Causal Symbolic Information Transfer for the Assessment of functional Brain-Heart Interplay through EEG Microstates Occurrences: a proof-of-concept study

脑电图 计算机科学 人工智能 相互信息 大脑活动与冥想 代表(政治) 模式识别(心理学) 心理学 神经科学 政治 政治学 法学
作者
Davide Manzoni,Vincenzo Catrambone,Gaetano Valenza
标识
DOI:10.1109/embc48229.2022.9871000
摘要

Electroencephalography (EEG) microstates analysis provides a sequence of topographies representing the scalp-related electric field over time, and each microstate is synthetically represented by a symbol. Despite recent advances on functional brain-heart interplay (BHI) assessment, to our knowledge no methodology takes EEG microstates into account to relate the causal heartbeat dynamics. Moreover, standard BHI methods are tailored to a single EEG-channel analysis, neglecting the comprehensive information associated with a multichannel cluster or a whole-brain activity. To overcome these limitations, we devised a novel methodological frame-work for the assessment of functional BHI that exploits the symbolic representation of both EEG microstates and heart rate variability (HRV) series. Directional BHI quantification is then performed through Kullback-Leibler Divergence (KLD) and Transfer Entropy. The proposed methodology is here preliminarily tested on a dataset gathered from healthy subjects undergoing a resting state and a mental arithmetic task. Except for the KLD in the from-brain-to-heart direction, all other estimates showed significant differences between the two experimental conditions. We conclude that the proposed frame-work may promisingly provide novel insights on brain-heart phenomena through a whole-brain symbolic representation.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
LabRat发布了新的文献求助10
1秒前
刘啊啊啊完成签到,获得积分20
1秒前
VV完成签到 ,获得积分10
2秒前
2秒前
Yumeng发布了新的文献求助10
3秒前
5秒前
5秒前
科目三应助Clover采纳,获得10
6秒前
8秒前
不懈奋进应助kangkang采纳,获得30
9秒前
瑞曦发布了新的文献求助10
10秒前
Feng完成签到,获得积分10
11秒前
11秒前
李健的小迷弟应助Cong采纳,获得10
11秒前
Feng应助皮皮采纳,获得10
13秒前
AiX-zzzzz完成签到,获得积分10
13秒前
13秒前
13秒前
15秒前
昏睡的一一完成签到,获得积分10
15秒前
CipherSage应助AiX-zzzzz采纳,获得10
17秒前
公孙珣发布了新的文献求助10
17秒前
18秒前
郑郑完成签到 ,获得积分10
18秒前
俏皮新儿完成签到,获得积分10
19秒前
刻苦不弱完成签到,获得积分10
20秒前
20秒前
22秒前
Xueling完成签到,获得积分10
22秒前
香蕉觅云应助Math4396采纳,获得10
22秒前
隐形曼青应助sanker采纳,获得10
22秒前
刻苦不弱发布了新的文献求助10
23秒前
clever完成签到,获得积分10
23秒前
24秒前
jiujiu发布了新的文献求助10
26秒前
科研通AI5应助贪玩的成危采纳,获得200
26秒前
27秒前
27秒前
27秒前
清脆的书桃完成签到,获得积分10
28秒前
高分求助中
Practitioner Research at Doctoral Level 600
Technologies supporting mass customization of apparel: A pilot project 600
Introduction to Strong Mixing Conditions Volumes 1-3 500
China—Art—Modernity: A Critical Introduction to Chinese Visual Expression from the Beginning of the Twentieth Century to the Present Day 430
Tip60 complex regulates eggshell formation and oviposition in the white-backed planthopper, providing effective targets for pest control 400
A Field Guide to the Amphibians and Reptiles of Madagascar - Frank Glaw and Miguel Vences - 3rd Edition 400
China Gadabouts: New Frontiers of Humanitarian Nursing, 1941–51 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3797685
求助须知:如何正确求助?哪些是违规求助? 3343169
关于积分的说明 10314824
捐赠科研通 3059896
什么是DOI,文献DOI怎么找? 1679129
邀请新用户注册赠送积分活动 806367
科研通“疑难数据库(出版商)”最低求助积分说明 763144