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A trichotomy method for defining homogeneous subgroups in a dementia population
INTRODUCTION: Diagnosis of dementia in the aging brain is confounded by the presence of multiple pathologies. Mixed dementia (MX), a combination of Alzheimer's disease (AD) proteins with vascular disease (VD), is frequently found at autopsy, and has been difficult to diagnose during life. This...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10578887/ https://www.ncbi.nlm.nih.gov/pubmed/37602520 http://dx.doi.org/10.1002/acn3.51869 |
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author | Caprihan, Arvind Hillmer, Laura Erhardt, Erik Barry Adair, John C. Knoefel, Janice E. Prestopnik, Jillian Rosenberg, Gary A. |
author_facet | Caprihan, Arvind Hillmer, Laura Erhardt, Erik Barry Adair, John C. Knoefel, Janice E. Prestopnik, Jillian Rosenberg, Gary A. |
author_sort | Caprihan, Arvind |
collection | PubMed |
description | INTRODUCTION: Diagnosis of dementia in the aging brain is confounded by the presence of multiple pathologies. Mixed dementia (MX), a combination of Alzheimer's disease (AD) proteins with vascular disease (VD), is frequently found at autopsy, and has been difficult to diagnose during life. This report develops a method for separating the MX group and defining preclinical AD (presence of AD factors with normal cognition) and preclinical VD subgroups (presence of white matter damage with normal cognition). METHODS: Clustering was based on three diagnostic axes: (1) AD factor (ADF) derived from cerebrospinal fluid proteins (Aβ42 and pTau), (2) VD factor (VDF) calculated from mean free water and peak width of skeletonized mean diffusivity in the white matter, and (3) Cognition (Cog) based on memory and executive function. The trichotomy method was applied to an Alzheimer's Disease Neuroimaging Initiative cohort (N = 538). RESULTS: Eight biologically defined subgroups were identified which included the MX group with both high ADF and VDF (9.3%) and a preclinical VD group (3.9%), and a preclinical AD group (13.6%). Cog is significantly associated with both ADF and VDF, and the partial‐correlation remains significant even when the effect of the other variable is removed (r(Cog, ADF/VDF removed) = 0.46, p < 10(−28) and r(Cog, VDF/ADF removed) = 0.24, p < 10(−7)). DISCUSSION: The trichotomy method creates eight biologically characterized patient groups, which includes MX, preclinical AD, and preclinical VD subgroups. Further longitudinal studies are needed to determine the utility of the 3‐way clustering method with multimodal biological biomarkers. |
format | Online Article Text |
id | pubmed-10578887 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-105788872023-10-17 A trichotomy method for defining homogeneous subgroups in a dementia population Caprihan, Arvind Hillmer, Laura Erhardt, Erik Barry Adair, John C. Knoefel, Janice E. Prestopnik, Jillian Rosenberg, Gary A. Ann Clin Transl Neurol Research Articles INTRODUCTION: Diagnosis of dementia in the aging brain is confounded by the presence of multiple pathologies. Mixed dementia (MX), a combination of Alzheimer's disease (AD) proteins with vascular disease (VD), is frequently found at autopsy, and has been difficult to diagnose during life. This report develops a method for separating the MX group and defining preclinical AD (presence of AD factors with normal cognition) and preclinical VD subgroups (presence of white matter damage with normal cognition). METHODS: Clustering was based on three diagnostic axes: (1) AD factor (ADF) derived from cerebrospinal fluid proteins (Aβ42 and pTau), (2) VD factor (VDF) calculated from mean free water and peak width of skeletonized mean diffusivity in the white matter, and (3) Cognition (Cog) based on memory and executive function. The trichotomy method was applied to an Alzheimer's Disease Neuroimaging Initiative cohort (N = 538). RESULTS: Eight biologically defined subgroups were identified which included the MX group with both high ADF and VDF (9.3%) and a preclinical VD group (3.9%), and a preclinical AD group (13.6%). Cog is significantly associated with both ADF and VDF, and the partial‐correlation remains significant even when the effect of the other variable is removed (r(Cog, ADF/VDF removed) = 0.46, p < 10(−28) and r(Cog, VDF/ADF removed) = 0.24, p < 10(−7)). DISCUSSION: The trichotomy method creates eight biologically characterized patient groups, which includes MX, preclinical AD, and preclinical VD subgroups. Further longitudinal studies are needed to determine the utility of the 3‐way clustering method with multimodal biological biomarkers. John Wiley and Sons Inc. 2023-08-21 /pmc/articles/PMC10578887/ /pubmed/37602520 http://dx.doi.org/10.1002/acn3.51869 Text en © 2023 The Authors. Annals of Clinical and Translational Neurology published by Wiley Periodicals LLC on behalf of American Neurological Association. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Caprihan, Arvind Hillmer, Laura Erhardt, Erik Barry Adair, John C. Knoefel, Janice E. Prestopnik, Jillian Rosenberg, Gary A. A trichotomy method for defining homogeneous subgroups in a dementia population |
title | A trichotomy method for defining homogeneous subgroups in a dementia population |
title_full | A trichotomy method for defining homogeneous subgroups in a dementia population |
title_fullStr | A trichotomy method for defining homogeneous subgroups in a dementia population |
title_full_unstemmed | A trichotomy method for defining homogeneous subgroups in a dementia population |
title_short | A trichotomy method for defining homogeneous subgroups in a dementia population |
title_sort | trichotomy method for defining homogeneous subgroups in a dementia population |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10578887/ https://www.ncbi.nlm.nih.gov/pubmed/37602520 http://dx.doi.org/10.1002/acn3.51869 |
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