Neuronal avalanches: Sandpiles of self-organized criticality or critical dynamics of brain waves?

被引:4
作者
Galinsky, Vitaly L. [1 ]
Frank, Lawrence R. [1 ,2 ]
机构
[1] Univ Calif San Diego, Ctr Sci Computat Imaging, La Jolla, CA 92037 USA
[2] Univ Calif San Diego, Ctr Funct MRI, La Jolla, CA 92037 USA
关键词
nonlinear waves; critical exponent; Hamiltonian system; neuronal avalanches; critical dynamics; BRANCHING-PROCESSES; OSCILLATIONS; ENTRAINMENT; MODELS;
D O I
10.1007/s11467-023-1273-7
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Analytical expressions for scaling of brain wave spectra derived from the general nonlinear wave Hamiltonian form show excellent agreement with experimental "neuronal avalanche" data. The theory of the weakly evanescent nonlinear brain wave dynamics [Phys. Rev. Research 2, 023061 (2020); J. Cognitive Neurosci. 32, 2178 (2020)] reveals the underlying collective processes hidden behind the phenomenological statistical description of the neuronal avalanches and connects together the whole range of brain activity states, from oscillatory wave-like modes, to neuronal avalanches, to incoherent spiking, showing that the neuronal avalanches are just the manifestation of the different nonlinear side of wave processes abundant in cortical tissue. In a more broad way these results show that a system of wave modes interacting through all possible combinations of the third order nonlinear terms described by a general wave Hamiltonian necessarily produces anharmonic wave modes with temporal and spatial scaling properties that follow scale free power laws. To the best of our knowledge this has never been reported in the physical literature and may be applicable to many physical systems that involve wave processes and not just to neuronal avalanches.
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页数:12
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共 43 条
[1]   SELF-ORGANIZED CRITICALITY [J].
BAK, P ;
TANG, C ;
WIESENFELD, K .
PHYSICAL REVIEW A, 1988, 38 (01) :364-374
[2]   SELF-ORGANIZED CRITICALITY - AN EXPLANATION OF 1/F NOISE [J].
BAK, P ;
TANG, C ;
WIESENFELD, K .
PHYSICAL REVIEW LETTERS, 1987, 59 (04) :381-384
[3]   Does the 1/f frequency scaling of brain signals reflect self-organized critical states? [J].
Bedard, C. ;
Kroger, H. ;
Destexhe, A. .
PHYSICAL REVIEW LETTERS, 2006, 97 (11)
[4]   Neuronal avalanches are diverse and precise activity patterns that are stable for many hours in cortical slice cultures [J].
Beggs, JM ;
Plenz, D .
JOURNAL OF NEUROSCIENCE, 2004, 24 (22) :5216-5229
[5]  
Beggs JM, 2003, J NEUROSCI, V23, P11167
[6]   Being critical of criticality in the brain [J].
Beggs, John M. ;
Timme, Nicholas .
FRONTIERS IN PHYSIOLOGY, 2012, 3
[7]   Hybrid-type synchronization transitions: Where incipient oscillations, scale-free avalanches, and bistability live together [J].
Buendia, Victor ;
Villegas, Pablo ;
Burioni, Raffaella ;
Munoz, Miguel A. .
PHYSICAL REVIEW RESEARCH, 2021, 3 (02)
[8]  
Buzsaki G., 2006, Rhythms of the brain, DOI DOI 10.1093/ACPROF:OSO/9780195301069.001.0001
[9]   Emergent complex neural dynamics [J].
Chialvo, Dante R. .
NATURE PHYSICS, 2010, 6 (10) :744-750
[10]   Control of criticality and computation in spiking neuromorphic networks with plasticity [J].
Cramer, Benjamin ;
Stoeckel, David ;
Kreft, Markus ;
Wibral, Michael ;
Schemmel, Johannes ;
Meier, Karlheinz ;
Priesemann, Viola .
NATURE COMMUNICATIONS, 2020, 11 (01)