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Graphene for self-powered biosensors: a perspective. 石墨烯用于自供电生物传感器:展望。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-17 DOI: 10.1098/rsif.2025.0479
Seda Gungordu Er, Mohan Edirisinghe

Graphene-based self-powered sensors are emerging as a powerful solution for real-time health-monitoring and autonomous sensing systems. Owing to graphene's exceptional electrical conductivity, flexibility and biocompatibility, these sensors can function without external power, drawing energy from mechanical, thermal or biochemical sources. This perspective highlights key advancements in energy-harvesting strategies, including triboelectric and piezoelectric nanogenerators (TENGs and PENGs), as well as biofuel cells (BFCs), where graphene significantly enhances charge transfer and power output. The integration of graphene into nanocomposite architectures through scalable techniques such as pressure spinning improves surface area, sensing efficiency and manufacturability. Functional modifications using metal nanoparticles and conducting polymers have further advanced sensor stability and specificity, enabling accurate biomarker detection in complex biological human body fluids. Practical implementations in wearable electronics, implantable devices and smart environmental systems demonstrate the real-world impact of these innovations. The role of graphene-based materials extends beyond healthcare into robotics and soft electronics, where its properties support the development of self-powered, skin-like interfaces. As research continues to address scalability, long-term stability and miniaturization, graphene-based biosensors are expected to become central components in next-generation bioelectronic platforms. This article provides a forward-looking perspective on how graphene is shaping the future of autonomous, intelligent and user-centred sensing technologies.

基于石墨烯的自供电传感器正在成为实时健康监测和自主传感系统的强大解决方案。由于石墨烯优异的导电性、柔韧性和生物相容性,这些传感器可以在没有外部电源的情况下工作,从机械、热或生物化学来源获取能量。这一观点强调了能量收集策略的关键进步,包括摩擦电和压电纳米发电机(teng和peng),以及生物燃料电池(bfc),石墨烯显著提高了电荷转移和功率输出。通过压力纺丝等可扩展技术将石墨烯集成到纳米复合材料架构中,提高了表面积、传感效率和可制造性。使用金属纳米颗粒和导电聚合物进行功能修饰,进一步提高了传感器的稳定性和特异性,从而能够在复杂的生物体液中进行准确的生物标志物检测。在可穿戴电子产品、植入式设备和智能环境系统中的实际应用展示了这些创新对现实世界的影响。石墨烯基材料的作用从医疗保健扩展到机器人和软电子领域,其特性支持自供电、皮肤状界面的开发。随着研究不断解决可扩展性、长期稳定性和小型化问题,基于石墨烯的生物传感器有望成为下一代生物电子平台的核心组件。本文提供了一个前瞻性的观点,石墨烯如何塑造未来的自主,智能和以用户为中心的传感技术。
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引用次数: 0
Herding as an emergent behaviour in harem groups of feral Garrano ponies. 放牧是野生加拉诺矮种马后宫群中的一种紧急行为。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-17 DOI: 10.1098/rsif.2025.0187
David Demitri Africa, Kazushi Ikeda, Tamao Maeda, Sota Inoue, Monamie Ringhofer, Shinya Yamamoto, Clark Kendrick Go

Collective decision-making and movement coordination are essential behaviours observed in biological systems, from animal herds to human crowds. Horses are a highly social species with a multilevel society. Herding, where the harem is collected to move in a certain direction, is an often-cited example of agonistic behaviour in horses, yet poorly understood in a granular, quantitative sense. We use transfer entropy to measure herding in a harem group of feral Garrano ponies in Serra D'Arga, Portugal. First, we characterize the harem's leader-follower relationships by quantifying the time lag (average 1.44 s) and duration (average 1.72 s) of influence during herding, establishing variance across social characteristics. Second, we internally validate transfer entropy as a method to detect herding by comparing it with traditional clustering methods. To augment the paucity of existing data, synthetic data is generated from a mathematical model of feral horse harems, demonstrating superior accuracy (0.80) and F1-score (0.76) against traditional clustering and time-series synchrony methods. Third, we provide evidence for herding as an emergent behaviour: leadership influence often propagates indirectly among mares in short bursts of information flow before reaching the entire harem. These results enrich our understanding of horse behaviour and provide a foundation for using transfer entropy to study decision-making in other species.

