Feasibility and usability of remote monitoring in Alzheimer's disease

Introduction Remote monitoring technologies (RMTs) can measure cognitive and functional decline objectively at-home, and offer opportunities to measure passively and continuously, possibly improving sensitivity and reducing participant burden in clinical trials. However, there is skepticism that age...

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Main Authors: Marijn Muurling, Casper de Boer, Chris Hinds, Alankar Atreya, Aiden Doherty, Vasilis Alepopoulos, Jelena Curcic, Anna-Katharine Brem, Pauline Conde, Sajini Kuruppu, Xavier Morató, Valentina Saletti, Samantha Galluzzi, Estefania Vilarino Luis, Sandra Cardoso, Tina Stukelj, Milica Gregorič Kramberger, Dora Roik, Ivan Koychev, Ann-Cecilie Hopøy, Emilia Schwertner, Mara Gkioka, Dag Aarsland, Pieter Jelle Visser
Format: Article
Language:English
Published: SAGE Publishing 2024-04-01
Series:Digital Health
Online Access:https://doi.org/10.1177/20552076241238133
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author Marijn Muurling
Casper de Boer
Chris Hinds
Alankar Atreya
Aiden Doherty
Vasilis Alepopoulos
Jelena Curcic
Anna-Katharine Brem
Pauline Conde
Sajini Kuruppu
Xavier Morató
Valentina Saletti
Samantha Galluzzi
Estefania Vilarino Luis
Sandra Cardoso
Tina Stukelj
Milica Gregorič Kramberger
Dora Roik
Ivan Koychev
Ann-Cecilie Hopøy
Emilia Schwertner
Mara Gkioka
Dag Aarsland
Pieter Jelle Visser
author_facet Marijn Muurling
Casper de Boer
Chris Hinds
Alankar Atreya
Aiden Doherty
Vasilis Alepopoulos
Jelena Curcic
Anna-Katharine Brem
Pauline Conde
Sajini Kuruppu
Xavier Morató
Valentina Saletti
Samantha Galluzzi
Estefania Vilarino Luis
Sandra Cardoso
Tina Stukelj
Milica Gregorič Kramberger
Dora Roik
Ivan Koychev
Ann-Cecilie Hopøy
Emilia Schwertner
Mara Gkioka
Dag Aarsland
Pieter Jelle Visser
author_sort Marijn Muurling
collection DOAJ
description Introduction Remote monitoring technologies (RMTs) can measure cognitive and functional decline objectively at-home, and offer opportunities to measure passively and continuously, possibly improving sensitivity and reducing participant burden in clinical trials. However, there is skepticism that age and cognitive or functional impairment may render participants unable or unwilling to comply with complex RMT protocols. We therefore assessed the feasibility and usability of a complex RMT protocol in all syndromic stages of Alzheimer's disease and in healthy control participants. Methods For 8 weeks, participants (N = 229) used two activity trackers, two interactive apps with either daily or weekly cognitive tasks, and optionally a wearable camera. A subset of participants participated in a 4-week sub-study (N = 45) using fixed at-home sensors, a wearable EEG sleep headband and a driving performance device. Feasibility was assessed by evaluating compliance and drop-out rates. Usability was assessed by problem rates (e.g., understanding instructions, discomfort, forgetting to use the RMT or technical problems) as discussed during bi-weekly semi-structured interviews. Results Most problems were found for the active apps and EEG sleep headband. Problem rates increased and compliance rates decreased with disease severity, but the study remained feasible. Conclusions This study shows that a highly complex RMT protocol is feasible, even in a mild-to-moderate AD population, encouraging other researchers to use RMTs in their study designs. We recommend evaluating the design of individual devices carefully before finalizing study protocols, considering RMTs which allow for real-time compliance monitoring, and engaging the partners of study participants in the research.
