Scaling properties of neuronal avalanches are consistent with critical dynamics

نویسندگان

  • Dietmar Plenz
  • Dante R. Chialvo
چکیده

Complex systems, when poised near a critical point of a phase transition between order and disorder, exhibit a dynamics comprising a scale-free mixture of order and disorder which is universal, i.e. system-independent (1-5). It allows systems at criticality to adapt swiftly to environmental changes (i.e., high susceptibility) as well as to flexibly process and store information. These unique properties prompted the conjecture that the brain might operate at criticality (1), a view supported by the recent description of neuronal avalanches in cortex Despite the attractiveness of this idea, its validity is hampered by the fact that its theoretical underpinning relies solely on the replication of sizes and durations of avalanches, which reflect only a portion of the rich dynamics found at criticality. Here we show experimentally five fundamental properties of avalanches consistent with criticality: (1) a separation of time scales, in which the power law probability density of avalanches sizes s, P(s) ~ s α and the lifetime distribution of avalanches are invariant to slow, external driving; (2) stationary P(s) over time; (3) the avalanche probabilities preceding and following main avalanches obey Omori's law (17, 18) for earthquakes; (4) the average size of avalanches following a main avalanche decays as a power law; (5) the spatial spread of avalanches has a fractal dimension and obeys finite-size scaling. Thus, neuronal avalanches are a robust manifestation of criticality in the brain. 2 The spontaneous interaction of hundreds of thousands of neurons in the cerebral cortex gives rise to a bewildering variety of spatio-temporal activity patterns. A fundamental question in neuroscience is to understand the functional meaning of such pattern variety. In that direction, recent work (6-10, 19, 20) has shown that in superficial layers of cortex, spontaneous neuronal activity patterns emerge in the form of " neuronal avalanches ". These are highly diverse bursts of activity exhibiting scale-free features both in space and time. The sizes of avalanches are distributed according to a power-law with an exponent of-3/2 and their durations according to a similar law with an exponent of –2. Avalanches represent a critical balance of excitation and inhibition in the cortex; it is typical that during the course of an avalanche the number of participating neurons neither grows nor substantially decays, such that the branching ratio of the activity stays close to unity, as in other critical systems (21). Neuronal network simulations (11-16) already have replicated quantitatively the observed scale-free …

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Statistical Analyses Support Power Law Distributions Found in Neuronal Avalanches

The size distribution of neuronal avalanches in cortical networks has been reported to follow a power law distribution with exponent close to -1.5, which is a reflection of long-range spatial correlations in spontaneous neuronal activity. However, identifying power law scaling in empirical data can be difficult and sometimes controversial. In the present study, we tested the power law hypothesi...

متن کامل

Universal organization of resting brain activity at the thermodynamic critical point

Thermodynamic criticality describes emergent phenomena in a wide variety of complex systems. In the mammalian cortex, one type of complex dynamics that spontaneously emerges from neuronal interactions has been characterized as neuronal avalanches. Several aspects of neuronal avalanches such as their size and life time distributions are described by power laws with unique exponents, indicating a...

متن کامل

Neuronal long-range temporal correlations and avalanche dynamics are correlated with behavioral scaling laws.

Scale-free fluctuations are ubiquitous in behavioral performance and neuronal activity. In time scales from seconds to hundreds of seconds, psychophysical dynamics and the amplitude fluctuations of neuronal oscillations are governed by power-law-form long-range temporal correlations (LRTCs). In millisecond time scales, neuronal activity comprises cascade-like neuronal avalanches that exhibit po...

متن کامل

Structural versus dynamical origins of mean-field behavior in a self-organized critical model of neuronal avalanches.

Critical dynamics of cortical neurons have been intensively studied over the past decade. Neuronal avalanches provide the main experimental as well as theoretical tools to consider criticality in such systems. Experimental studies show that critical neuronal avalanches show mean-field behavior. There are structural as well as recently proposed [Phys. Rev. E 89, 052139 (2014)] dynamical mechanis...

متن کامل

Relationship of fast- and slow-timescale neuronal dynamics in human MEG and SEEG.

A growing body of evidence suggests that the neuronal dynamics are poised at criticality. Neuronal avalanches and long-range temporal correlations (LRTCs) are hallmarks of such critical dynamics in neuronal activity and occur at fast (subsecond) and slow (seconds to hours) timescales, respectively. The critical dynamics at different timescales can be characterized by their power-law scaling exp...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2009