Nonlinear Dynamic Complexity and Sources of Resting-state EEG in Abstinent Heroin Addicts

被引:24
作者
Zhao, Qinglin [1 ]
Jiang, Hua [1 ]
Hu, Bin [1 ]
Li, Yonghui [2 ]
Zhong, Ning [3 ]
Li, Mi [4 ]
Lin, Wenhua [1 ]
Liu, Quanying [5 ]
机构
[1] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Gansu, Peoples R China
[2] Chinese Acad Sci, Psychol Res Inst, Beijing 100101, Peoples R China
[3] Maebashi Inst Technol, Dept Life Sci & Informat, Maebashi, Gunma 3710816, Japan
[4] Beijing Univ Technol, Dept Automat & Informat Technol, Beijing 100022, Peoples R China
[5] ETH, Lab Neural Control Movement, CH-8057 Zurich, Switzerland
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Heroin addicts; resting EEG; correlation dimension; kolmogorov entropy; lempel-Ziv complexity; sLORETA; KOLMOGOROV-ENTROPY; ALZHEIMERS-DISEASE; BRAIN; COCAINE; ABNORMALITIES; ASSOCIATION; ALCOHOL; LORETA; CHAOS;
D O I
10.1109/TNB.2017.2705689
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
It has been reported that chronic heroin intake induces both structural and functional changes in human brain; however, few studies have investigated the carry-over adverse effects on brain after heroin withdrawal. In this paper, we examined the neurophysiological differences between the abstinent heroin addicts (AHAs) and healthy controls (HCs) using nonlinear dynamic analysis and source localization analysis in resting-state electroencephalogram (EEG) data; 5 min resting EEG data from 20 AHAs and twenty age-, education-, and gender-matched HCs were recorded using 64 electrodes. The results of nonlinear characteristics (e.g., the correlation dimension, Kolmogorov entropy, and Lempel-Ziv complexity) showed that the EEG signals in alpha band from AHAs were significantly more irregular. Moreover, the source localization results confirmed the neuronal activities in alpha band in AHAs were significantly weaker in parietal lobe (BA3 and BA7), frontal lobe (BA4 and BA6), and limbic lobe (BA24). Together, our analysis at both the sensor level and source level suggested the functional abnormalities in the brain during heroin abstinence, in particular for the neuronal oscillations in alpha band.
引用
收藏
页码:349 / 355
页数:7
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