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Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials

INTRODUCTION: Reproducibility and replicability of results are rarely achieved for digital biomarkers analyses. We reproduced and replicated previously reported sample size estimates based on digital biomarker and neuropsychological test outcomes in a hypothetical 4‐year early‐phase Alzheimer's...

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Autores principales: Wu, Chao‐Yi, Beattie, Zachary, Mattek, Nora, Sharma, Nicole, Kaye, Jeffrey, Dodge, Hiroko H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8719347/
https://www.ncbi.nlm.nih.gov/pubmed/35005204
http://dx.doi.org/10.1002/trc2.12220
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author Wu, Chao‐Yi
Beattie, Zachary
Mattek, Nora
Sharma, Nicole
Kaye, Jeffrey
Dodge, Hiroko H.
author_facet Wu, Chao‐Yi
Beattie, Zachary
Mattek, Nora
Sharma, Nicole
Kaye, Jeffrey
Dodge, Hiroko H.
author_sort Wu, Chao‐Yi
collection PubMed
description INTRODUCTION: Reproducibility and replicability of results are rarely achieved for digital biomarkers analyses. We reproduced and replicated previously reported sample size estimates based on digital biomarker and neuropsychological test outcomes in a hypothetical 4‐year early‐phase Alzheimer's disease trial. METHODS: Original data and newly collected data (using a different motion sensor) came from the Oregon Center for Aging & Technology (ORCATECH). Given trajectories of those with incident mild cognitive impairment and normal cognition would represent trajectories of the control and experimental groups in a hypothetical trial, sample sizes to provide 80% power to detect effect sizes ranging from 20% to 50% were calculated. RESULTS: For the reproducibility, identical P‐values and slope estimates were found with both digital biomarkers and neuropsychological test measures between the previous and current studies. As for the replicability, a greater correlation was found between original and replicated sample size estimates for digital biomarkers (r = 0.87, P < .001) than neuropsychological test outcomes (r = 0.75, P < .001). DISCUSSION: Reproducibility and replicability of digital biomarker analyses are feasible and encouraged to establish the reliability of findings.
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spelling pubmed-87193472022-01-07 Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials Wu, Chao‐Yi Beattie, Zachary Mattek, Nora Sharma, Nicole Kaye, Jeffrey Dodge, Hiroko H. Alzheimers Dement (N Y) Research Articles INTRODUCTION: Reproducibility and replicability of results are rarely achieved for digital biomarkers analyses. We reproduced and replicated previously reported sample size estimates based on digital biomarker and neuropsychological test outcomes in a hypothetical 4‐year early‐phase Alzheimer's disease trial. METHODS: Original data and newly collected data (using a different motion sensor) came from the Oregon Center for Aging & Technology (ORCATECH). Given trajectories of those with incident mild cognitive impairment and normal cognition would represent trajectories of the control and experimental groups in a hypothetical trial, sample sizes to provide 80% power to detect effect sizes ranging from 20% to 50% were calculated. RESULTS: For the reproducibility, identical P‐values and slope estimates were found with both digital biomarkers and neuropsychological test measures between the previous and current studies. As for the replicability, a greater correlation was found between original and replicated sample size estimates for digital biomarkers (r = 0.87, P < .001) than neuropsychological test outcomes (r = 0.75, P < .001). DISCUSSION: Reproducibility and replicability of digital biomarker analyses are feasible and encouraged to establish the reliability of findings. John Wiley and Sons Inc. 2021-12-31 /pmc/articles/PMC8719347/ /pubmed/35005204 http://dx.doi.org/10.1002/trc2.12220 Text en © 2021 The Authors. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring published by Wiley Periodicals, LLC on behalf of Alzheimer's Association https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research Articles
Wu, Chao‐Yi
Beattie, Zachary
Mattek, Nora
Sharma, Nicole
Kaye, Jeffrey
Dodge, Hiroko H.
Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials
title Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials
title_full Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials
title_fullStr Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials
title_full_unstemmed Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials
title_short Reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials
title_sort reproducibility and replicability of high‐frequency, in‐home digital biomarkers in reducing sample sizes for clinical trials
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8719347/
https://www.ncbi.nlm.nih.gov/pubmed/35005204
http://dx.doi.org/10.1002/trc2.12220
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