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Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling

Alzheimer’s disease (AD) is a highly heterogeneous disorder. Untangling this variability could lead to personalized treatments and improve participant recruitment for clinical trials. We investigated the cognitive subgroups by using a data-driven clustering technique in an AD cohort. People with mil...

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Autores principales: Nguyen, Truc Tran Thanh, Lee, Hsun-Hua, Huang, Li-Kai, Hu, Chaur-Jong, Yeh, Chih-Yang, Yang, Wei-Chung Vivian, Lin, Ming-Chin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10553816/
https://www.ncbi.nlm.nih.gov/pubmed/37797059
http://dx.doi.org/10.1371/journal.pone.0292527
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author Nguyen, Truc Tran Thanh
Lee, Hsun-Hua
Huang, Li-Kai
Hu, Chaur-Jong
Yeh, Chih-Yang
Yang, Wei-Chung Vivian
Lin, Ming-Chin
author_facet Nguyen, Truc Tran Thanh
Lee, Hsun-Hua
Huang, Li-Kai
Hu, Chaur-Jong
Yeh, Chih-Yang
Yang, Wei-Chung Vivian
Lin, Ming-Chin
author_sort Nguyen, Truc Tran Thanh
collection PubMed
description Alzheimer’s disease (AD) is a highly heterogeneous disorder. Untangling this variability could lead to personalized treatments and improve participant recruitment for clinical trials. We investigated the cognitive subgroups by using a data-driven clustering technique in an AD cohort. People with mild–moderate probable AD from Taiwan was included. Neuropsychological test results from the Cognitive Abilities Screening Instrument were clustered using nonnegative matrix factorization. We identified two clusters in 112 patients with predominant deficits in memory (62.5%) and non-memory (37.5%) cognitive domains, respectively. The memory group performed worse in short-term memory and orientation and better in attention than the non-memory group. At baseline, patients in the memory group had worse global cognitive status and dementia severity. Linear mixed effect model did not reveal difference in disease trajectory within 3 years of follow-up between the two clusters. Our results provide insights into the cognitive heterogeneity in probable AD in an Asian population.
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spelling pubmed-105538162023-10-06 Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling Nguyen, Truc Tran Thanh Lee, Hsun-Hua Huang, Li-Kai Hu, Chaur-Jong Yeh, Chih-Yang Yang, Wei-Chung Vivian Lin, Ming-Chin PLoS One Research Article Alzheimer’s disease (AD) is a highly heterogeneous disorder. Untangling this variability could lead to personalized treatments and improve participant recruitment for clinical trials. We investigated the cognitive subgroups by using a data-driven clustering technique in an AD cohort. People with mild–moderate probable AD from Taiwan was included. Neuropsychological test results from the Cognitive Abilities Screening Instrument were clustered using nonnegative matrix factorization. We identified two clusters in 112 patients with predominant deficits in memory (62.5%) and non-memory (37.5%) cognitive domains, respectively. The memory group performed worse in short-term memory and orientation and better in attention than the non-memory group. At baseline, patients in the memory group had worse global cognitive status and dementia severity. Linear mixed effect model did not reveal difference in disease trajectory within 3 years of follow-up between the two clusters. Our results provide insights into the cognitive heterogeneity in probable AD in an Asian population. Public Library of Science 2023-10-05 /pmc/articles/PMC10553816/ /pubmed/37797059 http://dx.doi.org/10.1371/journal.pone.0292527 Text en © 2023 Nguyen et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Nguyen, Truc Tran Thanh
Lee, Hsun-Hua
Huang, Li-Kai
Hu, Chaur-Jong
Yeh, Chih-Yang
Yang, Wei-Chung Vivian
Lin, Ming-Chin
Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling
title Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling
title_full Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling
title_fullStr Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling
title_full_unstemmed Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling
title_short Heterogeneity of Alzheimer’s disease identified by neuropsychological test profiling
title_sort heterogeneity of alzheimer’s disease identified by neuropsychological test profiling
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10553816/
https://www.ncbi.nlm.nih.gov/pubmed/37797059
http://dx.doi.org/10.1371/journal.pone.0292527
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