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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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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. |
format | Online Article Text |
id | pubmed-8719347 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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