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Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers

This study aims to develop a composite biomarker that can accurately measure the sequential biological stages of Alzheimer’s disease (AD) on an individual level. We selected 144 subjects from the Alzheimer’s Disease Neuroimaging Initiative 2 datasets. Ten biomarkers, from brain function and structur...

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Autores principales: Chen, Guangyu, Shu, Hao, Chen, Gang, Ward, B. Douglas, Antuono, Piero G., Zhang, Zhijun, Li, Shi-Jiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IOS Press 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5055443/
https://www.ncbi.nlm.nih.gov/pubmed/27567874
http://dx.doi.org/10.3233/JAD-160537
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author Chen, Guangyu
Shu, Hao
Chen, Gang
Ward, B. Douglas
Antuono, Piero G.
Zhang, Zhijun
Li, Shi-Jiang
author_facet Chen, Guangyu
Shu, Hao
Chen, Gang
Ward, B. Douglas
Antuono, Piero G.
Zhang, Zhijun
Li, Shi-Jiang
author_sort Chen, Guangyu
collection PubMed
description This study aims to develop a composite biomarker that can accurately measure the sequential biological stages of Alzheimer’s disease (AD) on an individual level. We selected 144 subjects from the Alzheimer’s Disease Neuroimaging Initiative 2 datasets. Ten biomarkers, from brain function and structure, cerebrospinal fluid, and cognitive performance, were integrated using the event-based probabilistic model to estimate their optimal temporal sequence (S(optimal)). We identified the numerical order of the S(o)(ptimal) as the characterizing Alzheimer’s disease risk events (CARE) index to measure disease stage. The results show that, in the S(optimal), hippocampal and posterior cingulate cortex network biomarkers occur first, followed by aberrant cerebrospinal fluid amyloid-β and p-tau levels, then cognitive deficit, and finally regional gray matter loss and fusiform network abnormality. The CARE index significantly correlates with disease severity and exhibits high reliability. Our findings demonstrate that use of the CARE index would advance AD stage measurement across the whole AD continuum and facilitate personalized treatment of AD.
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spelling pubmed-50554432017-08-16 Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers Chen, Guangyu Shu, Hao Chen, Gang Ward, B. Douglas Antuono, Piero G. Zhang, Zhijun Li, Shi-Jiang J Alzheimers Dis Research Article This study aims to develop a composite biomarker that can accurately measure the sequential biological stages of Alzheimer’s disease (AD) on an individual level. We selected 144 subjects from the Alzheimer’s Disease Neuroimaging Initiative 2 datasets. Ten biomarkers, from brain function and structure, cerebrospinal fluid, and cognitive performance, were integrated using the event-based probabilistic model to estimate their optimal temporal sequence (S(optimal)). We identified the numerical order of the S(o)(ptimal) as the characterizing Alzheimer’s disease risk events (CARE) index to measure disease stage. The results show that, in the S(optimal), hippocampal and posterior cingulate cortex network biomarkers occur first, followed by aberrant cerebrospinal fluid amyloid-β and p-tau levels, then cognitive deficit, and finally regional gray matter loss and fusiform network abnormality. The CARE index significantly correlates with disease severity and exhibits high reliability. Our findings demonstrate that use of the CARE index would advance AD stage measurement across the whole AD continuum and facilitate personalized treatment of AD. IOS Press 2016-10-04 /pmc/articles/PMC5055443/ /pubmed/27567874 http://dx.doi.org/10.3233/JAD-160537 Text en IOS Press and the authors. All rights reserved 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
Chen, Guangyu
Shu, Hao
Chen, Gang
Ward, B. Douglas
Antuono, Piero G.
Zhang, Zhijun
Li, Shi-Jiang
Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers
title Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers
title_full Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers
title_fullStr Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers
title_full_unstemmed Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers
title_short Staging Alzheimer’s Disease Risk by Sequencing Brain Function and Structure, Cerebrospinal Fluid, and Cognition Biomarkers
title_sort staging alzheimer’s disease risk by sequencing brain function and structure, cerebrospinal fluid, and cognition biomarkers
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5055443/
https://www.ncbi.nlm.nih.gov/pubmed/27567874
http://dx.doi.org/10.3233/JAD-160537
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