Structure out of chaos: Functional brain network analysis with EEG, MEG, and functional MRI

被引:117
作者
van Straaten, Elisabeth C. W. [1 ]
Stam, Cornelis J.
机构
[1] Vrije Univ Amsterdam Med Ctr, Dept Clin Neurophysiol, NL-1007 MB Amsterdam, Netherlands
关键词
EEG; MEG; fMRI; Functional brain networks; Graph theory; GRAPH-THEORETICAL ANALYSIS; SMALL-WORLD NETWORKS; MULTI CHANNEL EEG; SCALE-FREE; MODULAR ORGANIZATION; DEFAULT MODE; ALZHEIMERS-DISEASE; LOW-FREQUENCY; CONNECTIVITY; FMRI;
D O I
10.1016/j.euroneuro.2012.10.010
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
The brain is the characteristic of a complex structure. By representing brain function, measured with EEG, MEG, and fMRI, as an abstract network, methods for the study of complex systems can be applied. These network studies have revealed insights in the complex, yet organized, architecture that is evidently present in brain function. We will discuss some technical aspects of formation and assessment of the functional brain networks. Moreover, the results that have been reported in this respect in the last years, in healthy brains as well as in functional brain networks of subjects with a neurological or psychiatrical disease, will be reviewed. (C) 2012 Elsevier B.V. and ECNP. All rights reserved.
引用
收藏
页码:7 / 18
页数:12
相关论文
共 124 条
  • [61] Small-world networks and disturbed functional connectivity in schizophrenia
    Micheloyannis, Sifis
    Pachou, Ellie
    Stam, Cornelis Jan
    Breakspear, Michael
    Bitsios, Panagiotis
    Vourkas, Michael
    Erimaki, Sophia
    Zervakis, Michael
    [J]. SCHIZOPHRENIA RESEARCH, 2006, 87 (1-3) : 60 - 66
  • [62] Using graph theoretical analysis of multi channel EEG to evaluate the neural efficiency hypothesis
    Micheloyannis, Sifis
    Pachou, Ellie
    Stam, Cornelis J.
    Vourkas, Michael
    Erimaki, Sophia
    Tsirka, Vasso
    [J]. NEUROSCIENCE LETTERS, 2006, 402 (03) : 273 - 277
  • [63] Network motifs: Simple building blocks of complex networks
    Milo, R
    Shen-Orr, S
    Itzkovitz, S
    Kashtan, N
    Chklovskii, D
    Alon, U
    [J]. SCIENCE, 2002, 298 (5594) : 824 - 827
  • [64] The hippocampus as a cognitive graph
    Muller, RU
    Stead, M
    Pach, J
    [J]. JOURNAL OF GENERAL PHYSIOLOGY, 1996, 107 (06) : 663 - 694
  • [65] Epilepsy in small-world networks
    Netoff, TI
    Clewley, R
    Arno, S
    Keck, T
    White, JA
    [J]. JOURNAL OF NEUROSCIENCE, 2004, 24 (37) : 8075 - 8083
  • [66] Modularity and community structure in networks
    Newman, M. E. J.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (23) : 8577 - 8582
  • [67] The structure and function of complex networks
    Newman, MEJ
    [J]. SIAM REVIEW, 2003, 45 (02) : 167 - 256
  • [68] Identifying true brain interaction from EEG data using the imaginary part of coherency
    Nolte, G
    Bai, O
    Wheaton, L
    Mari, Z
    Vorbach, S
    Hallett, M
    [J]. CLINICAL NEUROPHYSIOLOGY, 2004, 115 (10) : 2292 - 2307
  • [69] EEC coherency II: experimental comparisons of multiple measures
    Nunez, PL
    Silberstein, RB
    Shi, ZP
    Carpenter, MR
    Srinivasan, R
    Tucker, DM
    Doran, SM
    Cadusch, PJ
    Wijesinghe, RS
    [J]. CLINICAL NEUROPHYSIOLOGY, 1999, 110 (03) : 469 - 486
  • [70] EEG coherency .1. Statistics, reference electrode, volume conduction, Laplacians, cortical imaging, and interpretation at multiple scales
    Nunez, PL
    Srinivasan, R
    Westdorp, AF
    Wijesinghe, RS
    Tucker, DM
    Silberstein, RB
    Cadusch, PJ
    [J]. ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1997, 103 (05): : 499 - 515