集体决策和行动协调是在生物系统中观察到的基本行为,从动物群到人类群体。马是高度社会化的物种,具有多层次的社会。在放牧中,后宫聚集在一起朝某个方向移动,这是一个经常被引用的马的竞争行为的例子,但在粒度和定量意义上却知之甚少。我们使用传递熵来测量葡萄牙Serra D'Arga的野生加拉诺矮种马后宫群的放牧情况。首先,我们通过量化放牧过程中影响的滞后时间(平均1.44秒)和持续时间(平均1.72秒)来表征后宫的领导-追随者关系,建立了社会特征之间的差异。其次,通过与传统聚类方法的比较,我们内部验证了传递熵作为一种检测羊群的方法。为了弥补现有数据的不足,我们从一个野马后宫的数学模型中生成了合成数据,与传统的聚类和时间序列同步方法相比,它的精度(0.80)和f1得分(0.76)更高。第三,我们为羊群行为作为一种紧急行为提供了证据:在传递到整个后母群之前,领导影响力通常会在短时间的信息流中间接地在母马之间传播。这些结果丰富了我们对马行为的理解,并为利用传递熵研究其他物种的决策提供了基础。
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引用次数: 0
Closing the loop: how semantic closure enables open-ended evolution? 闭合循环:语义闭合如何实现开放式进化?
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-17 DOI: 10.1098/rsif.2025.0784
Amahury Jafet López-Díaz, Carlos Gershenson

This study explores the evolutionary emergence of semantic closure-the self-referential mechanism through which symbols actively construct and interpret their own functional contexts-by integrating concepts from relational biology, physical biosemiotics and ecological psychology into a unified computational enactivism framework. By extending Hofmeyr's (Fabrication, Assembly) systems-a continuation of Rosen's (Metabolism, Repair) systems-with a temporal parametrization, we develop a model capable of capturing critical properties of life, including autopoiesis, anticipation and adaptation. Our stepwise model traces the evolution of semantic closure from simple reaction networks that recognize regular languages to self-constructing chemical systems with anticipatory capabilities, identifying self-reference as necessary for robust self-replication and open-ended evolution. Such a computational enactivist perspective underscores the essential necessity of implementing syntax-pragmatic transformations into realizations of life, providing a cohesive theoretical basis for a recently proposed trialectic between autopoiesis, anticipation and adaptation to solve the problem of relevance realization. Thus, our work opens avenues for new models of computation that can better capture the dynamics of life, naturalize agency and cognition and provide fundamental principles underlying biological information processing.

本研究通过将关系生物学、物理生物符号学和生态心理学的概念整合到一个统一的计算行动主义框架中,探讨了符号主动构建和解释自身功能语境的语义封闭机制的进化出现。通过扩展霍夫梅尔(制造、组装)系统——罗森(代谢、修复)系统的延续——并采用时间参数化,我们开发了一个能够捕捉生命关键属性的模型,包括自创、预期和适应。我们的逐步模型追溯了语义封闭的演变,从识别常规语言的简单反应网络到具有预期能力的自我构建化学系统,确定了自我参考是强大的自我复制和开放式进化所必需的。这种计算行为主义的观点强调了将语法-语用转换转化为生活实现的必要性,为最近提出的在自创生、预期和适应之间进行试验以解决相关性实现问题提供了有凝聚力的理论基础。因此,我们的工作为新的计算模型开辟了道路,这些模型可以更好地捕捉生命的动态,使代理和认知自然化,并提供生物信息处理的基本原理。
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引用次数: 0
Synergistic bioactive and antibacterial surface engineering of polyetheretherketone via silver/calcium phosphate composite coatings. 银/磷酸钙复合涂层聚醚醚酮的协同生物活性和抗菌表面工程。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-17 DOI: 10.1098/rsif.2025.0567
Tianjie Chen, Yunbo Gao, Rongzhong Zhu, Yohei Jinno, Shirong Ren, Hong Liu

