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Design and Implementation of Electroacupuncture: A Study of Prefrontal EEG Characteristics Under taVNS

脑电图 电针 计算机科学 前额叶皮质 听力学 医学 心理学 神经科学 针灸科 病理 认知 替代医学
作者
Lixian Zhu,Yanan Zhao,Xiaokun Jin,Fuze Tian,Jingxin Liu,Ran Cai,Qunxi Dong,Peijing Rong,Bin Hu
出处
期刊:IEEE Sensors Journal [IEEE Sensors Council]
卷期号:24 (20): 32533-32545 被引量:15
标识
DOI:10.1109/jsen.2024.3441619
摘要

Transcutaneous auricular vagus nerve stimulation (taVNS), as a method for mimicking VNS, has been proven effective in the treatment of psychiatric disorders. However, the underlying mechanism through which taVNS mimics VNS remains elusive. Moreover, the parameters of taVNS are singularly fixed and open loop in previous work, which is difficult to apply to all users as individual differences are inevitable. Since electroencephalogram (EEG) is one of the important biomarkers of neural activity, this study aims to develop a closed-loop system for personalized interventions in emotion regulation by integrating taVNS with EEG feedback. We first design a taVNS system based on EEG signal feedback and verify the performance metrics of the system. Second, we design experimental paradigms to explore the changes in EEG features under the taVNS. The experimental results show that the EEG characteristics differ between different taVNS frequencies (between 50 and 100 Hz). Moreover, we observe substantial distinctions between EEG characteristics during the taVNS state and the resting state, with pre-taVNS, taVNS, and post-taVNS exhibiting notable differences. Specifically, the power spectral density (PSD) in the taVNS state is lower than in the resting state ( ${p} \lt {0.05}$ ), except for the beta band where the opposite trend is observed. Additionally, features such as Lempel-Ziv complexity (LZC) and Reyi entropy (REn) displayed a decreasing trend throughout the taVNS ( ${p} \lt {0.05}$ ). Furthermore, we employ hidden Markov models (HMMs) to reveal the heterogeneity of dynamic changes in the brain during taVNS, providing a mechanistic interpretation of taVNS.
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