4.7 Article

Neuronal Ensemble Synchrony during Human Focal Seizures

Journal

JOURNAL OF NEUROSCIENCE
Volume 34, Issue 30, Pages 9927-9944

Publisher

SOC NEUROSCIENCE
DOI: 10.1523/JNEUROSCI.4567-13.2014

Keywords

collective dynamics; conditional inference; epilepsy; maximum entropy

Categories

Funding

  1. National Institute of Neurological Disorders and Stroke [R01NS079533, R01NS062092, NS057389]
  2. National Science Foundation [DMS-1007593, DMS-1309004]
  3. Defense Advanced Research Projects Agency (DARPA) [FA8650-11-1-715]
  4. Epilepsy Foundation
  5. Massachusetts General Hospital Fund for Medical Discovery
  6. Direct For Mathematical & Physical Scien
  7. Division Of Mathematical Sciences [1309004] Funding Source: National Science Foundation

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Seizures are classically characterized as the expression of hypersynchronous neural activity, yet the true degree of synchrony in neuronal spiking (action potentials) during human seizures remains a fundamental question. We quantified the temporal precision of spike synchrony in ensembles of neocortical neurons during seizures in people with pharmacologically intractable epilepsy. Two seizure types were analyzed: those characterized by sustained gamma (similar to 40-60 Hz) local field potential (LFP) oscillations or by spike-wave complexes (SWCs; similar to 3 Hz). Fine (<10 ms) temporal synchrony was rarely present during gamma-band seizures, where neuronal spiking remained highly irregular and asynchronous. In SWC seizures, phase locking of neuronal spiking to the SWC spike phase induced synchrony at a coarse 50-100 ms level. In addition, transient fine synchrony occurred primarily during the initial similar to 20 ms period of the SWC spike phase and varied across subjects and seizures. Sporadic coherence events between neuronal population spike counts and LFPs were observed during SWC seizures in high (similar to 80 Hz) gamma-band and during high-frequency oscillations (similar to 130 Hz). Maximum entropy models of the joint neuronal spiking probability, constrained only on single neurons' nonstationary coarse spiking rates and local network activation, explained most of the fine synchrony in both seizure types. Our findings indicate that fine neuronal ensemble synchrony occurs mostly during SWC, not gamma-band, seizures, and primarily during the initial phase of SWC spikes. Furthermore, these fine synchrony events result mostly from transient increases in overall neuronal network spiking rates, rather than changes in precise spiking correlations between specific pairs of neurons.

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