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Modelling the spread and management of Varroa destructor in naive european honeybee populations. 破坏瓦螨在欧洲原始蜜蜂种群中的传播和管理模拟。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-04-07 Epub Date: 2025-12-03 DOI: 10.1016/j.jtbi.2025.112329
Isobel R Abell, Thao P Le, Jennifer A Flegg, Christopher M Baker

Varroa destructor is a significant European honeybee pest, impacting agricultural industries globally. Since arriving in 2022, Australia faces the possibility that Varroa will become established in European honeybee colonies nationally. Australia initially pursued a strategy of testing and subsequently eliminating hives infested with Varroa. These management efforts raise interesting questions about the interplay between hive testing and elimination, and the spread of Varroa between hives. This study uses mathematical modelling to investigate how combined hive testing and elimination strategies impact the spread of Varroa through a network of European honeybee hives. We develop a model of both within-hive reproduction of Varroa and hive testing, and between-hive movement of Varroa on a network of hives. This model is used to assess the impact of various testing and hive elimination strategies on the total number of hives eliminated on the network of hives. Each model simulation starts with a single infested hive, and from this we observed one of two dynamics: either the infestation is caught before spreading, or Varroa spreads extensively through the network before being caught by testing. Within our model we implement two common hive testing methods - sugar shake and alcohol testing. A shared limitation of these testing methods is that they can only detect mites in a specific stage of their lifecycle. As such, testing is not only dependent on how many Varroa mites are in a hive, but also on what lifecycle stage the mites are in at the time of testing. By varying testing and movement parameters, we see that this testing limitation greatly impacts the number of hives eliminated in various scenarios. Furthermore, testing earlier, or testing more frequently, does not guarantee a smaller invasion. Our model results suggest irregular testing schedules, e.g. testing multiple times in close succession rather than just once in a given timeframe, may help overcome the limitations of common hive testing strategies.

瓦氏破坏者是一种重要的欧洲蜜蜂害虫,影响着全球的农业产业。自2022年抵达澳大利亚以来,澳大利亚面临着瓦罗亚将在欧洲蜂群中建立全国性的可能性。澳大利亚最初采取的策略是检测并随后消灭感染了瓦螨的蜂箱。这些管理工作提出了一些有趣的问题,关于蜂箱测试和消灭之间的相互作用,以及蜂箱之间瓦螨的传播。本研究使用数学模型来研究蜂箱测试和消除策略如何通过欧洲蜂巢网络影响瓦螨的传播。我们建立了一个蜂箱内繁殖和蜂箱测试的模型,以及蜂箱网络上蜂箱间运动的模型。该模型用于评估各种测试和蜂箱消除策略对蜂箱网络上消除的蜂箱总数的影响。每个模型模拟都从一个受感染的蜂巢开始,从中我们观察到两种动态中的一种:要么在传播之前被捕获,要么在被测试捕获之前通过网络广泛传播瓦罗亚。在我们的模型中,我们实现了两种常见的蜂箱测试方法——糖摇和酒精测试。这些测试方法的一个共同局限性是,它们只能在其生命周期的特定阶段检测螨虫。因此,测试不仅取决于蜂巢中有多少瓦螨,还取决于测试时螨虫所处的生命周期阶段。通过不同的测试和移动参数,我们看到这种测试限制极大地影响了在各种情况下消除的荨麻疹数量。此外,更早地进行测试,或者更频繁地进行测试,并不能保证较小的入侵。我们的模型结果表明,不规则的测试时间表,例如,在紧密的连续测试多次,而不是在给定的时间框架内只测试一次,可能有助于克服常见蜂群测试策略的局限性。
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引用次数: 0
Equilibrium red blood shape configurations to Canham-Hilfrich energy: Analytical study. Canham-Hilfrich能量的平衡红血形态:分析研究。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-02-06 DOI: 10.1016/j.jtbi.2026.112397
Houda Fahim, Mohammed Guedda, Nour Eddine Alaa