This study developed a silver/calcium phosphate (Ag/CaP) composite coating on polyetheretherketone (PEEK) to enhance its bioactivity and antibacterial performance. PEEK surfaces were first nanostructured via low-temperature argon plasma treatment, followed by polydopamine polymerization as a bioadhesive platform. Ag nanoparticles were subsequently deposited through redox reactions, and a CaP layer was chemically mineralized. Surface characterization by scanning electron microscopy, energy dispersive spectroscopy, X-ray diffraction, atomic force microscopy and surface roughness (Ra) measurements confirmed nanoscale grooves, hierarchical topography, uniform nanoparticle distribution and markedly improved hydrophilicity. Ion release studies demonstrated that Ag/PEEK exhibited a burst release of Ag⁺, whereas the CaP/Ag/PEEK coating achieved a sustained, controlled release of Ag⁺ together with Ca²⁺ and PO₄³⁻, maintaining concentrations within the cytocompatible range. Biological assays using mouse MC3T3-E1 pre-osteoblasts showed that the CaP/Ag/PEEK coating significantly promoted cell adhesion, proliferation and osteogenic differentiation, with enhanced alkaline phosphatase activity and markedly increased extracellular matrix mineralization. Antibacterial testing against Staphylococcus aureus and Escherichia coli revealed over 90% inhibition for Ag-containing coatings, with CaP/Ag/PEEK maintaining strong antibacterial efficacy while reducing Ag-associated cytotoxicity. The results suggest that the synergistic effects of Ag and CaP coatings promote bone regeneration and infection resistance, highlighting the potential of this surface modification strategy for orthopaedic implant applications.

为了提高银/磷酸钙(Ag/CaP)复合涂层的生物活性和抗菌性能,研究了聚醚醚酮(PEEK)复合涂层。PEEK表面首先通过低温氩等离子体处理形成纳米结构,然后通过聚多巴胺聚合作为生物粘附平台。随后通过氧化还原反应沉积银纳米粒子,并化学矿化了一层CaP。通过扫描电子显微镜、能量色散光谱、x射线衍射、原子力显微镜和表面粗糙度(Ra)测量,表面表征证实了纳米级沟槽、分层形貌、均匀的纳米颗粒分布和明显改善的亲水性。离子释放研究表明,Ag/PEEK涂层的Ag⁺具有爆发式释放的特性,而CaP/Ag/PEEK涂层的Ag⁺与Ca 2 +和po4³一起实现了持续、可控的释放,并将浓度保持在细胞相容的范围内。对小鼠MC3T3-E1前成骨细胞进行的生物学实验表明,CaP/Ag/PEEK包被显著促进了细胞粘附、增殖和成骨分化,增强了碱性磷酸酶活性,显著增加了细胞外基质矿化。对金黄色葡萄球菌和大肠杆菌的抑菌试验表明,CaP/Ag/PEEK对含银涂层的抑菌效果达到90%以上,同时降低了Ag相关的细胞毒性。结果表明,Ag和CaP涂层的协同作用促进骨再生和抗感染,突出了这种表面修饰策略在骨科种植体应用中的潜力。
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引用次数: 0
Packing-driven mechanotransduction: local crowding overrides adhesion and stiffness cues for YAP activation in cellular collectives. 包装驱动的机械转导:局部拥挤覆盖细胞集体中YAP激活的粘附和刚度线索。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-17 DOI: 10.1098/rsif.2025.0490
Valeriia Grudtsyna, Vinay S Swaminathan, Amin Doostmohammadi

The regulation of mechanotransduction is crucial for various cellular processes, including stem cell differentiation, wound healing and cancer progression. While the activation of mechanotransduction has been extensively studied in single cells, it remains unclear whether similar mechanisms extend to mechanotransduction in multicellular collectives. Here, by focusing on Yes-associated protein (YAP), known as the master regulator of mechanotransduction, we reveal that the local packing fraction of cells acts as the primary determinant of YAP activation in cell collectives. We further show that local packing fraction modulates the isotropic stress landscape, with sparse regions experiencing large stress fluctuations and dense regions displaying stress equilibration. Remarkably, this packing fraction-dependent regulation persists even under conditions of disrupted force transmission through cell-cell and cell-substrate adhesion, suggesting a robust and conserved relation between YAP activation and local packing fraction in cell collectives. In particular, we show that local packing fraction-dependent activation of YAP in cell collectives is independent of substrate stiffness, E-cadherin expression and myosin contractility, in stark contrast to YAP activation in single cells. Our results thus offer a new perspective on mechanotransduction, highlighting the critical role of the local packing fraction of cells in dictating YAP dynamics within multicellular contexts. These insights have significant implications for tissue engineering and understanding tumour microenvironments, where cellular heterogeneity often drives functional outcomes.

