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一种用于研究时变方向性脑-心相互作用的新型建模框架:初步评估与展望。

A new Modelling Framework to Study Time-Varying Directional Brain-Heart Interactions: Preliminary Evaluations and Perspectives.

作者信息

Catrambone V, Greco A, Nardelli M, Ghiasi S, Vanello N, Scilingo E P, Valenza G

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul;2018:4611-4614. doi: 10.1109/EMBC.2018.8513113.

Abstract

We propose a novel modelling framework to study non-stationary, directional brain-heart interplay in a time varying fashion. Considering electroencephalographic (EEG) signals and Heart Rate Variability (HRV) series as inputs, a new multivariate formulation is derived from proper coupling functions linking cortical electrical activity and heartbeat dynamics generation models. These neural-autonomic coupling rules are formalised according to the current knowledge on the central autonomic network and fully parametrised in adaptive coefficients quantifying the information outflow from-brain-to- heart as well as from-heart-to-brain. Such coefficients can be effectively estimated by solving the model inverse problem, and profitably exploited for a novel assessment of brain-heart interactions. Here we show preliminary experimental results gathered from 27 healthy volunteers undergoing significant sympatho-vagal perturbations through cold-pressor test and discuss prospective uses of this novel methodological frame- work. Specifically, we highlight how the directional brain-heart coupling significantly increases during prolonged baroreflex elicitation with specific time delays and throughout specific brain areas, especially including fronto-parietal regions and lateralisation mechanisms in the temporal cortices.

摘要

我们提出了一种新颖的建模框架,以时变方式研究非平稳、定向的脑-心相互作用。将脑电图(EEG)信号和心率变异性(HRV)序列作为输入,通过将皮质电活动与心跳动力学生成模型相联系的适当耦合函数,推导出一种新的多变量公式。这些神经-自主耦合规则根据当前关于中枢自主神经网络的知识进行形式化,并在自适应系数中完全参数化,这些系数量化了从脑到心以及从心到脑的信息流出。通过解决模型反问题可以有效地估计这些系数,并将其有益地用于对脑-心相互作用的新评估。在这里,我们展示了从27名通过冷加压试验经历显著交感-迷走神经扰动的健康志愿者收集的初步实验结果,并讨论了这种新颖方法框架的潜在用途。具体而言,我们强调了在特定时间延迟的长时间压力反射诱发过程中以及在整个特定脑区,特别是包括额顶叶区域和颞叶皮质的偏侧化机制期间,定向脑-心耦合如何显著增加。

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