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通过对 EEG 频谱进行逆模型分析探究年龄相关的神经生理变化。

Neurophysiological changes with age probed by inverse modeling of EEG spectra.

机构信息

School of Physics, The University of Sydney, NSW 2006, Australia.

出版信息

Clin Neurophysiol. 2010 Jan;121(1):21-38. doi: 10.1016/j.clinph.2009.09.021. Epub 2009 Oct 23.

Abstract

OBJECTIVE

To investigate age-associated changes in physiologically-based EEG spectral parameters in the healthy population.

METHODS

Eyes-closed EEG spectra of 1498 healthy subjects aged 6-86 years were fitted to a mean-field model of thalamocortical dynamics in a cross-sectional study. Parameters were synaptodendritic rates, cortical wave decay rates, connection strengths (gains), axonal delays for thalamocortical loops, and power normalizations. Age trends were approximated using smooth asymptotically linear functions with a single turning point. We also considered sex differences and relationships between model parameters and traditional quantitative EEG measures.

RESULTS

The cross-sectional data suggest that changes tend to be most rapid in childhood, generally leveling off at age 15-20 years. Most gains decrease in magnitude with age, as does power normalization. Axonal and dendritic delays decrease in childhood and then increase. Axonal delays and gains show small but significant sex differences.

CONCLUSIONS

Mean-field brain modeling allows interpretation of age-associated EEG trends in terms of physiological processes, including the growth and regression of white matter, influencing axonal delays, and the establishment and pruning of synaptic connections, influencing gains.

SIGNIFICANCE

This study demonstrates the feasibility of inverse modeling of EEG spectra as a noninvasive method for investigating large-scale corticothalamic dynamics, and provides a basis for future comparisons.

摘要

目的

研究健康人群中与年龄相关的基于生理的 EEG 频谱参数变化。

方法

在一项横断面研究中,对 1498 名年龄在 6 至 86 岁的健康受试者进行闭眼 EEG 频谱拟合,采用丘脑皮质动力学的平均场模型。参数包括突触树突率、皮质波衰减率、连接强度(增益)、丘脑皮质环的轴突延迟以及功率归一化。使用具有单个转折点的平滑渐近线性函数来近似年龄趋势。我们还考虑了性别差异以及模型参数与传统定量 EEG 测量之间的关系。

结果

横断面数据表明,变化趋势在儿童期最为迅速,通常在 15-20 岁时趋于平稳。大多数增益随年龄的增长而减小,功率归一化也是如此。轴突和树突延迟在儿童期减少,然后增加。轴突延迟和增益存在微小但显著的性别差异。

结论

平均场脑建模允许根据生理过程解释与年龄相关的 EEG 趋势,包括白质的生长和退化,影响轴突延迟,以及突触连接的建立和修剪,影响增益。

意义

这项研究证明了 EEG 频谱逆模型作为一种非侵入性方法来研究大尺度皮质丘脑动力学的可行性,并为未来的比较提供了基础。

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