弈中优化他们的策略。我们发现,在自然界中常见的几种等级结构,如线性等级和专制,在不同的认知能力水平下,以总适应度最大化的社会结构出现。
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引用次数: 1
Optimal Drug Regimen and Combined Drug Therapy and Its Efficacy in the Treatment of COVID-19: A Within-Host Modeling Study 新型冠状病毒肺炎的最佳药物方案和联合药物治疗及其疗效:宿主内模型研究
IF 1.3 4区 生物学 Q1 Arts and Humanities Pub Date : 2022-05-19 DOI: 10.1007/s10441-022-09440-8
Bishal Chhetri, Vijay M. Bhagat, D. K. K. Vamsi, V. S. Ananth, Bhanu Prakash, Swapna Muthusamy, Pradeep Deshmukh, Carani B. Sanjeevi

The COVID-19 pandemic has resulted in more than 524 million cases and 6 million deaths worldwide. Various drug interventions targeting multiple stages of COVID-19 pathogenesis can significantly reduce infection-related mortality. The current within-host mathematical modeling study addresses the optimal drug regimen and efficacy of combination therapies in the treatment of COVID-19. The drugs/interventions considered include Arbidol, Remdesivir, Interferon (INF) and Lopinavir/Ritonavir. It is concluded that these drugs, when administered singly or in combination, reduce the number of infected cells and viral load. Four scenarios dealing with the administration of a single drug, two drugs, three drugs and all four are discussed. In all these scenarios, the optimal drug regimen is proposed based on two methods. In the first method, these medical interventions are modeled as control interventions and a corresponding objective function and optimal control problem are formulated. In this framework, the optimal drug regimen is derived. Later, using the comparative effectiveness method, the optimal drug regimen is derived based on the basic reproduction number and viral load. The average number of infected cells and viral load decreased the most when all four drugs were used together. On the other hand, the average number of susceptible cells decreased the most when Arbidol was administered alone. The basic reproduction number and viral load decreased the most when all four interventions were used together, confirming the previously obtained finding of the optimal control problem. The results of this study can help physicians make decisions about the treatment of the life-threatening COVID-19 infection.

2019冠状病毒病大流行已在全球造成5.24亿多例病例和600万人死亡。针对COVID-19发病机制的多个阶段进行各种药物干预可显著降低感染相关死亡率。目前的宿主内数学模型研究解决了治疗COVID-19的最佳药物方案和联合疗法的疗效。考虑的药物/干预措施包括阿比多尔、瑞德西韦、干扰素和洛匹那韦/利托那韦。结论是,这些药物单独或联合使用时,可减少感染细胞的数量和病毒载量。讨论了处理单一药物、两种药物、三种药物和所有四种药物的管理的四种情况。在所有这些情况下,基于两种方法提出了最优的药物方案。在第一种方法中,将这些医疗干预建模为控制干预,并制定相应的目标函数和最优控制问题。在此框架下,导出了最佳的用药方案。然后,采用比较有效性法,根据基本繁殖数和病毒载量,推导出最优用药方案。当所有四种药物同时使用时,感染细胞的平均数量和病毒载量下降最多。另一方面,当阿比多尔单独给药时,敏感细胞的平均数量减少最多。当四种干预措施同时使用时,基本繁殖数和病毒载量下降最多,证实了先前获得的最优控制问题的发现。这项研究的结果可以帮助医生决定治疗危及生命的COVID-19感染。
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引用次数: 0
Reconstructing the Last Common Ancestor: Epistemological and Empirical Challenges 重建最后的共同祖先:认识论和经验的挑战
IF 1.3 4区 生物学 Q1 Arts and Humanities Pub Date : 2022-05-16 DOI: 10.1007/s10441-022-09439-1
Amadeo Estrada, Edna Suárez-Díaz, Arturo Becerra

Reconstructing the genetic traits of the Last Common Ancestor (LCA) and the Tree of Life (TOL) are two examples of the reaches of contemporary molecular phylogenetics. Nevertheless, the whole enterprise has led to paradoxical results. The presence of Lateral Gene Transfer poses epistemic and empirical challenges to meet these goals; the discussion around this subject has been enriched by arguments from philosophers and historians of science. At the same time, a few but influential research groups have aimed to reconstruct the LCA with rich-in-detail hypotheses and high-resolution gene catalogs and metabolic traits. We argue that LGT poses insurmountable challenges for detailed and rich in details reconstructions and propose, instead, a middle-ground position with the reconstruction of a slim LCA based on traits under strong pressures of Negative Natural Selection, and for the need of consilience with evidence from organismal biology and geochemistry. We defend a cautionary perspective that goes beyond the statistical analysis of gene similarities and assumes the broader consequences of evolving empirical data and epistemic pluralism in the reconstruction of early life.

最后共同祖先(Last Common Ancestor, LCA)和生命之树(Tree of Life, TOL)的遗传特征重建是当代分子系统发育研究的两个领域。然而,整个事业导致了矛盾的结果。横向基因转移的存在提出了认识和经验的挑战,以满足这些目标;哲学家和科学史学家的观点丰富了围绕这一主题的讨论。与此同时,一些有影响力的研究小组正致力于通过详细的假设和高分辨率的基因目录和代谢特征来重建LCA。我们认为LGT对详细和丰富的细节重建提出了难以克服的挑战,并提出了一种中间立场,即基于负自然选择的强大压力下的特征重建一个精简的LCA,并且需要与生物生物学和地球化学证据相一致。我们捍卫了一种警示性的观点,它超越了基因相似性的统计分析,并假设了在早期生活重建中不断发展的经验数据和认知多元化的更广泛后果。
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引用次数: 0
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Acta Biotheoretica
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