Title :
Directional brain functional interaction analysis in patients with amyotrophic lateral sclerosis
Author :
Shahriari, Y. ; Sellers, E.W. ; McCane, L.M. ; Vaughan, T.M. ; Krusienski, D.J.
Author_Institution :
Biomed. Eng., Old Dominion Univ., Norfolk, VA, USA
Abstract :
Recent work has shown that a P300-based brain-computer interface (BCI) can provide effective long-term communication for individuals with amyotrophic lateral sclerosis (ALS). BCI users can experience significant variation in day-to-day BCI performance that can both frustrate and discourage users and caregivers alike. This study seeks to characterize this performance variation using measures of causality between electrode locations in scalp-EEG recorded from individuals with and without ALS during use of a P300-based BCI. Results show that there are statistically significant causal relationships between channels, particularly in the high beta frequency range, that are consistent across subject groups. Moreover, the connectivity patterns in the group with ALS appear to be more diffuse when compared to controls. These preliminary findings suggest that there may be differences in brain activity between individuals with and without ALS, as well as in the activity across successful and unsuccessful task sessions using a P300-based BCI. Ultimately, this information may lead more reliable BCI use for people with ALS.
Keywords :
biomedical electrodes; brain-computer interfaces; electroencephalography; medical disorders; medical signal processing; statistical analysis; P300-based BCI; P300-based brain-computer interface; amyotrophic lateral sclerosis; brain activity; caregivers; connectivity patterns; directional brain functional interaction analysis; electrodes; performance variation; scalp-EEG recording; Adaptation models; Brain modeling; Electrodes; Electroencephalography; Mathematical model; Transfer functions;
Conference_Titel :
Neural Engineering (NER), 2015 7th International IEEE/EMBS Conference on
Conference_Location :
Montpellier
DOI :
10.1109/NER.2015.7146788