Computational Neuroscience Seminar - LCN
05.02.2010 Friday, 10h30,
BC 01
Gustavo Deco, Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona
(Homepage)
The intrinsic properties of the brain: the resting state
Abstract:
A growing body of neuroimaging research has documented that, in the absence of
an explicit task, the brain shows temporally coherent activity. This
so-called "resting state" activity or, more explicitly, the default-mode
network has been associated with day dreaming, free association, stream of
consciousness or inner rehearsal in humans, but similar patterns have also
been found under anaesthesia and in monkeys. Spatio-temporal activity
patterns in the default-mode network are both complex and consistent, which
raises the question whether they are the expression of an interesting
cognitive architecture or the consequence of intrinsic network constraints.
In numerical simulation we studied the dynamics of a simplified cortical
network using 38 noise-driven (Wilson-Cowan) oscillators, which in isolation
remain just below their oscillatory threshold. Time delay coupling based on
lengths and strengths of primate cortico-cortical pathways leads to the
emergence of two sets of 40 Hz oscillators. \chng{The sets showed
synchronisation that was anti-correlated at less than 0.1 Hz} across the sets
in line with a wide range of recent experimental observations. Systematic
variation of conduction velocity, coupling strength and noise level indicate
a high sensitivity of emerging synchrony as well as simulated blood flow
blood-oxygen-level-dependent (BOLD) on the underlying parameter values.
Optimal sensitivity was observed around conduction velocities of 1-2 m/s,
with very weak coupling between oscillators. An additional finding was that
the optimal noise level had a characteristic scale indicating the presence of
stochastic resonance, which allows the network dynamics to respond with high
sensitivity to changes in diffuse feedback activity.
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