Effects of Mental Fatigue on Small-World Brain Functional Network Organization

被引:30
|
作者
Li, Gang [1 ]
Luo, Youdong [1 ]
Zhang, Zhengru [1 ]
Xu, Yanting [1 ]
Jiao, Weidong [1 ]
Jiang, Yonghua [1 ]
Huang, Shan [1 ]
Wang, Chengwu [1 ]
机构
[1] Zhejiang Normal Univ, Coll Engn, Jinhua 321004, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
NEURAL EFFICIENCY; DRIVER FATIGUE; EEG; CONNECTIVITY; ATTENTION; REORGANIZATION; INTELLIGENCE; OSCILLATIONS; TOPOLOGY; DYNAMICS;
D O I
10.1155/2019/1716074
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Brain functional network has been widely applied to investigate brain function changes among different conditions and proved to be a small-world-like network. But seldom researches explore the effects of mental fatigue on the small-world brain functional network organization. In the present study, 20 healthy individuals were included to do a consecutive mental arithmetic task to induce mental fatigue, and scalp electroencephalogram (EEG) signals were recorded before and after the task. Correlations between all pairs of EEG channels were determined by mutual information (MI). The resulting adjacency matrices were converted into brain functional networks by applying a threshold, and then, the clustering coefficient (C), characteristic path length (L), and corresponding small-world feature were calculated. Through performing analysis of variance (ANOVA) on the mean MI for every EEG rhythm, only the data of alpha 1 rhythm during the task state were emerged for the further explorations of mental fatigue. For a wide range of thresholds, C increased and L and small-world feature decreased with the deepening mental fatigue. The pattern of the small-world characteristic still existed when computed with a constant degree. Our present findings indicated that more functional connectivities were activated at the mental fatigue stage for efficient information transmission and processing, and mental fatigue can be characterized by a reduced small-world network characteristic. Our results provide a new perspective to understand the neural mechanisms of mental fatigue based on complex network theories.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] The Efficiency of a Small-World Functional Brain Network
    Zhao Qing-Bai
    Zhang Xiao-Fei
    Sui Dan-Ni
    Zhou Zhi-Jin
    Chen Qi-Cai
    Tang Yi-Yuan
    [J]. CHINESE PHYSICS LETTERS, 2012, 29 (04)
  • [2] Graph theory approaches to functional network organization in brain disorders: A critique for a brave new small-world
    Hallquist, Michael N.
    Hillary, Frank G.
    [J]. NETWORK NEUROSCIENCE, 2018, 3 (01): : 1 - 26
  • [3] Is the brain really a small-world network?
    Claus C. Hilgetag
    Alexandros Goulas
    [J]. Brain Structure and Function, 2016, 221 : 2361 - 2366
  • [4] Is the brain really a small-world network?
    Hilgetag, Claus C.
    Goulas, Alexandros
    [J]. BRAIN STRUCTURE & FUNCTION, 2016, 221 (04): : 2361 - 2366
  • [5] A deterministic and logic model on small-world brain functional memory network
    Zhang, Lanhua
    Tang, Yiyuan
    Feng, Min
    Han, Zhongdong
    Xue, Shaowei
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2013, 19 (04) : 343 - 351
  • [6] Emergence of a Small-World Functional Network in Cultured Neurons
    Downes, Julia H.
    Hammond, Mark W.
    Xydas, Dimitris
    Spencer, Matthew C.
    Becerra, Victor M.
    Warwick, Kevin
    Whalley, Ben J.
    Nasuto, Slawomir J.
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2012, 8 (05)
  • [7] Face perception in the human brain as a small-world network
    Gupta, Shefali
    Gandhi, Tapan
    [J]. PERCEPTION, 2021, 50 (1_SUPPL) : 104 - 105
  • [8] Altered Small-world Brain Network in Sleep Deprivation
    Tang, S. H.
    Qing, P.
    Ye, M.
    Lei, X.
    [J]. MECHANICAL, CONTROL, ELECTRIC, MECHATRONICS, INFORMATION AND COMPUTER, 2016, : 38 - 44
  • [9] Functional cortical connectivity analysis of mental fatigue unmasks hemispheric asymmetry and changes in small-world networks
    Sun, Yu
    Lim, Julian
    Kwok, Kenneth
    Bezerianos, Anastasios
    [J]. BRAIN AND COGNITION, 2014, 85 : 220 - 230
  • [10] Small-world network organization of functional connectivity of EEG slow-wave activity during sleep
    Ferri, Raffaele
    Rundo, Francesco
    Bruni, Oliviero
    Terzano, Mario G.
    Stam, Cornelis J.
    [J]. CLINICAL NEUROPHYSIOLOGY, 2007, 118 (02) : 449 - 456