Feasibility of Repeated Assessment of Cognitive Function in Older Adults Using a Wireless, Mobile, Dry-EEG Headset and Tablet-Based Games

被引:23
作者
McWilliams, Esther C. [1 ]
Barbey, Florentine M. [2 ]
Dyer, John F. [1 ]
Islam, Md Nurul [2 ]
McGuinness, Bernadette [3 ]
Murphy, Brian [2 ,4 ]
Nolan, Hugh [2 ]
Passmore, Peter [3 ]
Rueda-Delgado, Laura M. [2 ,5 ]
Buick, Alison R. [1 ,4 ]
机构
[1] Cumulus Neurosci Ltd, Belfast, Antrim, North Ireland
[2] Cumulus Neurosci Ltd, Dublin, Ireland
[3] Queens Univ Belfast, Sch Med Dent & Biomed Sci, Ctr Publ Hlth, Belfast, Antrim, North Ireland
[4] Queens Univ Belfast, Sch Elect Elect Engn & Comp Sci, Belfast, Antrim, North Ireland
[5] Univ Dublin Trinity Coll, Trinity Ctr Biomed Engn, Dublin, Ireland
基金
“创新英国”项目; 爱尔兰科学基金会;
关键词
EEG; EEG biomarker; cognition; gamification; mobile EEG; CLINICAL HIGH-RISK; MISMATCH NEGATIVITY; ALZHEIMERS-DISEASE; HEART-FAILURE; FRONTAL EEG; BRAIN; OSCILLATIONS; POTENTIALS; PSYCHOSIS; BIOMARKER;
D O I
10.3389/fpsyt.2021.574482
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Access to affordable, objective and scalable biomarkers of brain function is needed to transform the healthcare burden of neuropsychiatric and neurodegenerative disease. Electroencephalography (EEG) recordings, both resting and in combination with targeted cognitive tasks, have demonstrated utility in tracking disease state and therapy response in a range of conditions from schizophrenia to Alzheimer's disease. But conventional methods of recording this data involve burdensome clinic visits, and behavioural tasks that are not effective in frequent repeated use. This paper aims to evaluate the technical and human-factors feasibility of gathering large-scale EEG using novel technology in the home environment with healthy adult users. In a large field study, 89 healthy adults aged 40-79 years volunteered to use the system at home for 12 weeks, 5 times/week, for 30 min/session. A 16-channel, dry-sensor, portable wireless headset recorded EEG while users played gamified cognitive and passive tasks through a tablet application, including tests of decision making, executive function and memory. Data was uploaded to cloud servers and remotely monitored via web-based dashboards. Seventy-eight participants completed the study, and high levels of adherence were maintained throughout across all age groups, with mean compliance over the 12-week period of 82% (4.1 sessions per week). Reported ease of use was also high with mean System Usability Scale scores of 78.7. Behavioural response measures (reaction time and accuracy) and EEG components elicited by gamified stimuli (P300, ERN, Pe and changes in power spectral density) were extracted from the data collected in home, across a wide range of ages, including older adult participants. Findings replicated well-known patterns of age-related change and demonstrated the feasibility of using low-burden, large-scale, longitudinal EEG measurement in community-based cohorts. This technology enables clinically relevant data to be recorded outside the lab/clinic, from which metrics underlying cognitive ageing could be extracted, opening the door to potential new ways of developing digital cognitive biomarkers for disorders affecting the brain.
引用
收藏
页数:17
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共 119 条
[61]  
Kenny RA, 2013, J AM GERIATR SOC, V61, pS279, DOI [10.1111/jgs.12195, 10.1111/jgs.12200]
[62]   EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis [J].
Klimesch, W .
BRAIN RESEARCH REVIEWS, 1999, 29 (2-3) :169-195
[63]   Choosing MUSE: Validation of a Low-Cost, Portable EEG System for ERP Research [J].
Krigolson, Olave E. ;
Williams, Chad C. ;
Norton, Angela ;
Hassall, Cameron D. ;
Colino, Francisco L. .
FRONTIERS IN NEUROSCIENCE, 2017, 11
[64]   Transitioning EEG experiments away from the laboratory using a Raspberry Pi 2 [J].
Kuziek, Jonathan W. P. ;
Shienh, Axita ;
Mathewson, Kyle E. .
JOURNAL OF NEUROSCIENCE METHODS, 2017, 277 :75-82
[65]   The role of event-related potentials in cognitive decline in Alzheimer's disease [J].
Lai, Chiou-Lian ;
Lin, Ruey-Tay ;
Liou, Li-Min ;
Liu, Ching-Kuan .
CLINICAL NEUROPHYSIOLOGY, 2010, 121 (02) :194-199
[66]   Gallery Game: Smartphone-based assessment of long-term memory in adults at risk of Alzheimer's disease [J].
Lancaster, Claire ;
Koychev, Ivan ;
Blane, Jasmine ;
Chinner, Amy ;
Chatham, Christopher ;
Taylor, Kirsten ;
Hinds, Chris .
JOURNAL OF CLINICAL AND EXPERIMENTAL NEUROPSYCHOLOGY, 2020, 42 (04) :329-343
[67]   Cognitive control adjustments in healthy older and younger adults: Conflict adaptation, the error-related negativity (ERN), and evidence of generalized decline with age [J].
Larson, Michael J. ;
Clayson, Peter E. ;
Keith, Cierra M. ;
Hunt, Isaac J. ;
Hedges, Dawson W. ;
Nielsen, Brent L. ;
Call, Vaughn R. A. .
BIOLOGICAL PSYCHOLOGY, 2016, 115 :50-63
[68]   Aligning strategies for using EEG as a surrogate biomarker: A review of preclinical and clinical research [J].
Leiser, Steven C. ;
Dunlop, John ;
Bowlby, Mark R. ;
Devilbiss, David M. .
BIOCHEMICAL PHARMACOLOGY, 2011, 81 (12) :1408-1421
[69]   Mismatch negativity is a breakthrough biomarker for understanding and treating psychotic disorders [J].
Light, Gregory A. ;
Naatanen, Risto .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (38) :15175-15176
[70]   Association of deficits in short-term learning and Aβ and hippocampal volume in cognitively normal adults [J].
Lim, Yen Ying ;
Baker, Jenalle E. ;
Bruns, Loren, Jr. ;
Mills, Andrea ;
Fowler, Christopher ;
Fripp, Jurgen ;
Rainey-Smith, Stephanie R. ;
Ames, David ;
Masters, Colin L. ;
Maruff, Paul .
NEUROLOGY, 2020, 95 (18) :E2577-E2585