In this study, we revisit the Canham-Helfrich energy to analytically determine the equilibrium configurations of the red blood cell (RBC). By extending the work of Au and Wan Au and Wan (2003), we establish a sufficient analytical condition ensuring the existence of the biconcave equilibrium shape. This result provides a rigorous complement to previous asymptotic arguments, clarifying the mechanical balance underlying RBC morphology. Moreover, the analytical derivation of the equilibrium shape function from the Helfrich energy naturally reproduces the empirical contour equation proposed by Evans and Fung Evans and Fung (1972). This demonstrates that their experimental results can be obtained via the energy-minimization framework, thereby linking experimental observations with a consistent theoretical foundation. The present results provide both a mathematical completion and a physical unification of previous models, confirming that the biconcave RBC geometry arises as an equilibrium configuration governed by simple curvature constraints.

在这项研究中,我们重新审视canham - helrich能量来分析确定红细胞(RBC)的平衡构型。通过推广Au和Wan(2003)的工作,我们建立了保证双凹平衡形状存在的充分分析条件。这一结果为之前的渐近论证提供了严格的补充,阐明了红细胞形态下的机械平衡。此外,由helrich能量解析推导出的平衡形状函数自然再现了Evans and Fung(1972)提出的经验轮廓方程。这表明他们的实验结果可以通过能量最小化框架获得,从而将实验观察与一致的理论基础联系起来。目前的结果提供了先前模型的数学完成和物理统一,证实了双凹RBC几何结构是由简单曲率约束控制的平衡构型。
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引用次数: 0
Optimising Chemotherapy for Advanced High-Grade Serous Ovarian Cancer via Delay-Differential Equations. 通过延迟微分方程优化晚期高级别浆液性卵巢癌的化疗。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1016/j.jtbi.2026.112396
Cristina Koprinski, Georgio Hawi, Peter S Kim

Ovarian cancer is the deadliest gynaecological cancer and the fourth leading cause of cancer deaths in women. High-grade serous ovarian cancer (HGSOC) accounts for 75% of cases, and chemotherapy resistance and relapse occur in 85% of patients, leading to a 5-year survival of 45%. Currently, the literature lacks comprehensive immunobiological models of HGSOC, and developing such models could provide critical insights into the disease's underlying mechanisms and interactions within the tumour microenvironment. We address this by constructing an immunobiological model using delay differential equations and then optimise chemotherapy regimens to maximise efficacy, minimise toxicity, and improve treatment efficiency for first-line treatment. The model consists of two compartments, the tumour site and tumour-draining lymph node, with immune processes such as dendritic cell (DC) maturation, T cell priming and proliferation, and cytokine interactions modelled. Parameter values are estimated using experimental data from ovarian cancer tissue samples as well as the TCGA OV database. The results indicate that low-dose, more frequent chemotherapy provides comparable results to the standard regimen with a lower toxicity, and alternative dosing strategies with rest weeks can allow patients to recover from the toxic side effects of chemotherapy.

卵巢癌是最致命的妇科癌症,也是妇女癌症死亡的第四大原因。高级别浆液性卵巢癌(HGSOC)占75%,85%的患者出现化疗耐药和复发,5年生存率为45%。目前,文献缺乏HGSOC的综合免疫生物学模型,而开发这样的模型可以为了解该疾病的潜在机制和肿瘤微环境中的相互作用提供重要的见解。我们通过使用延迟微分方程构建免疫生物学模型来解决这个问题,然后优化化疗方案,以最大化疗效,最小化毒性,并提高一线治疗的治疗效率。该模型由肿瘤部位和肿瘤引流淋巴结两部分组成,并模拟了树突状细胞(DC)成熟、T细胞启动和增殖以及细胞因子相互作用等免疫过程。参数值的估计使用来自卵巢癌组织样本的实验数据以及TCGA OV数据库。结果表明,低剂量、更频繁的化疗提供了与标准方案相当的结果,毒性更低,而休息几周的替代剂量策略可以使患者从化疗的毒副作用中恢复。
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引用次数: 0
Seeking Service: How Client Behavior Determines Cleaning Station Clustering. 寻求服务:客户行为如何决定清洁站集群。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-02-03 DOI: 10.1016/j.jtbi.2026.112394
Jonatan T Kaare-Rasmussen, A Raine Detmer, Eleanor M Caves, Holly V Moeller

