Assessing the feasibility of digital keypress statistics to detect seizures and capture cognitive impairment in patients with epilepsy: A pilot study.

Epilepsy Behav

Brain Neurology and Engineering Lab, Department of Neurology, Mayo Foundation, Rochester MN 55905, United States. Electronic address:

Published: August 2024

AI Article Synopsis

  • Efficient, non-invasive monitoring methods can enhance the accuracy of seizure frequency tracking and identify comorbidities in epilepsy patients, with smartphone technology offering a practical solution.
  • This study evaluated keyboard usage on smartphones as an objective measure of seizure frequency in epilepsy patients, comparing cognitive abilities among participants.
  • Although keypress statistics during and after seizures did not show significant differences, cognitive impairment was linked to notable variations in keyboard usage, indicating that cognitive function may influence digital engagement in epilepsy patients.

Article Abstract

Background: Efficient, non-invasive monitoring may provide a more accurate and comprehensive understanding of seizure frequency and the development of some comorbidities in people with epilepsy. Novel keyboard technology measuring digital keypress statistics has demonstrated its practical value for neurodegenerative diseases including Parkinson's Disease and Dementia. Smartphones integrated into daily life may serve as a low-burden longitudinal monitoring system for patients with epilepsy.

Objective: This study aimed to assess the feasibility of keyboard statistics as an objective measure of seizure frequency for patients with epilepsy, in addition to tracking differences between cognitively normal and cognitively impaired patients.

Methods: Six adult patients admitted to the Epilepsy Monitoring Unit (EMU) at Mayo Clinic in Rochester, Minnesota were studied. The keyboard was installed on the patient's smartphone. In the EMU, typing statistics were correlated to electroencephalogram (EEG) confirmed seizures. After discharge, participants continued using their keyboards and kept a seizure log. We also analyzed the key press/release times and usage of participants' keyboards for adherence.

Results: Keyboard sessions during and after seizures assessed for key press/release differences versus baseline showed no statistically significant difference (p = 0.44). Using one-way ANOVA, cognitive impairment's potential impact on keyboard statistics was explored in patients who had neuropsychological testing (N = 3). Significant differences were found between patients with and without cognitive impairment (p < 0.001). No significant difference was noted between patients with mild intellectual disability and normal cognitive function (p = 0.55).

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11286342PMC
http://dx.doi.org/10.1016/j.yebeh.2024.109820DOI Listing

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