@inproceedings{3e78c42b6e114f04bc720df03ef5c40d,
title = "Gamma tACS Reshapes Low-Dimensional Trajectories of Brain Activity in Working Memory",
abstract = "Functional neuroimaging research has demonstrated that the complex neural activity supporting cognitive function and behavior in the brain can be understood through the examination of low-dimensional trajectories of brain activity. Transcranial alternating current stimulation (tACS) is a highly anticipated technique for noninvasive neuromodulation. In this study, we sought to explore the potential mechanisms of tACS using neural manifold changes in low-dimensional embedding. To investigate possible mechanisms of tACS, we extracted neural manifold changes derived from electroencephalogram (EEG) data collected during working memory (WM) tasks before and after tACS and explored the relationship between these manifold changes and behavioral performance. Our findings revealed that exposure to tACS delivered at y frequency (γ-tACS) on the left dorsolateral prefrontal cortex (DLPFC) resulted in an expansion of the low-dimensional trajectories of brain activity, and this expansion was associated with adaptations that maintained behavioral stability. Therefore, applying low-dimensional analysis to EEG may provide new insights into the study of noninvasive neuromodulation mechanisms.",
keywords = "EEG, low-dimensional, tACS, working memory",
author = "Xinyue Wang and Jian Ouyang and Anshun Kang and Li Wang and Jian Zhang and Tianyi Yan and Jianxu Zhang and Zilong Yan",
note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 17th International Conference on Complex Medical Engineering, CME 2023 ; Conference date: 03-11-2023 Through 05-11-2023",
year = "2023",
doi = "10.1109/CME60059.2023.10565520",
language = "English",
series = "2023 17th International Conference on Complex Medical Engineering, CME 2023",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "98--102",
booktitle = "2023 17th International Conference on Complex Medical Engineering, CME 2023",
address = "United States",
}