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spelling doaj.art-8f9d109ddcd94a5bb7f99894759bc08c2024-04-10T09:04:18ZengSAGE PublishingDigital Health2055-20762024-04-011010.1177/20552076241238133Feasibility and usability of remote monitoring in Alzheimer's diseaseMarijn Muurling0Casper de Boer1Chris Hinds2Alankar Atreya3Aiden Doherty4Vasilis Alepopoulos5Jelena Curcic6Anna-Katharine Brem7Pauline Conde8Sajini Kuruppu9Xavier Morató10Valentina Saletti11Samantha Galluzzi12Estefania Vilarino Luis13Sandra Cardoso14Tina Stukelj15Milica Gregorič Kramberger16Dora Roik17Ivan Koychev18Ann-Cecilie Hopøy19Emilia Schwertner20Mara Gkioka21Dag Aarsland22Pieter Jelle Visser23 24 , Neurodegeneration, Amsterdam, The Netherlands , Neurodegeneration, Amsterdam, The Netherlands Nuffield Department of Population Health, , Oxford, UK Nuffield Department of Population Health, , Oxford, UK Nuffield Department of Population Health, , Oxford, UK Information Technologies Institute, (CERTH-ITI), Thessaloniki, Greece , Switzerland Department of Old Age Psychiatry, University Hospital of Old Age Psychiatry, , Bern, Switzerland , London, UK , London, UK Ace Alzheimer Center Barcelona, , Barcelona, Spain Laboratory Alzheimer's Neuroimaging & Epidemiology, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy Laboratory Alzheimer's Neuroimaging & Epidemiology, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy Centre de la mémoire, Université de Genève (UNIGE), , Geneva, Switzerland Faculdade de Medicina da, , Lisbon, Portugal Department of Neurology, , University of Ljubljana, Ljubljana, Slovenia Division of Clinical Geriatrics, Department of Neurobiology, Department of Care Sciences and Society, , Stockholm, Sweden Department of Geriatric Psychiatry, Central Institute for Mental Health, , Heidelberg, Germany Department of Psychiatry, , Oxford, UK Department of Old Age Psychiatry, Centre for Age-Related Medicine, , Stavanger, Norway Faculty of Psychology, , Krakow, Poland Laboratory of Neurodegenerative Diseases, Center for Interdisciplinary Research and Innovation (CIRI – AUTh), Balkan Center, , Thessaloniki, Greece Department of Old Age Psychiatry, Centre for Age-Related Medicine, , Stavanger, Norway Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, , Maastricht, The Netherlands Introduction Remote monitoring technologies (RMTs) can measure cognitive and functional decline objectively at-home, and offer opportunities to measure passively and continuously, possibly improving sensitivity and reducing participant burden in clinical trials. However, there is skepticism that age and cognitive or functional impairment may render participants unable or unwilling to comply with complex RMT protocols. We therefore assessed the feasibility and usability of a complex RMT protocol in all syndromic stages of Alzheimer's disease and in healthy control participants. Methods For 8 weeks, participants (N = 229) used two activity trackers, two interactive apps with either daily or weekly cognitive tasks, and optionally a wearable camera. A subset of participants participated in a 4-week sub-study (N = 45) using fixed at-home sensors, a wearable EEG sleep headband and a driving performance device. Feasibility was assessed by evaluating compliance and drop-out rates. Usability was assessed by problem rates (e.g., understanding instructions, discomfort, forgetting to use the RMT or technical problems) as discussed during bi-weekly semi-structured interviews. Results Most problems were found for the active apps and EEG sleep headband. Problem rates increased and compliance rates decreased with disease severity, but the study remained feasible. Conclusions This study shows that a highly complex RMT protocol is feasible, even in a mild-to-moderate AD population, encouraging other researchers to use RMTs in their study designs. We recommend evaluating the design of individual devices carefully before finalizing study protocols, considering RMTs which allow for real-time compliance monitoring, and engaging the partners of study participants in the research.https://doi.org/10.1177/20552076241238133
spellingShingle Marijn Muurling
Casper de Boer
Chris Hinds
Alankar Atreya
Aiden Doherty
Vasilis Alepopoulos
Jelena Curcic
Anna-Katharine Brem
Pauline Conde
Sajini Kuruppu
Xavier Morató
Valentina Saletti
Samantha Galluzzi
Estefania Vilarino Luis
Sandra Cardoso
Tina Stukelj
Milica Gregorič Kramberger
Dora Roik
Ivan Koychev
Ann-Cecilie Hopøy
Emilia Schwertner
Mara Gkioka
Dag Aarsland
Pieter Jelle Visser
Feasibility and usability of remote monitoring in Alzheimer's disease
Digital Health
title Feasibility and usability of remote monitoring in Alzheimer's disease
title_full Feasibility and usability of remote monitoring in Alzheimer's disease
title_fullStr Feasibility and usability of remote monitoring in Alzheimer's disease
title_full_unstemmed Feasibility and usability of remote monitoring in Alzheimer's disease
title_short Feasibility and usability of remote monitoring in Alzheimer's disease
title_sort feasibility and usability of remote monitoring in alzheimer s disease
url https://doi.org/10.1177/20552076241238133
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