Structural-and-dynamical similarity predicts compensatory brain areas driving the post-lesion functional recovery mechanism.

Priyanka Chakraborty, Suman Saha, Gustavo Deco, Arpan Banerjee, Dipanjan Roy
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引用次数: 1

Abstract

The focal lesion alters the excitation-inhibition (E-I) balance and healthy functional connectivity patterns, which may recover over time. One possible mechanism for the brain to counter the insult is global reshaping functional connectivity alterations. However, the operational principles by which this can be achieved remain unknown. We propose a novel equivalence principle based on structural and dynamic similarity analysis to predict whether specific compensatory areas initiate lost E-I regulation after lesion. We hypothesize that similar structural areas (SSAs) and dynamically similar areas (DSAs) corresponding to a lesioned site are the crucial dynamical units to restore lost homeostatic balance within the surviving cortical brain regions. SSAs and DSAs are independent measures, one based on structural similarity properties measured by Jaccard Index and the other based on post-lesion recovery time. We unravel the relationship between SSA and DSA by simulating a whole brain mean field model deployed on top of a virtually lesioned structural connectome from human neuroimaging data to characterize global brain dynamics and functional connectivity at the level of individual subjects. Our results suggest that wiring proximity and similarity are the 2 major guiding principles of compensation-related utilization of hemisphere in the post-lesion functional connectivity re-organization process.

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结构和动态相似性预测代偿脑区驱动损伤后功能恢复机制。
局灶性病变改变了兴奋-抑制(E-I)平衡和健康的功能连接模式,这些模式可能随着时间的推移而恢复。大脑对抗这种侮辱的一种可能机制是全球重塑功能连接的改变。然而,实现这一目标的操作原则仍然未知。我们提出了一种新的基于结构和动态相似性分析的等效原理,以预测特定的代偿区域是否在损伤后启动丢失的E-I调节。我们假设损伤部位对应的相似结构区(SSAs)和动态相似区(dsa)是在存活的大脑皮层区域内恢复失去的稳态平衡的关键动力单元。ssa和dsa是独立的度量,一个基于Jaccard指数测量的结构相似性,另一个基于病变后恢复时间。我们通过模拟全脑平均场模型来揭示SSA和DSA之间的关系,该模型部署在基于人类神经成像数据的虚拟受损结构连接组之上,以表征个体受试者水平的整体脑动力学和功能连接。我们的研究结果表明,在损伤后功能连接重组过程中,线路接近性和相似性是半球代偿相关利用的两个主要指导原则。
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