Deviations from Critical Dynamics in Interictal Epileptiform Activity.
Oshrit ArvivMordekhay MedvedovskyLiron SheintuchAbraham GoldsteinOren ShrikiPublished in: The Journal of neuroscience : the official journal of the Society for Neuroscience (2017)
Healthy brain dynamics requires a delicate balance between excitatory and inhibitory processes. Several brain disorders, such as epilepsy, are associated with altered excitation-inhibition balance, but assessing this balance using noninvasive tools is still challenging. In this study, we apply the framework of critical brain dynamics to data from epilepsy patients, which were recorded between seizures. We show that metrics of criticality provide a sensitive tool for noninvasive assessment of changes in the balance. Specifically, brain activity of epilepsy patients deviates from healthy critical brain dynamics, particularly during abnormal epileptiform activity. The study offers a novel quantitative perspective on epilepsy and its relation to healthy brain dynamics.
Keyphrases
- resting state
- end stage renal disease
- white matter
- newly diagnosed
- ejection fraction
- chronic kidney disease
- functional connectivity
- peritoneal dialysis
- cerebral ischemia
- high resolution
- machine learning
- multiple sclerosis
- brain injury
- patient reported
- mass spectrometry
- deep learning
- subarachnoid hemorrhage
- big data
- clinical evaluation