机械转导的调节对各种细胞过程至关重要,包括干细胞分化,伤口愈合和癌症进展。虽然机械转导的激活已经在单细胞中得到了广泛的研究,但尚不清楚类似的机制是否延伸到多细胞集体中的机械转导。在这里,通过关注yes相关蛋白(YAP),被称为机械转导的主要调节因子,我们揭示了细胞的局部包装部分是细胞集体中YAP激活的主要决定因素。我们进一步表明,局部堆积率调节了各向同性应力景观,稀疏区域经历了大的应力波动,密集区域表现出应力平衡。值得注意的是,即使在细胞-细胞和细胞-底物粘附的力传递中断的情况下,这种依赖于堆积分数的调节仍然存在,这表明YAP激活与细胞集体中局部堆积分数之间存在强大而保守的关系。特别是,我们发现细胞群中YAP的局部包装部分依赖性激活与底物硬度、E-cadherin表达和肌球蛋白收缩性无关,与单个细胞中的YAP激活形成鲜明对比。因此,我们的研究结果为机械转导提供了一个新的视角,强调了细胞局部包装部分在多细胞环境中决定YAP动力学的关键作用。这些见解对组织工程和理解肿瘤微环境具有重要意义,在肿瘤微环境中,细胞异质性通常驱动功能结果。
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引用次数: 0
A multiscale optimization framework for bone remodelling: integrating material and structural adaptations across hierarchical scales. 骨重塑的多尺度优化框架:跨层次尺度整合材料和结构适应。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-17 DOI: 10.1098/rsif.2025.0400
Avinandan Modak, Arijit Sau, Rajib Chowdhury, Tarun Gangwar

Bone exhibits a hierarchical organization across multiple length scales, integrating functional properties through adaptive remodelling mechanisms. In this article, we present a concurrent material-structure optimization framework that identifies optimal macroscale bone density and microstructural configurations, including collagen and hydroxyapatite distribution and lacunae orientation, across the length scales in bone's hierarchical organization. Our framework formulates a compliance minimization problem with coupled material and structure optimization sub-problems and leverages a continuum micromechanics-based homogenization approach to efficiently capture bone's hierarchical material behaviour. This enables computationally tractable optimization independent of the number of hierarchical scales, addressing key limitations of conventional remodelling approaches. We apply the framework to a human proximal femur under realistic musculoskeletal loading conditions and demonstrate its ability to capture self-optimizing mechanisms consistent with physiological adaptation. While not intended as a clinical diagnostic tool at this stage, the framework provides a physics-based rationale for estimating microstructural distributions of bone constituents and highlights deviations that may inform future assessments of bone quality. These findings offer a foundation for targeted therapeutic strategies, personalized diagnostics and regenerative medicine applications.

骨表现出跨多个长度尺度的分层组织,通过自适应重塑机制整合功能特性。在本文中,我们提出了一个同步的材料结构优化框架,该框架确定了最佳的宏观骨密度和微观结构配置,包括胶原蛋白和羟基磷灰石分布和腔隙方向,跨越骨层次组织的长度尺度。我们的框架制定了一个具有耦合材料和结构优化子问题的顺应性最小化问题,并利用基于连续微力学的均质化方法来有效地捕获骨骼的分层材料行为。这使得计算上易于处理的优化独立于层次尺度的数量,解决了传统建模方法的关键限制。我们将该框架应用于现实肌肉骨骼负荷条件下的人类股骨近端,并证明其能够捕获与生理适应一致的自我优化机制。虽然在这个阶段不打算作为临床诊断工具,但该框架为估计骨成分的微观结构分布提供了基于物理的基本原理,并强调了可能为未来骨质量评估提供信息的偏差。这些发现为靶向治疗策略、个性化诊断和再生医学应用提供了基础。
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引用次数: 0
Mathematical modelling of oncolytic vaccinia virus therapy highlights neutrophil impact on tumour suppression. 溶瘤痘苗病毒治疗的数学模型强调中性粒细胞对肿瘤抑制的影响。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-17 DOI: 10.1098/rsif.2025.0481
Sahaj Satani, Arjan Suri, Hana Dobrovolny

Oncolytic vaccinia viruses (OVVs) present a promising approach for melanoma treatment due to their ability to selectively infect and lyse tumour cells. However, OVV therapy has shown poor long-term outcomes. In this study, we use an ordinary differential equation model of tumour growth inhibited by OVV activity to characterize the effect of neutrophil depletion in B16-F10 melanoma tumours in mice. We find that the data can be fit by a model that accounts for neutrophil-mediated viral clearance. The model allows for two fixed points: a disease-free equilibrium, where the tumour is eradicated, and chronic infection, where the tumour is controlled but not eliminated. The model correctly predicts enhanced OVV effectiveness in the presence of chemotherapeutic neutrophil modulation, with OVV treatment in combination with neutrophil depletion driving the system from the chronic infection equilibrium to the disease-free equilibrium. We also find that parameter estimates for the most effective OVV regime share characteristics, most notably a low viral clearance rate, suggesting that improved outcomes are due to longer-lasting viral infections. Further studies examining the impact of neutrophil modulation across different tumour models can help elucidate the extent to which these findings generalize and inform the design of novel OVV-based cancer therapies.

