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建模神经元活动与 BOLD 信号之间的关系:星形胶质细胞钙动力学的贡献。

Modeling the relationship between neuronal activity and the BOLD signal: contributions from astrocyte calcium dynamics.

机构信息

CNRS, Paris-Saclay Institute of Neuroscience (NeuroPSI), Paris-Saclay University, 91400, Saclay, France.

Faculty of Medicine and Health Technology, Tampere University, 33720, Tampere, Finland.

出版信息

Sci Rep. 2023 Apr 20;13(1):6451. doi: 10.1038/s41598-023-32618-0.

Abstract

Functional magnetic resonance imaging relies on the coupling between neuronal and vascular activity, but the mechanisms behind this coupling are still under discussion. Recent experimental evidence suggests that calcium signaling may play a significant role in neurovascular coupling. However, it is still controversial where this calcium signal is located (in neurons or elsewhere), how it operates and how relevant is its role. In this paper we introduce a biologically plausible model of the neurovascular coupling and we show that calcium signaling in astrocytes can explain main aspects of the dynamics of the coupling. We find that calcium signaling can explain so-far unrelated features such as the linear and non-linear regimes, the negative vascular response (undershoot) and the emergence of a (calcium-driven) Hemodynamic Response Function. These features are reproduced here for the first time by a single model of the detailed neuronal-astrocyte-vascular pathway. Furthermore, we analyze how information is coded and transmitted from the neuronal to the vascular system and we predict that frequency modulation of astrocytic calcium dynamics plays a key role in this process. Finally, our work provides a framework to link neuronal activity to the BOLD signal, and vice-versa, where neuronal activity can be inferred from the BOLD signal. This opens new ways to link known alterations of astrocytic calcium signaling in neurodegenerative diseases (e.g. Alzheimer's and Parkinson's diseases) with detectable changes in the neurovascular coupling.

摘要

功能磁共振成像依赖于神经元和血管活动之间的耦合,但这种耦合的机制仍在讨论中。最近的实验证据表明,钙信号可能在神经血管耦合中发挥重要作用。然而,这种钙信号位于何处(神经元内或其他地方)、它如何运作以及其作用的相关性如何仍然存在争议。在本文中,我们引入了一个神经血管耦合的生物学上合理的模型,并表明星形胶质细胞中的钙信号可以解释耦合动力学的主要方面。我们发现,钙信号可以解释迄今为止不相关的特征,如线性和非线性区域、负血管反应(欠冲)和出现(钙驱动的)血流动力学响应函数。这些特征是通过一个详细的神经元-星形胶质细胞-血管途径的单一模型首次重现的。此外,我们分析了信息如何从神经元编码并传递到血管系统,并预测星形胶质细胞钙动力学的频率调制在这个过程中起着关键作用。最后,我们的工作提供了一个将神经元活动与 BOLD 信号联系起来的框架,反之亦然,即可以从 BOLD 信号推断出神经元活动。这为将神经退行性疾病中已知的星形胶质细胞钙信号的改变与神经血管耦合中的可检测变化联系起来开辟了新的途径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcf0/10119111/7fd81a389212/41598_2023_32618_Fig1_HTML.jpg

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