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Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification
BACKGROUND: Despite reports of gross motor problems in mild cognitive impairment (MCI) and Alzheimer’s disease (AD), fine motor function has been relatively understudied. OBJECTIVE: We examined if finger tapping is affected in AD, related to AD biomarkers, and able to classify MCI or AD. METHODS: Fo...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
IOS Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10578230/ https://www.ncbi.nlm.nih.gov/pubmed/37694362 http://dx.doi.org/10.3233/JAD-221297 |
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author | Koppelmans, Vincent Ruitenberg, Marit F.L. Schaefer, Sydney Y. King, Jace B. Hoffman, John M. Mejia, Amanda F. Tasdizen, Tolga Duff, Kevin |
author_facet | Koppelmans, Vincent Ruitenberg, Marit F.L. Schaefer, Sydney Y. King, Jace B. Hoffman, John M. Mejia, Amanda F. Tasdizen, Tolga Duff, Kevin |
author_sort | Koppelmans, Vincent |
collection | PubMed |
description | BACKGROUND: Despite reports of gross motor problems in mild cognitive impairment (MCI) and Alzheimer’s disease (AD), fine motor function has been relatively understudied. OBJECTIVE: We examined if finger tapping is affected in AD, related to AD biomarkers, and able to classify MCI or AD. METHODS: Forty-seven cognitively normal, 27 amnestic MCI, and 26 AD subjects completed unimanual and bimanual computerized tapping tests. We tested 1) group differences in tapping with permutation models; 2) associations between tapping and biomarkers (PET amyloid-β, hippocampal volume, and APOE ɛ4 alleles) with linear regression; and 3) the predictive value of tapping for group classification using machine learning. RESULTS: AD subjects had slower reaction time and larger speed variability than controls during all tapping conditions, except for dual tapping. MCI subjects performed worse than controls on reaction time and speed variability for dual and non-dominant hand tapping. Tapping speed and variability were related to hippocampal volume, but not to amyloid-β deposition or APOE ɛ4 alleles. Random forest classification (overall accuracy = 70%) discriminated control and AD subjects, but poorly discriminated MCI from controls or AD. CONCLUSIONS: MCI and AD are linked to more variable finger tapping with slower reaction time. Associations between finger tapping and hippocampal volume, but not amyloidosis, suggest that tapping deficits are related to neuropathology that presents later during the disease. Considering that tapping performance is able to differentiate between control and AD subjects, it can offer a cost-efficient tool for augmenting existing AD biomarkers. |
format | Online Article Text |
id | pubmed-10578230 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | IOS Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-105782302023-10-17 Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification Koppelmans, Vincent Ruitenberg, Marit F.L. Schaefer, Sydney Y. King, Jace B. Hoffman, John M. Mejia, Amanda F. Tasdizen, Tolga Duff, Kevin J Alzheimers Dis Research Article BACKGROUND: Despite reports of gross motor problems in mild cognitive impairment (MCI) and Alzheimer’s disease (AD), fine motor function has been relatively understudied. OBJECTIVE: We examined if finger tapping is affected in AD, related to AD biomarkers, and able to classify MCI or AD. METHODS: Forty-seven cognitively normal, 27 amnestic MCI, and 26 AD subjects completed unimanual and bimanual computerized tapping tests. We tested 1) group differences in tapping with permutation models; 2) associations between tapping and biomarkers (PET amyloid-β, hippocampal volume, and APOE ɛ4 alleles) with linear regression; and 3) the predictive value of tapping for group classification using machine learning. RESULTS: AD subjects had slower reaction time and larger speed variability than controls during all tapping conditions, except for dual tapping. MCI subjects performed worse than controls on reaction time and speed variability for dual and non-dominant hand tapping. Tapping speed and variability were related to hippocampal volume, but not to amyloid-β deposition or APOE ɛ4 alleles. Random forest classification (overall accuracy = 70%) discriminated control and AD subjects, but poorly discriminated MCI from controls or AD. CONCLUSIONS: MCI and AD are linked to more variable finger tapping with slower reaction time. Associations between finger tapping and hippocampal volume, but not amyloidosis, suggest that tapping deficits are related to neuropathology that presents later during the disease. Considering that tapping performance is able to differentiate between control and AD subjects, it can offer a cost-efficient tool for augmenting existing AD biomarkers. IOS Press 2023-09-26 /pmc/articles/PMC10578230/ /pubmed/37694362 http://dx.doi.org/10.3233/JAD-221297 Text en © 2023 – The authors. Published by IOS Press https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Non-Commercial (CC BY-NC 4.0) License (https://creativecommons.org/licenses/by-nc/4.0/) , which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Koppelmans, Vincent Ruitenberg, Marit F.L. Schaefer, Sydney Y. King, Jace B. Hoffman, John M. Mejia, Amanda F. Tasdizen, Tolga Duff, Kevin Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification |
title | Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification |
title_full | Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification |
title_fullStr | Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification |
title_full_unstemmed | Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification |
title_short | Delayed and More Variable Unimanual and Bimanual Finger Tapping in Alzheimer’s Disease: Associations with Biomarkers and Applications for Classification |
title_sort | delayed and more variable unimanual and bimanual finger tapping in alzheimer’s disease: associations with biomarkers and applications for classification |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10578230/ https://www.ncbi.nlm.nih.gov/pubmed/37694362 http://dx.doi.org/10.3233/JAD-221297 |
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