Cargando…
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...
Autores principales: | , , , , , , |
---|---|
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 |
_version_ | 1784838465293123584 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9697058 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | IOS Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT yamadayasunori characteristicsofdrawingprocessdifferentiatealzheimersdiseaseanddementiawithlewybodies AT kobayashimasatomo characteristicsofdrawingprocessdifferentiatealzheimersdiseaseanddementiawithlewybodies AT shinkawakaoru characteristicsofdrawingprocessdifferentiatealzheimersdiseaseanddementiawithlewybodies AT nemotomiyuki characteristicsofdrawingprocessdifferentiatealzheimersdiseaseanddementiawithlewybodies AT otamiho characteristicsofdrawingprocessdifferentiatealzheimersdiseaseanddementiawithlewybodies AT nemotokiyotaka characteristicsofdrawingprocessdifferentiatealzheimersdiseaseanddementiawithlewybodies AT araitetsuaki characteristicsofdrawingprocessdifferentiatealzheimersdiseaseanddementiawithlewybodies |