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一种利用体内神经化学测量的脑能量代谢综合动态模型。

An integrative dynamic model of brain energy metabolism using in vivo neurochemical measurements.

作者信息

Cloutier Mathieu, Bolger Fiachra B, Lowry John P, Wellstead Peter

机构信息

Hamilton Institute, National University of Ireland Maynooth, Maynooth, Ireland.

出版信息

J Comput Neurosci. 2009 Dec;27(3):391-414. doi: 10.1007/s10827-009-0152-8. Epub 2009 Apr 25.

Abstract

An integrative, systems approach to the modelling of brain energy metabolism is presented. Mechanisms such as glutamate cycling between neurons and astrocytes and glycogen storage in astrocytes have been implemented. A unique feature of the model is its calibration using in vivo data of brain glucose and lactate from freely moving rats under various stimuli. The model has been used to perform simulated perturbation experiments that show that glycogen breakdown in astrocytes is significantly activated during sensory (tail pinch) stimulation. This mechanism provides an additional input of energy substrate during high consumption phases. By way of validation, data from the perfusion of 50 microM propranolol in the rat brain was compared with the model outputs. Propranolol affects the glucose dynamics during stimulation, and this was accurately reproduced in the model by a reduction in the glycogen breakdown in astrocytes. The model's predictive capacity was verified by using data from a sensory stimulation (restraint) that was not used for model calibration. Finally, a sensitivity analysis was conducted on the model parameters, this showed that the control of energy metabolism and transport processes are critical in the metabolic behaviour of cerebral tissue.

摘要

本文提出了一种用于大脑能量代谢建模的综合系统方法。神经元与星形胶质细胞之间的谷氨酸循环以及星形胶质细胞中的糖原储存等机制已被纳入该模型。该模型的一个独特之处在于它利用了自由活动大鼠在各种刺激下大脑葡萄糖和乳酸的体内数据进行校准。该模型已被用于进行模拟扰动实验,结果表明在感觉(夹尾)刺激期间星形胶质细胞中的糖原分解被显著激活。这种机制在高能量消耗阶段提供了额外的能量底物输入。作为验证,将大鼠脑灌注50微摩尔普萘洛尔的数据与模型输出进行了比较。普萘洛尔会影响刺激期间的葡萄糖动态,而模型通过减少星形胶质细胞中的糖原分解准确地再现了这一现象。该模型的预测能力通过使用未用于模型校准的感觉刺激(束缚)数据得到了验证。最后,对模型参数进行了敏感性分析,结果表明能量代谢和转运过程的控制在脑组织的代谢行为中至关重要。

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