TY - JOUR
T1 - SSVEP BCI and Eye Tracking Use by Individuals With Late-Stage ALS and Visual Impairments
AU - Peters, Betts
AU - Bedrick, Steven
AU - Dudy, Shiran
AU - Eddy, Brandon
AU - Higger, Matt
AU - Kinsella, Michelle
AU - McLaughlin, Deirdre
AU - Memmott, Tab
AU - Oken, Barry
AU - Quivira, Fernando
AU - Spaulding, Scott
AU - Erdogmus, Deniz
AU - Fried-Oken, Melanie
N1 - Funding Information:
We wish to thank our participants and their families for their time and effort; Mayling Dixon, Dan Klee, Anthony Nacrelli, Ian Jackson, and Sebastian Silber for assistance with data collection; Trinity Deibert for assistance with participant recruitment; and the ALS Association Oregon and SW Washington Chapter and TobiiDynavox for loaning equipment used in this study. Funding. This work was supported by the National Institutes of Health under grant #2R01DC009834-06A1 and the National Institute on Disability, Independent Living, and Rehabilitation Research under grant #90RE5017.
Publisher Copyright:
© Copyright © 2020 Peters, Bedrick, Dudy, Eddy, Higger, Kinsella, McLaughlin, Memmott, Oken, Quivira, Spaulding, Erdogmus and Fried-Oken.
PY - 2020/11/20
Y1 - 2020/11/20
N2 - Access to communication is critical for individuals with late-stage amyotrophic lateral sclerosis (ALS) and minimal volitional movement, but they sometimes present with concomitant visual or ocular motility impairments that affect their performance with eye tracking or visual brain-computer interface (BCI) systems. In this study, we explored the use of modified eye tracking and steady state visual evoked potential (SSVEP) BCI, in combination with the Shuffle Speller typing interface, for this population. Two participants with late-stage ALS, visual impairments, and minimal volitional movement completed a single-case experimental research design comparing copy-spelling performance with three different typing systems: (1) commercially available eye tracking communication software, (2) Shuffle Speller with modified eye tracking, and (3) Shuffle Speller with SSVEP BCI. Participant 1 was unable to type any correct characters with the commercial system, but achieved accuracies of up to 50% with Shuffle Speller eye tracking and 89% with Shuffle Speller BCI. Participant 2 also had higher maximum accuracies with Shuffle Speller, typing with up to 63% accuracy with eye tracking and 100% accuracy with BCI. However, participants’ typing accuracy for both Shuffle Speller conditions was highly variable, particularly in the BCI condition. Both the Shuffle Speller interface and SSVEP BCI input show promise for improving typing performance for people with late-stage ALS. Further development of innovative BCI systems for this population is needed.
AB - Access to communication is critical for individuals with late-stage amyotrophic lateral sclerosis (ALS) and minimal volitional movement, but they sometimes present with concomitant visual or ocular motility impairments that affect their performance with eye tracking or visual brain-computer interface (BCI) systems. In this study, we explored the use of modified eye tracking and steady state visual evoked potential (SSVEP) BCI, in combination with the Shuffle Speller typing interface, for this population. Two participants with late-stage ALS, visual impairments, and minimal volitional movement completed a single-case experimental research design comparing copy-spelling performance with three different typing systems: (1) commercially available eye tracking communication software, (2) Shuffle Speller with modified eye tracking, and (3) Shuffle Speller with SSVEP BCI. Participant 1 was unable to type any correct characters with the commercial system, but achieved accuracies of up to 50% with Shuffle Speller eye tracking and 89% with Shuffle Speller BCI. Participant 2 also had higher maximum accuracies with Shuffle Speller, typing with up to 63% accuracy with eye tracking and 100% accuracy with BCI. However, participants’ typing accuracy for both Shuffle Speller conditions was highly variable, particularly in the BCI condition. Both the Shuffle Speller interface and SSVEP BCI input show promise for improving typing performance for people with late-stage ALS. Further development of innovative BCI systems for this population is needed.
KW - amyotrophic lateral sclerosis
KW - augmentative and alternative communication
KW - brain-computer interface
KW - eye tracking
KW - steady state visual evoked potential
KW - vision disorders
UR - http://www.scopus.com/inward/record.url?scp=85097241021&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85097241021&partnerID=8YFLogxK
U2 - 10.3389/fnhum.2020.595890
DO - 10.3389/fnhum.2020.595890
M3 - Article
AN - SCOPUS:85097241021
SN - 1662-5161
VL - 14
JO - Frontiers in Human Neuroscience
JF - Frontiers in Human Neuroscience
M1 - 595890
ER -