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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...

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Autores principales: Koppelmans, Vincent, Ruitenberg, Marit F.L., Schaefer, Sydney Y., King, Jace B., Hoffman, John M., Mejia, Amanda F., Tasdizen, Tolga, Duff, Kevin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IOS Press 2023
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.
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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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