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Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies

BACKGROUND: Early differential diagnosis of Alzheimer’s disease (AD) and dementia with Lewy bodies (DLB) is important for treatment and disease management, but it remains challenging. Although computer-based drawing analysis may help differentiate AD and DLB, it has not been studied. OBJECTIVE: We a...

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Autores principales: Yamada, Yasunori, Kobayashi, Masatomo, Shinkawa, Kaoru, Nemoto, Miyuki, Ota, Miho, Nemoto, Kiyotaka, Arai, Tetsuaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IOS Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9697058/
https://www.ncbi.nlm.nih.gov/pubmed/36155515
http://dx.doi.org/10.3233/JAD-220546
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author Yamada, Yasunori
Kobayashi, Masatomo
Shinkawa, Kaoru
Nemoto, Miyuki
Ota, Miho
Nemoto, Kiyotaka
Arai, Tetsuaki
author_facet Yamada, Yasunori
Kobayashi, Masatomo
Shinkawa, Kaoru
Nemoto, Miyuki
Ota, Miho
Nemoto, Kiyotaka
Arai, Tetsuaki
author_sort Yamada, Yasunori
collection PubMed
description BACKGROUND: Early differential diagnosis of Alzheimer’s disease (AD) and dementia with Lewy bodies (DLB) is important for treatment and disease management, but it remains challenging. Although computer-based drawing analysis may help differentiate AD and DLB, it has not been studied. OBJECTIVE: We aimed to identify the differences in features characterizing the drawing process between AD, DLB, and cognitively normal (CN) individuals, and to evaluate the validity of using these features to identify and differentiate AD and DLB. METHODS: We collected drawing data with a digitizing tablet and pen from 123 community-dwelling older adults in three clinical diagnostic groups of mild cognitive impairment or dementia due to AD (n = 47) or Lewy body disease (LBD; n = 27), and CN (n = 49), matched for their age, sex, and years of education. We then investigated drawing features in terms of the drawing speed, pressure, and pauses. RESULTS: Reduced speed and reduced smoothness in speed and pressure were observed particularly in the LBD group, while increased pauses and total durations were observed in both the AD and LBD groups. Machine-learning models using these features achieved an area under the receiver operating characteristic curve (AUC) of 0.80 for AD versus CN, 0.88 for LBD versus CN, and 0.77 for AD versus LBD. CONCLUSION: Our results indicate how different types of drawing features were particularly discriminative between the diagnostic groups, and how the combination of these features can facilitate the identification and differentiation of AD and DLB.
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spelling pubmed-96970582022-12-08 Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies Yamada, Yasunori Kobayashi, Masatomo Shinkawa, Kaoru Nemoto, Miyuki Ota, Miho Nemoto, Kiyotaka Arai, Tetsuaki J Alzheimers Dis Research Article BACKGROUND: Early differential diagnosis of Alzheimer’s disease (AD) and dementia with Lewy bodies (DLB) is important for treatment and disease management, but it remains challenging. Although computer-based drawing analysis may help differentiate AD and DLB, it has not been studied. OBJECTIVE: We aimed to identify the differences in features characterizing the drawing process between AD, DLB, and cognitively normal (CN) individuals, and to evaluate the validity of using these features to identify and differentiate AD and DLB. METHODS: We collected drawing data with a digitizing tablet and pen from 123 community-dwelling older adults in three clinical diagnostic groups of mild cognitive impairment or dementia due to AD (n = 47) or Lewy body disease (LBD; n = 27), and CN (n = 49), matched for their age, sex, and years of education. We then investigated drawing features in terms of the drawing speed, pressure, and pauses. RESULTS: Reduced speed and reduced smoothness in speed and pressure were observed particularly in the LBD group, while increased pauses and total durations were observed in both the AD and LBD groups. Machine-learning models using these features achieved an area under the receiver operating characteristic curve (AUC) of 0.80 for AD versus CN, 0.88 for LBD versus CN, and 0.77 for AD versus LBD. CONCLUSION: Our results indicate how different types of drawing features were particularly discriminative between the diagnostic groups, and how the combination of these features can facilitate the identification and differentiation of AD and DLB. IOS Press 2022-11-08 /pmc/articles/PMC9697058/ /pubmed/36155515 http://dx.doi.org/10.3233/JAD-220546 Text en © 2022 – 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
Yamada, Yasunori
Kobayashi, Masatomo
Shinkawa, Kaoru
Nemoto, Miyuki
Ota, Miho
Nemoto, Kiyotaka
Arai, Tetsuaki
Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies
title Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies
title_full Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies
title_fullStr Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies
title_full_unstemmed Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies
title_short Characteristics of Drawing Process Differentiate Alzheimer’s Disease and Dementia with Lewy Bodies
title_sort characteristics of drawing process differentiate alzheimer’s disease and dementia with lewy bodies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9697058/
https://www.ncbi.nlm.nih.gov/pubmed/36155515
http://dx.doi.org/10.3233/JAD-220546
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