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Bifurcations and multiscale cascades in cortical dynamics Michael Breakspear, Stuart Knock, UNSW, Australia Kevin Aquino, Peter Robinson, James Roberts, University of Sydney John Terry, Serafim Rodriguez, University of Bristol, UK
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Bifurcations and multiscale cascades in cortical dynamics 1: Mean Field Brain Modelling Robinson et al. (2002) Phys Rev. E 65:041924. Corticothalamic connectivity where describes dendritic filtering of synaptic currents model time (sec) ΦeΦe EEG time (sec) Pz V a membrane potentials Φ a field potentials Q a firing rates Cortico-cortical connectivty where describes propagating cortical field potentials Jirsa & Haken (1996) PRL a=e,i cortical populations a=s specific thalamic n. a=r reticular thalamic n. time (sec) ΦeΦe strongly damped
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μ se Φ e (s -1 ) 3 Hz instability μ se Φ e (s -1 ) 10 Hz instability μ se Φ e (s -1 ) Bifurcations and multiscale cascades in cortical dynamics 2: Unifying explanation of seizures Breakspear et al. (2006) Cerebral Cortex doi:10.1093/cercor/bhj072 Global mode instabilities 1. Ignore spatial derivatives ( ) & 2. explore nonlinear bifurcations by changing μ se model Cortex-reticular–specific loop data model Cortex-specific loop data
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1. Nonlinear frequency coupling Data 2. Amplitude modulation Data Bifurcations and multiscale cascades in cortical dynamics 3: Impact of global coupling on local mean fields Global corticocortical coupling Reintroduce spatial dependency in Absence seizure (3Hz spike and wave) regimen Model
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Hindmarsh Rose: Between scales Hindmarsh Rose: Between systems Bifurcations and multiscale cascades in cortical dynamics 4: Multiscale temporal effects in neural systems Fast timescales, x 1,2 Slow timescales, x 3 Coupled nodes: Single node: Burst (slow) synchrony: c~0.35 Spike (slow+fast) synchrony: c>0.45 Dhamala et al. (2004) PRL c scale coarse fine scale fine coarse …and their anti-symmetric component, t aMS Calculate inter-scale effects as, Nakao et al. (2001) IJCB t MS
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Healthy cortical Activity Seizures Bifurcations and multiscale cascades in cortical dynamics 5: Coupling of spatiotemporal scales in cortical activity μ se Φ e (s -1 ) 10 Hz instability Symmetric Antisymmetric Model Data scale coarse fine
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