Cleaner shrimp engage in a mutualistic relationship with reef fish, providing cleaning services in exchange for nutritional benefits. These shrimp inhabit stationary sea anemones, forming "cleaning stations" that rely on mobile fish clients to locate and revisit them. To investigate how fish movement behaviors influence the spatial distribution of cleaning stations, we developed an individual-based model that explicitly incorporates both stochastic fish movement and two forms of directed fish movement strategies: taxis (i.e. gradient-following) and memory-based movement. Our results reveal that directed movement, whether through taxis or memory, promotes the formation of spatially clustered cleaning stations, but only when the range of directed movement outweighs the homogenizing effects of random dispersal. Specifically, memory-based clustering requires the memory range to exceed dispersal distance, while taxis-based clustering emerges even with taxis-based movement ranges exceeded by dispersal distance. By parameterizing the model with empirical data on client fish visitation frequencies, we further show that reefs dominated by "Choosy" fish (those willing to travel farther for preferred stations) exhibit stronger station clustering compared to reefs with "Resident" fish (territorial species with limited movement). These findings highlight how client behavior shapes the spatial ecology of cleaning mutualisms, with implications for understanding partner encounter dynamics in other species interactions.

清洁虾与珊瑚鱼有一种互惠关系,它们提供清洁服务以换取营养。这些虾栖息在固定的海葵中,形成“清洁站”,依靠移动的鱼类客户来定位和重新访问它们。为了研究鱼类运动行为如何影响清洁站的空间分布,我们开发了一个基于个体的模型,该模型明确地结合了随机鱼类运动和两种形式的定向鱼类运动策略:滑行(即梯度跟随)和基于记忆的运动。我们的研究结果表明,定向运动,无论是通过出租车还是记忆,促进了空间集群清洁站的形成,但只有当定向运动的范围超过随机分散的均匀化效应时。具体来说,基于记忆的聚类要求记忆范围大于分散距离,而基于出租车的聚类即使在基于出租车的运动范围大于分散距离的情况下也会出现。通过使用客户鱼访问频率的经验数据对模型进行参数化,我们进一步表明,与“常驻”鱼(活动受限的领土物种)相比,“选择性”鱼(愿意为首选站点游得更远的鱼)主导的珊瑚礁表现出更强的站点聚类。这些发现强调了客户行为如何塑造清洁互助关系的空间生态,并对理解其他物种相互作用中的伙伴遭遇动态具有启示意义。
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引用次数: 0
Age and Generation-Based Model of Metastatic Cancer: From Micrometastases to Macrometastases. 基于年龄和世代的转移性癌症模型:从微转移到大转移。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-02-01 DOI: 10.1016/j.jtbi.2026.112392
Panagiotis Gavriliadis, Georgios Lolas, Themis Matsoukas

Metastasis remains the decisive event in most solid cancers, yet the mathematical tools we use to describe it are still largely tied to tumor size. In the curent work, we recast metastatic spread in terms of tumor age and generational ancestry, turning an implicit notion into the main organizing principle of the model. Building on the classical Iwata-Kawasaki-Shigesada (IKS) framework, we construct a transformation from size to age and derive a hierarchy of integral equations indexed by metastatic generation. Our reformulation yields closed-form expressions for first-generation metastases and simple one-dimensional recursive integrals for higher generations, avoiding direct numerical solution of the original size-structured partial differential equation (PDE) with its nonlocal boundary condition. Using Gompertzian growth and power-law metastatic emission, we show that the age-generation model reproduces IKS predictions over clinically relevant time scales while offering improved numerical stability and interpretability. The generational decomposition reveals a robust pattern: lesions seeded directly from the primary dominate early in the disease course, whereas successively younger generations, emitted by existing metastases, come to dominate the total lesion count at small sizes, leaving older generations to occupy the macroscopic tail of the distribution. Introducing an explicit detection threshold naturally separates a small number of radiologically visible macrometastases from a much larger, unseen pool of micrometastases. Together, these results provide a transparent and computationally efficient framework that links primary-tumor growth, metastatic seeding across generations, and the hidden microscopic burden that underlies clinical presentation.