溶瘤痘苗病毒(ovv)由于其选择性感染和溶解肿瘤细胞的能力,为黑色素瘤治疗提供了一种很有前途的方法。然而,OVV治疗的长期效果不佳。在本研究中,我们使用OVV活性抑制肿瘤生长的常微分方程模型来表征中性粒细胞耗竭对小鼠B16-F10黑色素瘤肿瘤的影响。我们发现数据可以通过一个模型来解释中性粒细胞介导的病毒清除。该模型允许两个固定点:无病平衡,即肿瘤被根除;慢性感染,即肿瘤得到控制,但未被消灭。该模型正确地预测了化疗中性粒细胞调节下OVV有效性的增强,OVV治疗与中性粒细胞耗竭相结合,将系统从慢性感染平衡推向无病平衡。我们还发现,最有效的OVV方案的参数估计具有共同的特征,最显著的是低病毒清除率,这表明改善的结果是由于更持久的病毒感染。进一步研究中性粒细胞调节对不同肿瘤模型的影响可以帮助阐明这些发现的推广程度,并为基于ovv的新型癌症治疗的设计提供信息。
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引用次数: 0
A brief natural history of misinformation. 错误信息的简史。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-10 DOI: 10.1098/rsif.2025.0161
Ling-Wei Kong, Lucas Gallart, Abigail G Grassick, Jay W Love, Amlan Nayak, Andrew M Hein

The idea that organisms benefit by acquiring information through social connections is a cornerstone of our understanding of social evolution and collective behaviour. Yet, while learning about the world through social ties can confer many benefits, these connections can also serve as conduits for misinformation. Studies of misinformation in human social systems are rapidly proliferating, yet our understanding of the biological origins of misinformation remains surprisingly limited. In this review, we survey examples of socially transmitted misinformation across biological systems. Our central findings are (i) that the transmission and use of misinformation is widespread in biological systems spanning levels of organization, and (ii) that the production and transmission of misinformation is probably an inevitable property that inherits from fundamental constraints on biological communication systems, rather than a pathology that lies apart from the normal functioning of such systems. In this light, we argue that there is a need for a more integrated theoretical and empirical science of misinformation in biology. We end by highlighting four emerging questions about misinformation and its role in driving ecological and evolutionary dynamics that this new field of inquiry should address.

生物体通过社会联系获取信息而获益,这一观点是我们理解社会进化和集体行为的基石。然而,虽然通过社会关系了解世界可以带来许多好处,但这些联系也可能成为传播错误信息的渠道。对人类社会系统中错误信息的研究正在迅速增加,然而我们对错误信息的生物学起源的理解仍然令人惊讶地有限。在这篇综述中,我们调查了跨生物系统的社会传播的错误信息的例子。我们的主要发现是:(i)错误信息的传播和使用在跨越组织水平的生物系统中广泛存在;(ii)错误信息的产生和传播可能是生物通信系统的基本约束所继承的不可避免的属性,而不是这种系统正常功能之外的病理学。在这种情况下,我们认为有必要对生物学中的错误信息进行更综合的理论和经验科学研究。最后,我们强调了关于错误信息及其在推动生态和进化动力学中的作用的四个新兴问题,这是这个新的研究领域应该解决的问题。
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引用次数: 0
Architecture-encoded mechanics and communication in microtubules: a multiscale computational study. 微管中的结构编码力学和通信:多尺度计算研究。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-01 DOI: 10.1098/rsif.2025.0556
Eric Adriano Zizzi, Marco Cannariato, Marcello Miceli, Umberto Morbiducci, Marco Agostino Deriu

