Platform for brain network sensing and stimulation with quantitative behavioral tracking: Application to limbic circuit epilepsy.
Vaclav KremenVladimir SladkyFilip MivaltNicholas M GreggIrena BalzekasVictoria MarksBenjamin H BrinkmanBrian Nils LundstromJie CuiErik K St LouisPaul E CroarkinEva C AldenJulie FieldsKarla CrockettJindrich AdolfJordan BilderbeekDora HermesSteven MessinaKai J MillerJamie Van GompelTimothy DenisonGregory A WorrellPublished in: medRxiv : the preprint server for health sciences (2024)
Temporal lobe epilepsy is a common neurological disease characterized by recurrent seizures. These seizures often originate from limbic networks and people also experience chronic comorbidities related to memory, mood, and sleep (MMS). Deep brain stimulation targeting the anterior nucleus of the thalamus (ANT-DBS) is a proven therapy, but the optimal stimulation parameters remain unclear. We developed a neurotechnology platform for tracking seizures and MMS to enable data streaming between an investigational brain sensing-stimulation implant, mobile devices, and a cloud environment. Artificial Intelligence algorithms provided accurate catalogs of seizures, interictal epileptiform spikes, and wake-sleep brain states. Remotely administered memory and mood assessments were used to densely sample cognitive and behavioral response during ANT-DBS. We evaluated the efficacy of low-frequency versus high-frequency ANT-DBS. They both reduced seizures, but low-frequency ANT-DBS showed greater reductions and better sleep and memory. These results highlight the potential of synchronized brain sensing and behavioral tracking for optimizing neuromodulation therapy.
Keyphrases
- deep brain stimulation
- temporal lobe epilepsy
- parkinson disease
- artificial intelligence
- high frequency
- obsessive compulsive disorder
- resting state
- sleep quality
- machine learning
- white matter
- big data
- working memory
- functional connectivity
- cerebral ischemia
- physical activity
- deep learning
- transcranial magnetic stimulation
- bipolar disorder
- high resolution
- randomized controlled trial
- clinical trial
- high throughput
- stem cells
- multiple sclerosis
- human health
- soft tissue
- bone marrow
- replacement therapy