转移仍然是大多数实体癌的决定性事件,然而我们用来描述它的数学工具仍然在很大程度上与肿瘤大小有关。在目前的工作中,我们根据肿瘤年龄和代际血统重新定义转移性扩散,将一个隐含的概念转变为模型的主要组织原则。在Iwata-Kawasaki-Shigesada (IKS)经典框架的基础上,我们构建了一个从大小到年龄的转换,并推导了一个以转移代为索引的积分方程层次。我们的重新表述得到了第一代转移的封闭形式表达式和更高代的简单一维递推积分,避免了原始尺寸结构偏微分方程(PDE)的非局部边界条件的直接数值解。使用Gompertzian生长和幂律转移放射,我们表明年龄-世代模型在临床相关的时间尺度上再现了IKS预测,同时提供了更好的数值稳定性和可解释性。代际分解揭示了一种稳健的模式:直接来自原发灶的病变在病程早期占主导地位,而由现有转移灶引发的年轻一代则在小范围内主导病变总数,而老一代则占据分布的宏观尾部。引入明确的检测阈值自然地将少量放射学上可见的大转移与更大的、不可见的微转移池分离开来。总之,这些结果提供了一个透明且计算效率高的框架,将原发肿瘤生长、跨代转移播种和临床表现背后隐藏的显微镜负担联系起来。
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引用次数: 0
The evolutionary success of angiosperms: a foundation of bioenergetic surplus. 被子植物的进化成功:生物能量过剩的基础。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-01-29 DOI: 10.1016/j.jtbi.2026.112391
Antonio F Miguel

The global ecological dominance of angiosperms represents a major evolutionary success. This study suggests that their ascendance is not due to a single trait but to a deeply integrated hydraulic design that maximizes performance and resilience. A model is developed, and based on the constructal law, the leaf vascular architecture of three major plant lineages, angiosperms, gymnosperms, and ferns is compared. The model evaluates performance based on two foundational parameters: the branching exponent which accounts for the supply efficiency, and the vein placement ratio, which controls water distribution. The results demonstrate that the angiosperm architecture is superior across all modeled metrics. This design minimizes the energetic cost of water transport, ensures uniform water distribution, and enables rapid hydraulic responsiveness. Significantly, the model reveals that this profound efficiency generates a bioenergetic surplus that funds a resilient, redundant vascular network. This fault-tolerant design provides a decisive advantage against physical damage, ensuring that high photosynthetic capacity is a sustained reality rather than a fragile state. It is this synergistic system that provides a quantitative explanation for the enduring global supremacy of angiosperms.

