Deciphering the calcium dynamics of a fractional order Alzheimer’s disease model in astrocytes and their networks

IF 7.5 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Expert Systems with Applications Pub Date : 2025-03-10 DOI:10.1016/j.eswa.2025.126861
Debasish Pradhan, Ranjit Kumar Upadhyay
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Abstract

Exposure of astrocytes to amyloid beta (Aβ) is believed to trigger the dysregulation of intracellular calcium ([C]i) oscillations. This study explores a fractional-order model of Aβ-directed astrocytic [C]i dynamics, focusing on multi-pathway flux contributions, stability, and solution properties. The complex behaviors of the model system are explained under three parameter regimes by incorporating an additional external current (Iext) in voltage-gated calcium channels. These behaviors include quiescent states, periodic spiking, and mixed-mode oscillations (MMOs), describing the memory effect of aberrant calcium signaling. Additionally, the bifurcation analysis of [C]i with Aβ level and Iext reveals that amyloid beta substantially induces the calcium oscillation and provides insight into why spontaneous astrocytic [C]i oscillations appear and disappear. Further, a coupled model of astrocytes with fractional order is introduced through linear and nonlinear gap junctions in intercellular diffusion of IP3 and then extended to a network model to study the synchronized firing activities. We demonstrate that for a coupled system with differing fractional-order coefficients (αβ), as the coupling strength F increases, the system with linear coupling can achieve complete synchronization for a higher value of F. In contrast, nonlinear coupling fails to synchronize at the same strength, indicating the complexity of the underlying system dynamics. For a network model with linear coupling, we observe that at F=20 and 110, the system displays evidence of synchronized behavior. These results highlight that linear gap junctions with weak coupling could potentially explain the intricate intracellular oscillations observed during wave propagation in astrocyte networks, which has implications for neurodegenerative diseases like Alzheimer’s.
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解读星形胶质细胞及其网络中分数阶阿尔茨海默病模型的钙动力学
星形胶质细胞暴露于β淀粉样蛋白(Aβ)被认为会引发细胞内钙的失调(C)振荡。本研究探索了a β定向星形细胞动力学的分数阶模型[C]i,重点关注多途径通量贡献、稳定性和溶液性质。通过在电压门控钙通道中加入额外的外部电流(Iext),模型系统的复杂行为在三个参数制度下得到了解释。这些行为包括静息状态、周期性尖峰和混合模式振荡(MMOs),描述了异常钙信号的记忆效应。此外,Aβ水平和Iext对[C]i的分岔分析揭示了β淀粉样蛋白在很大程度上诱导钙振荡,并为自发星形细胞[C]i振荡出现和消失的原因提供了见解。进一步,通过IP3细胞间扩散的线性和非线性间隙连接,引入分数阶星形胶质细胞的耦合模型,并将其扩展为网络模型来研究同步放电活动。我们证明了对于不同分数阶系数(α≠β)的耦合系统,随着耦合强度F的增加,具有线性耦合的系统可以在更高的F值下实现完全同步,而非线性耦合在相同强度下无法同步,这表明了潜在系统动力学的复杂性。对于具有线性耦合的网络模型,我们观察到在F=20和110时,系统显示出同步行为的证据。这些结果强调,弱耦合的线性间隙连接可能潜在地解释星形胶质细胞网络中波传播过程中观察到的复杂的细胞内振荡,这对阿尔茨海默氏症等神经退行性疾病有影响。
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来源期刊
Expert Systems with Applications
Expert Systems with Applications 工程技术-工程:电子与电气
CiteScore
13.80
自引率
10.60%
发文量
2045
审稿时长
8.7 months
期刊介绍: Expert Systems With Applications is an international journal dedicated to the exchange of information on expert and intelligent systems used globally in industry, government, and universities. The journal emphasizes original papers covering the design, development, testing, implementation, and management of these systems, offering practical guidelines. It spans various sectors such as finance, engineering, marketing, law, project management, information management, medicine, and more. The journal also welcomes papers on multi-agent systems, knowledge management, neural networks, knowledge discovery, data mining, and other related areas, excluding applications to military/defense systems.
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