The mechanical architecture of microtubules (MTs) is crucial for modulating their functions within cells; however, the effect of varying the number of protofilaments (PFs) on the propagation of mechanical signals remains largely unexplored. Nevertheless, MTs assembled in vitro exhibit diverse PF numbers depending on the specific tubulin composition, stabilizing agents and cellular context, suggesting a regulated architectural adaptation. Here, we performed a multiscale computational study integrating molecular dynamics, dynamical network analysis and elastic network modelling to investigate the influence of the MT architecture on structural communication and mechanics. Our results highlight that an increase in PF number alters tubulin-tubulin contact patterns, reshapes lateral surface hydrophobicity and modulates the dynamics of a specific unstructured region known as the M-loop. Remarkably, we identified a correlation between the PF number, vibrational path length and bending stiffness, revealing that MTs with larger architectures propagate mechanical information less efficiently, but offer increased structural support. These findings suggest that MT architecture may serve as a design parameter influencing the propagation of mechanical signals across scales. Moreover, they may contribute to the emerging field of neuromechanobiology, where MTs are considered potential integrators of mechanical and informational processes within neurons.

微管(MTs)的机械结构对于调节其在细胞内的功能至关重要;然而,改变原丝(PFs)数量对机械信号传播的影响在很大程度上仍未被探索。然而,体外组装的mt根据特定的微管蛋白组成、稳定剂和细胞环境表现出不同的PF数,表明有调节的结构适应。本文采用分子动力学、动力学网络分析和弹性网络建模相结合的多尺度计算方法,研究了MT结构对结构通信和力学的影响。我们的研究结果强调,PF数量的增加改变了微管蛋白-微管蛋白的接触模式,重塑了侧表面疏水性,并调节了被称为m环的特定非结构化区域的动力学。值得注意的是,我们发现了PF数,振动路径长度和弯曲刚度之间的相关性,揭示了具有较大结构的mt传播机械信息的效率较低,但提供了更高的结构支持。这些发现表明,MT结构可以作为影响机械信号跨尺度传播的设计参数。此外,它们可能有助于神经力学生物学的新兴领域,其中mt被认为是神经元内机械和信息过程的潜在整合者。
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引用次数: 0
Disease-driven network adaptivity: implications for epidemic dynamics. 疾病驱动的网络适应性:对流行病动态的影响。
IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-01 DOI: 10.1098/rsif.2025.0380
V R Saiprasad, D V Senthilkumar, V K Chandrasekar, Jürgen Kurths

Our study introduces a dynamic approach to modelling adaptive networks, where the maximum number of links per individual adjusts based on the total number of infected individuals. This departure from fixed-link assumptions aligns with real-world observations, supported by the evidence from disease outbreaks like COVID-19, where mean contact numbers decrease significantly. Using a logistic function, we model the evolution of mean contacts during COVID-19 outbreaks, corroborated by CoMix survey data from various countries. Through simulations and analysis, leveraging the effective-degree ordinary differential equation formalism and stochastic network simulations, we demonstrate how adaptive networks alter epidemic outcomes, affecting critical thresholds and final epidemic sizes. We find that while adaptive behaviours can lead to substantial reductions in epidemic outcomes, there are cases where insufficient adaptivity can be less effective compared with static networks due to delayed responses. Additionally, networks with higher adaptivity strength show greater resilience in managing highly transmissible diseases, whereas lower adaptivity strength tends to be more beneficial in scenarios with lower transmission rates. Our findings underscore the importance of incorporating dynamic network responses for accurate disease modelling and intervention strategies.

我们的研究引入了一种动态方法来建模自适应网络,其中每个个体的最大链接数根据感染个体的总数进行调整。这种与固定联系假设的背离符合现实世界的观察结果,并得到COVID-19等疾病暴发的证据的支持,这些疾病暴发的平均联系人数显著减少。利用逻辑函数,我们对COVID-19暴发期间平均接触者的演变进行了建模,并得到了来自各国的CoMix调查数据的证实。通过模拟和分析,利用有效次常微分方程形式和随机网络模拟,我们展示了自适应网络如何改变流行病结果,影响临界阈值和最终流行病规模。我们发现,虽然适应性行为可以导致流行病结果的大幅减少,但在某些情况下,由于反应延迟,与静态网络相比,适应性不足的效果可能较差。此外,具有较高适应强度的网络在管理高传染性疾病方面表现出更大的弹性,而较低的适应强度往往在传播率较低的情况下更有利。我们的研究结果强调了将动态网络反应纳入准确的疾病建模和干预策略的重要性。
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引用次数: 0
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