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Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease

Objective: Several models have been proposed for the evolution of Alzheimer’s disease (AD) biomarkers. The aim of this study was to identify changepoints in a range of biomarkers during the preclinical phase of AD. Methods: We examined nine measures based on cerebrospinal fluid (CSF), magnetic reson...

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Autores principales: Younes, Laurent, Albert, Marilyn, Moghekar, Abhay, Soldan, Anja, Pettigrew, Corinne, Miller, Michael I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6454004/
https://www.ncbi.nlm.nih.gov/pubmed/31001108
http://dx.doi.org/10.3389/fnagi.2019.00074
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author Younes, Laurent
Albert, Marilyn
Moghekar, Abhay
Soldan, Anja
Pettigrew, Corinne
Miller, Michael I.
author_facet Younes, Laurent
Albert, Marilyn
Moghekar, Abhay
Soldan, Anja
Pettigrew, Corinne
Miller, Michael I.
author_sort Younes, Laurent
collection PubMed
description Objective: Several models have been proposed for the evolution of Alzheimer’s disease (AD) biomarkers. The aim of this study was to identify changepoints in a range of biomarkers during the preclinical phase of AD. Methods: We examined nine measures based on cerebrospinal fluid (CSF), magnetic resonance imaging (MRI) and cognitive testing, obtained from 306 cognitively normal individuals, a subset of whom subsequently progressed to the symptomatic phase of AD. A changepoint model was used to determine which of the measures had a significant change in slope in relation to clinical symptom onset. Results: All nine measures had significant changepoints, all of which preceded symptom onset, however, the timing of these changepoints varied considerably. A single measure, CSF t-tau, had an early changepoint (34 years prior to symptom onset). A group of measures, including the remaining CSF measures (CSF Abeta and phosphorylated tau) and all cognitive tests had changepoints 10–15 years prior to symptom onset. A second group is formed by medial temporal lobe shape composite measures, with a 6-year time difference between the right and left side (respectively nine and 3 years prior to symptom onset). Conclusion: These findings highlight the long period of time prior to symptom onset during which AD pathology is accumulating in the brain. There are several significant findings, including the early changes in cognition and the laterality of the MRI findings. Additional work is needed to clarify their significance.
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spelling pubmed-64540042019-04-18 Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease Younes, Laurent Albert, Marilyn Moghekar, Abhay Soldan, Anja Pettigrew, Corinne Miller, Michael I. Front Aging Neurosci Neuroscience Objective: Several models have been proposed for the evolution of Alzheimer’s disease (AD) biomarkers. The aim of this study was to identify changepoints in a range of biomarkers during the preclinical phase of AD. Methods: We examined nine measures based on cerebrospinal fluid (CSF), magnetic resonance imaging (MRI) and cognitive testing, obtained from 306 cognitively normal individuals, a subset of whom subsequently progressed to the symptomatic phase of AD. A changepoint model was used to determine which of the measures had a significant change in slope in relation to clinical symptom onset. Results: All nine measures had significant changepoints, all of which preceded symptom onset, however, the timing of these changepoints varied considerably. A single measure, CSF t-tau, had an early changepoint (34 years prior to symptom onset). A group of measures, including the remaining CSF measures (CSF Abeta and phosphorylated tau) and all cognitive tests had changepoints 10–15 years prior to symptom onset. A second group is formed by medial temporal lobe shape composite measures, with a 6-year time difference between the right and left side (respectively nine and 3 years prior to symptom onset). Conclusion: These findings highlight the long period of time prior to symptom onset during which AD pathology is accumulating in the brain. There are several significant findings, including the early changes in cognition and the laterality of the MRI findings. Additional work is needed to clarify their significance. Frontiers Media S.A. 2019-04-02 /pmc/articles/PMC6454004/ /pubmed/31001108 http://dx.doi.org/10.3389/fnagi.2019.00074 Text en Copyright © 2019 Younes, Albert, Moghekar, Soldan, Pettigrew and Miller. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Younes, Laurent
Albert, Marilyn
Moghekar, Abhay
Soldan, Anja
Pettigrew, Corinne
Miller, Michael I.
Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease
title Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease
title_full Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease
title_fullStr Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease
title_full_unstemmed Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease
title_short Identifying Changepoints in Biomarkers During the Preclinical Phase of Alzheimer’s Disease
title_sort identifying changepoints in biomarkers during the preclinical phase of alzheimer’s disease
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6454004/
https://www.ncbi.nlm.nih.gov/pubmed/31001108
http://dx.doi.org/10.3389/fnagi.2019.00074
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