Neuronal activity induces symmetry breaking in neurodegenerative disease spreading.

IF 2.2 4区 数学 Q2 BIOLOGY
Christoffer G Alexandersen, Alain Goriely, Christian Bick
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引用次数: 0

Abstract

Dynamical systems on networks typically involve several dynamical processes evolving at different timescales. For instance, in Alzheimer's disease, the spread of toxic protein throughout the brain not only disrupts neuronal activity but is also influenced by neuronal activity itself, establishing a feedback loop between the fast neuronal activity and the slow protein spreading. Motivated by the case of Alzheimer's disease, we study the multiple-timescale dynamics of a heterodimer spreading process on an adaptive network of Kuramoto oscillators. Using a minimal two-node model, we establish that heterogeneous oscillatory activity facilitates toxic outbreaks and induces symmetry breaking in the spreading patterns. We then extend the model formulation to larger networks and perform numerical simulations of the slow-fast dynamics on common network motifs and on the brain connectome. The simulations corroborate the findings from the minimal model, underscoring the significance of multiple-timescale dynamics in the modeling of neurodegenerative diseases.

Abstract Image

神经元活动诱导神经退行性疾病扩散过程中的对称性破坏
网络上的动态系统通常涉及在不同时间尺度上演化的多个动态过程。例如,在阿尔茨海默氏症中,有毒蛋白质在大脑中的扩散不仅会破坏神经元活动,还会受到神经元活动本身的影响,在快速的神经元活动和缓慢的蛋白质扩散之间建立起反馈回路。受阿尔茨海默病的启发,我们研究了库拉莫托振荡器自适应网络上异源二聚体扩散过程的多时间尺度动力学。通过使用一个最小的双节点模型,我们确定异质振荡活动有助于毒性爆发,并诱发扩散模式的对称性破坏。然后,我们将模型公式扩展到更大的网络,并对常见网络图案和大脑连接体的慢-快动态进行了数值模拟。模拟结果证实了最小模型的发现,强调了多时间尺度动力学在神经退行性疾病建模中的重要性。
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来源期刊
CiteScore
3.30
自引率
5.30%
发文量
120
审稿时长
6 months
期刊介绍: The Journal of Mathematical Biology focuses on mathematical biology - work that uses mathematical approaches to gain biological understanding or explain biological phenomena. Areas of biology covered include, but are not restricted to, cell biology, physiology, development, neurobiology, genetics and population genetics, population biology, ecology, behavioural biology, evolution, epidemiology, immunology, molecular biology, biofluids, DNA and protein structure and function. All mathematical approaches including computational and visualization approaches are appropriate.
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