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A double-dichotomy clustering of dual pathology dementia patients
INTRODUCTION: Subcortical ischemic vascular disease (SIVD) and Alzheimer's disease (AD) related dementia can coexist in older subjects, leading to mixed dementia (MX). Identification of dementia sub-groups is important for designing proper treatment plans and clinical trials. METHOD: An Alzheim...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8570532/ https://www.ncbi.nlm.nih.gov/pubmed/34746872 http://dx.doi.org/10.1016/j.cccb.2021.100011 |
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author | Caprihan, Arvind Raja, Rajikha Hillmer, Laura J. Erhardt, Erik Barry Prestopnik, Jill Thompson, Jeffrey Adair, John C Knoefel, Janice E. Rosenberg, Gary A. |
author_facet | Caprihan, Arvind Raja, Rajikha Hillmer, Laura J. Erhardt, Erik Barry Prestopnik, Jill Thompson, Jeffrey Adair, John C Knoefel, Janice E. Rosenberg, Gary A. |
author_sort | Caprihan, Arvind |
collection | PubMed |
description | INTRODUCTION: Subcortical ischemic vascular disease (SIVD) and Alzheimer's disease (AD) related dementia can coexist in older subjects, leading to mixed dementia (MX). Identification of dementia sub-groups is important for designing proper treatment plans and clinical trials. METHOD: An Alzheimer's disease severity (ADS) score and a vascular disease severity (VDS) score are calculated from CSF and MRI biomarkers, respectively. These scores, being sensitive to different Alzheimer's and vascular disease processes are combined orthogonally in a double-dichotomy plot. This formed an objective basis for clustering the subjects into four groups, consisting of AD, SIVD, MX and leukoaraiosis (LA). The relationship of these four groups is examined with respect to cognitive assessments and clinical diagnosis. RESULTS: Cluster analysis had at least 83% agreement with the clinical diagnosis for groups based either on Alzheimer's or on vascular sensitive biomarkers, and a combined agreement of 68.8% for clustering the four groups. The VDS score was correlated to executive function (r = -0.28, p < 0.01) and the ADS score to memory function (r = −0.35, p < 0.002) after adjusting for age, sex, and education. In the subset of patients for which the cluster scores and clinical diagnoses agreed, the correlations were stronger (VDS score-executive function: r = −0.37, p < 0.006 and ADS score-memory function: r = −0.58, p < 0.0001). CONCLUSIONS: The double-dichotomy clustering based on imaging and fluid biomarkers offers an unbiased method for identifying mixed dementia patients and selecting better defined sub-groups. Differential correlations with neuropsychological tests support the hypothesis that the categories of dementia represent different etiologies. |
format | Online Article Text |
id | pubmed-8570532 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-85705322021-11-05 A double-dichotomy clustering of dual pathology dementia patients Caprihan, Arvind Raja, Rajikha Hillmer, Laura J. Erhardt, Erik Barry Prestopnik, Jill Thompson, Jeffrey Adair, John C Knoefel, Janice E. Rosenberg, Gary A. Cereb Circ Cogn Behav Article INTRODUCTION: Subcortical ischemic vascular disease (SIVD) and Alzheimer's disease (AD) related dementia can coexist in older subjects, leading to mixed dementia (MX). Identification of dementia sub-groups is important for designing proper treatment plans and clinical trials. METHOD: An Alzheimer's disease severity (ADS) score and a vascular disease severity (VDS) score are calculated from CSF and MRI biomarkers, respectively. These scores, being sensitive to different Alzheimer's and vascular disease processes are combined orthogonally in a double-dichotomy plot. This formed an objective basis for clustering the subjects into four groups, consisting of AD, SIVD, MX and leukoaraiosis (LA). The relationship of these four groups is examined with respect to cognitive assessments and clinical diagnosis. RESULTS: Cluster analysis had at least 83% agreement with the clinical diagnosis for groups based either on Alzheimer's or on vascular sensitive biomarkers, and a combined agreement of 68.8% for clustering the four groups. The VDS score was correlated to executive function (r = -0.28, p < 0.01) and the ADS score to memory function (r = −0.35, p < 0.002) after adjusting for age, sex, and education. In the subset of patients for which the cluster scores and clinical diagnoses agreed, the correlations were stronger (VDS score-executive function: r = −0.37, p < 0.006 and ADS score-memory function: r = −0.58, p < 0.0001). CONCLUSIONS: The double-dichotomy clustering based on imaging and fluid biomarkers offers an unbiased method for identifying mixed dementia patients and selecting better defined sub-groups. Differential correlations with neuropsychological tests support the hypothesis that the categories of dementia represent different etiologies. Elsevier 2021-04-02 /pmc/articles/PMC8570532/ /pubmed/34746872 http://dx.doi.org/10.1016/j.cccb.2021.100011 Text en © 2021 The Authors. Published by Elsevier B.V. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Caprihan, Arvind Raja, Rajikha Hillmer, Laura J. Erhardt, Erik Barry Prestopnik, Jill Thompson, Jeffrey Adair, John C Knoefel, Janice E. Rosenberg, Gary A. A double-dichotomy clustering of dual pathology dementia patients |
title | A double-dichotomy clustering of dual pathology dementia patients |
title_full | A double-dichotomy clustering of dual pathology dementia patients |
title_fullStr | A double-dichotomy clustering of dual pathology dementia patients |
title_full_unstemmed | A double-dichotomy clustering of dual pathology dementia patients |
title_short | A double-dichotomy clustering of dual pathology dementia patients |
title_sort | double-dichotomy clustering of dual pathology dementia patients |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8570532/ https://www.ncbi.nlm.nih.gov/pubmed/34746872 http://dx.doi.org/10.1016/j.cccb.2021.100011 |
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