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Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease
Alzheimer’s disease (AD) is defined by amyloid (A) and tau (T) pathologies, with T better correlated to neurodegeneration (N). However, T and N have complex regional relationships in part related to non-AD factors that influence N. With machine learning, we assessed heterogeneity in (18)F-flortaucip...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8938426/ https://www.ncbi.nlm.nih.gov/pubmed/35314672 http://dx.doi.org/10.1038/s41467-022-28941-1 |
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author | Duong, Michael Tran Das, Sandhitsu R. Lyu, Xueying Xie, Long Richardson, Hayley Xie, Sharon X. Yushkevich, Paul A. Wolk, David A. Nasrallah, Ilya M. |
author_facet | Duong, Michael Tran Das, Sandhitsu R. Lyu, Xueying Xie, Long Richardson, Hayley Xie, Sharon X. Yushkevich, Paul A. Wolk, David A. Nasrallah, Ilya M. |
author_sort | Duong, Michael Tran |
collection | PubMed |
description | Alzheimer’s disease (AD) is defined by amyloid (A) and tau (T) pathologies, with T better correlated to neurodegeneration (N). However, T and N have complex regional relationships in part related to non-AD factors that influence N. With machine learning, we assessed heterogeneity in (18)F-flortaucipir vs. (18)F-fluorodeoxyglucose positron emission tomography as markers of T and neuronal hypometabolism (N(M)) in 289 symptomatic patients from the Alzheimer’s Disease Neuroimaging Initiative. We identified six T/N(M) clusters with differing limbic and cortical patterns. The canonical group was defined as the T/N(M) pattern with lowest regression residuals. Groups resilient to T had less hypometabolism than expected relative to T and displayed better cognition than the canonical group. Groups susceptible to T had more hypometabolism than expected given T and exhibited worse cognitive decline, with imaging and clinical measures concordant with non-AD copathologies. Together, T/N(M) mismatch reveals distinct imaging signatures with pathobiological and prognostic implications for AD. |
format | Online Article Text |
id | pubmed-8938426 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-89384262022-04-08 Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease Duong, Michael Tran Das, Sandhitsu R. Lyu, Xueying Xie, Long Richardson, Hayley Xie, Sharon X. Yushkevich, Paul A. Wolk, David A. Nasrallah, Ilya M. Nat Commun Article Alzheimer’s disease (AD) is defined by amyloid (A) and tau (T) pathologies, with T better correlated to neurodegeneration (N). However, T and N have complex regional relationships in part related to non-AD factors that influence N. With machine learning, we assessed heterogeneity in (18)F-flortaucipir vs. (18)F-fluorodeoxyglucose positron emission tomography as markers of T and neuronal hypometabolism (N(M)) in 289 symptomatic patients from the Alzheimer’s Disease Neuroimaging Initiative. We identified six T/N(M) clusters with differing limbic and cortical patterns. The canonical group was defined as the T/N(M) pattern with lowest regression residuals. Groups resilient to T had less hypometabolism than expected relative to T and displayed better cognition than the canonical group. Groups susceptible to T had more hypometabolism than expected given T and exhibited worse cognitive decline, with imaging and clinical measures concordant with non-AD copathologies. Together, T/N(M) mismatch reveals distinct imaging signatures with pathobiological and prognostic implications for AD. Nature Publishing Group UK 2022-03-21 /pmc/articles/PMC8938426/ /pubmed/35314672 http://dx.doi.org/10.1038/s41467-022-28941-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Duong, Michael Tran Das, Sandhitsu R. Lyu, Xueying Xie, Long Richardson, Hayley Xie, Sharon X. Yushkevich, Paul A. Wolk, David A. Nasrallah, Ilya M. Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease |
title | Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease |
title_full | Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease |
title_fullStr | Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease |
title_full_unstemmed | Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease |
title_short | Dissociation of tau pathology and neuronal hypometabolism within the ATN framework of Alzheimer’s disease |
title_sort | dissociation of tau pathology and neuronal hypometabolism within the atn framework of alzheimer’s disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8938426/ https://www.ncbi.nlm.nih.gov/pubmed/35314672 http://dx.doi.org/10.1038/s41467-022-28941-1 |
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