被子植物的全球生态优势代表了一个重大的进化成功。这项研究表明,它们的优势不是由于单一的特性,而是由于深度集成的液压设计,最大限度地提高了性能和弹性。建立了叶片维管结构模型,并基于构造规律对被子植物、裸子植物和蕨类植物三个主要植物谱系的叶片维管结构进行了比较。该模型基于两个基本参数来评估性能:分支指数(分支指数反映了供水效率)和静脉放置率(分支指数反映了水的分布)。结果表明,被子植物的结构在所有建模指标上都是优越的。这种设计最大限度地减少了水运的能源成本,确保了均匀的水分配,并实现了快速的水力响应。值得注意的是,该模型揭示了这种深刻的效率产生了生物能量盈余,为有弹性的冗余血管网络提供了资金。这种容错设计提供了对抗物理损伤的决定性优势,确保高光合能力是一个持续的现实,而不是一个脆弱的状态。正是这种协同系统为被子植物在全球的霸主地位提供了定量的解释。
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引用次数: 0
Local control of cellular proliferation underlies neuromast regeneration in zebrafish 细胞增殖的局部控制是斑马鱼神经肥大再生的基础。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-01-29 DOI: 10.1016/j.jtbi.2026.112389
Natalia G. Lavalle , Jerónimo Miranda-Rodríguez , Emanuel Cura Costa , Augusto Borges , Oriol Viader-Llargués , Hernán López-Schier , Osvaldo Chara
Biological systems are never in equilibrium, yet they maintain stability in the face of continuous external disturbances. A prime example of this is organ regeneration, during which organs are reliably rebuilt through controlled cellular proliferation. In this study, we employ a cell-based computational modelling approach to investigate the proliferative response of an organ after injury. We developed a minimal two-dimensional Cellular Potts Model (CPM) using empirical data from regenerating neuromasts in larval zebrafish. Remarkably, the CPM both qualitatively and quantitatively recapitulates the regenerative response of neuromasts following laser-mediated cell ablation. Assuming that cell proliferation is locally regulated by a delayed switch, we discovered that mitotic activity ceases once the type-dependent number of neighbouring cells exceeds a deterministic critical threshold. An intriguing corollary of our findings is that a local negative feedback loop among identical cells may represent a general mechanism underlying organ-level proportional homeostasis.
生物系统永远不会处于平衡状态,但它们在面对持续的外部干扰时仍能保持稳定。一个典型的例子是器官再生,在这个过程中,器官通过控制细胞增殖得到可靠的重建。在这项研究中,我们采用基于细胞的计算模型方法来研究损伤后器官的增殖反应。我们利用斑马鱼幼体再生神经鞘的经验数据建立了最小二维细胞波模型(CPM)。值得注意的是,CPM定性和定量地再现了激光介导的细胞消融后神经肥大的再生反应。假设细胞增殖是由一个延迟开关局部调节的,我们发现,一旦邻近细胞的类型依赖数量超过确定性的临界阈值,有丝分裂活动就会停止。我们发现的一个有趣的推论是,相同细胞之间的局部负反馈回路可能代表了器官水平比例稳态的一般机制。
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引用次数: 0
Modeling how hunting strategies and pack size shape each other 模拟狩猎策略和种群大小如何相互影响。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-01-27 DOI: 10.1016/j.jtbi.2026.112390
Denys Dutykh , Ramón Escobedo , Lee Spector
Social foraging exhibits unexpected features, such as the existence of a group size threshold above which hunting success is not improved, mainly because, above this threshold, additional individuals are free-riders that withhold effort. These observations have been supported by computational models of group hunting, which reveal a mechanism that causes hunting success to peak at small group sizes. In the model, hunters follow two simple rules: approach the prey until a safe distance is reached, and when closer to the prey than a critical avoidance distance, move away from other hunters. The mechanism is that the spatial configuration that the hunters adopt during the hunt is disrupted by the excessive number of participants. Direct observations of wolves (Canis lupus) in Yellowstone Park have shown that the group size threshold when hunting bison (Bison bison), their most formidable prey, is nearly three times greater than when hunting elk (Cervus elaphus). However, the relationship between prey type and the threshold pack size is complex and non-linear, driven by a feedback loop: hunting strategies are adjusted based on prey size and behaviour, which in turn affects the formation and effectiveness of the pack.
This study explores how prey size influences the optimal pack size and vice versa. Our analysis confirms the non-linearity of this relationship. As the size and danger of the prey change, the optimal pack size does not follow a simple linear pattern. Instead, it reflects a more complex interaction, where both prey characteristics and wolf hunting strategies determine the most effective group size. This complexity arises from the need to balance the pressure exerted on the prey with the spatial arrangement of the pack. The feedback loop between hunting success and pack size illustrates how adaptations in hunting strategies lead to changes in pack organization, which then impact hunting success. This dynamic interaction underlines the need for models that account for these complex interactions to better understand and predict the behavior of wolf packs in different prey scenarios.
社会觅食表现出意想不到的特征,比如存在一个群体规模阈值,超过这个阈值,狩猎成功率就不会提高,主要是因为,超过这个阈值,额外的个体就会搭便车,不付出努力。这些观察结果得到了群体狩猎计算模型的支持,该模型揭示了一种机制,使狩猎成功率在小群体规模时达到顶峰。在这个模型中,猎人遵循两个简单的规则:接近猎物直到达到一个安全距离,当接近猎物超过一个临界回避距离时,远离其他猎人。其机制是猎人在狩猎过程中所采用的空间配置被过多的参与者所破坏。在黄石公园对狼(Canis lupus)的直接观察表明,猎杀它们最可怕的猎物野牛(bison bison)时的群体规模阈值几乎是猎杀麋鹿(Cervus elaphus)时的三倍。然而,猎物类型和阈值群体规模之间的关系是复杂和非线性的,由一个反馈回路驱动:狩猎策略是根据猎物的大小和行为来调整的,这反过来又影响了群体的形成和有效性。这项研究探讨了猎物的大小如何影响最佳群体大小,反之亦然。我们的分析证实了这种关系的非线性。随着猎物的大小和危险性的变化,最优的种群数量并不遵循简单的线性模式。相反,它反映了一种更复杂的相互作用,猎物的特征和狼的狩猎策略决定了最有效的群体规模。这种复杂性来自于需要平衡施加在猎物身上的压力和狼群的空间安排。狩猎成功和群体规模之间的反馈循环说明了狩猎策略的适应如何导致群体组织的变化,进而影响狩猎成功。这种动态的相互作用强调需要模型来解释这些复杂的相互作用,以便更好地理解和预测狼群在不同猎物场景下的行为。
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引用次数: 0
Modeling tumor progression in heterogeneous microenvironments: A cellular automata approach 在异质微环境中模拟肿瘤进展:细胞自动机方法。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-01-24 DOI: 10.1016/j.jtbi.2026.112388
Yue Deng , Mingjing Li , Jinzhi Lei
Understanding how microenvironmental heterogeneity influences tumor progression is essential for advancing both cancer biology and therapeutic strategies. In this study, we develop a cellular automata (CA) model to simulate tumor growth under varying microenvironmental conditions and genetic mutation rates, addressing a gap in existing studies that rarely integrate these two factors to explain tumor dynamics. The model explicitly incorporates the cellular heterogeneity of stem and non-stem cells, dynamic cell-cell interactions, and tumor-microenvironment crosstalk. Using computational simulations, we examine the synergistic effects of gene mutation rate, initial tumor burden, and microenvironmental state on tumor progression. Our results demonstrate that lowering the mutation rate significantly mitigates tumor expansion and preserves microenvironmental integrity. Interestingly, the initial tumor burden has a limited impact, whereas the initial condition of the microenvironment critically shapes tumor dynamics. A supportive microenvironment promotes proliferation and spatial invasion, while inhibitory conditions suppress tumor growth. These findings highlight the key role of microenvironmental modulation in tumor evolution and provide computational insights that may inform more effective cancer therapies.
了解微环境异质性如何影响肿瘤进展对于推进癌症生物学和治疗策略至关重要。在这项研究中,我们开发了一个细胞自动机(CA)模型来模拟不同微环境条件和基因突变率下的肿瘤生长,解决了现有研究中很少整合这两个因素来解释肿瘤动力学的空白。该模型明确地结合了干细胞和非干细胞的细胞异质性、动态细胞-细胞相互作用和肿瘤-微环境串扰。通过计算模拟,我们研究了基因突变率、初始肿瘤负荷和微环境状态对肿瘤进展的协同效应。我们的研究结果表明,降低突变率可以显著减缓肿瘤的扩张,并保持微环境的完整性。有趣的是,初始肿瘤负荷的影响有限,而微环境的初始条件对肿瘤动力学至关重要。支持性微环境促进肿瘤增殖和空间侵袭,而抑制性微环境则抑制肿瘤生长。这些发现强调了微环境调节在肿瘤进化中的关键作用,并提供了可能为更有效的癌症治疗提供信息的计算见解。
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引用次数: 0
A semantics for Boolean networks consistent with regulatory threshold constraints. 与监管阈值约束一致的布尔网络的语义。
IF 2 4区 数学 Q2 BIOLOGY Pub Date : 2026-01-24 DOI: 10.1016/j.jtbi.2026.112377
Philippe Dague

