Electrotactile BCI for Top-Down Somatosensory Training: Clinical Feasibility Trial of Online BCI Control in Subacute Stroke Patients.
Andrej M SavićMarija NovičićVera Miler-JerkovićOlivera DjordjevićLjubica M KonstantinovićPublished in: Biosensors (2024)
This study investigates the feasibility of a novel brain-computer interface (BCI) device designed for sensory training following stroke. The BCI system administers electrotactile stimuli to the user's forearm, mirroring classical sensory training interventions. Concurrently, selective attention tasks are employed to modulate electrophysiological brain responses (somatosensory event-related potentials-sERPs), reflecting cortical excitability in related sensorimotor areas. The BCI identifies attention-induced changes in the brain's reactions to stimulation in an online manner. The study protocol assesses the feasibility of online binary classification of selective attention focus in ten subacute stroke patients. Each experimental session includes a BCI training phase for data collection and classifier training, followed by a BCI test phase to evaluate online classification of selective tactile attention based on sERP. During online classification tests, patients complete 20 repetitions of selective attention tasks with feedback on attention focus recognition. Using a single electroencephalographic channel, attention classification accuracy ranges from 70% to 100% across all patients. The significance of this novel BCI paradigm lies in its ability to quantitatively measure selective tactile attention resources throughout the therapy session, introducing a top-down approach to classical sensory training interventions based on repeated neuromuscular electrical stimulation.
Keyphrases
- working memory
- transcranial direct current stimulation
- deep learning
- machine learning
- end stage renal disease
- study protocol
- virtual reality
- social media
- ejection fraction
- resting state
- chronic kidney disease
- newly diagnosed
- functional connectivity
- health information
- clinical trial
- randomized controlled trial
- white matter
- physical activity
- prognostic factors
- spinal cord injury
- gene expression
- high intensity
- cerebral ischemia
- stem cells
- genome wide
- atrial fibrillation
- patient reported outcomes
- mesenchymal stem cells
- electronic health record
- subarachnoid hemorrhage
- dna methylation
- brain injury
- cell therapy
- ionic liquid
- blood brain barrier