Modeling biological systems with Boolean networks (BNs) is a well-established approach that enables reasoning about the qualitative dynamics of such systems, such as gene and signaling networks. Several semantics for BNs, i.e., scheduling of component updates, have been proposed that can significantly affect the predicted dynamic behaviors. The synchronous and asynchronous ones are the most popular, but they fail to capture some of the behaviors observed in reality and accounted for by quantitative models. Recently, the most permissive semantics has been introduced, guaranteed not to miss any behavior achievable by a quantitative model following the same logic as the BN, and, in addition, significantly reducing the computational complexity of dynamical analysis. But this time, it appears too permissive and tolerates spurious behaviors in many real situations. After clarifying the relationships between existing semantics, we define the threshold semantics whose dynamic behaviors are all those given by a single threshold network, a subclass of multivalued networks, for any possible threshold map. The spurious behaviors are excluded by the threshold semantics, whose qualitative behaviors appear as a proper abstraction of real biological processes founded on activation and inhibition influences regulated by single thresholds whose values are unknown, which is generally the case. We show that threshold semantics is stricter (for reachability between Boolean configurations) than the cuttable extended semantics (called here linear semantics) and stricter than a given constrained version of the most permissive semantics. We then seek to operationalize this threshold semantics. For this, we equip the constrained version of the most permissive semantics with a system of symbolic constraints, attached to any given trajectory and verifiable by a satisfiability solver. The satisfiability of this set of constraints ensures the consistency of the formal threshold conditions associated with the transitions along the trajectory. It defines a new operational semantics at the level of trajectories. Then we prove that this semantics is equivalent to the threshold semantics. Finally, we prove that the computational complexity of this semantics is the same as that of classical semantics, i.e., PSPACE, and we state several conjectures for future work.

用布尔网络(BNs)对生物系统进行建模是一种行之有效的方法,可以对诸如基因和信号网络等系统的定性动力学进行推理。已经提出了几种语义,即组件更新的调度,可以显著影响预测的动态行为。同步和异步是最流行的,但是它们不能捕捉到现实中观察到的一些行为,也不能用定量模型来解释。最近,引入了最宽松的语义,保证不会错过与BN遵循相同逻辑的定量模型可以实现的任何行为,并且显著降低了动态分析的计算复杂性。但这一次,它似乎过于宽容,在许多实际情况下容忍虚假行为。在澄清了现有语义之间的关系后,我们定义了阈值语义,对于任何可能的阈值映射,其动态行为都是由单个阈值网络(多值网络的子类)给出的。虚假行为被阈值语义排除在外,其定性行为表现为对真实生物过程的适当抽象,这些过程建立在激活和抑制影响的基础上,这些影响由单个阈值调节,其值通常是未知的。我们证明阈值语义(对于布尔配置之间的可达性)比可切割扩展语义(这里称为线性语义)更严格,并且比最宽松语义的给定约束版本更严格。然后,我们寻求对这个阈值语义进行操作化。为此,我们为最宽松语义的约束版本配备了一个符号约束系统,附加到任何给定的轨迹上,并通过可满足解算器进行验证。这组约束的可满足性保证了与轨迹转移相关的形式阈值条件的一致性。它在轨迹层次上定义了一种新的操作语义。然后证明了该语义等价于阈值语义。最后,我们证明了该语义的计算复杂度与经典语义(即PSPACE)相同,并对未来的工作提出了一些猜想。
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引用次数: 0
期刊
Journal of Theoretical Biology
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