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Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets

There exist a large number of cohort studies that have been used to identify genetic and biological risk factors for developing Alzheimer's disease (AD). However, there is a disagreement between studies as to how strongly these risk factors affect the rate of progression through diagnostic grou...

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Autores principales: Evans, Stephanie, McRae-McKee, Kevin, Hadjichrysanthou, Christoforos, Wong, Mei Mei, Ames, David, Lopez, Oscar, de Wolf, Frank, Anderson, Roy M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6804515/
https://www.ncbi.nlm.nih.gov/pubmed/31650008
http://dx.doi.org/10.1016/j.trci.2019.04.005
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author Evans, Stephanie
McRae-McKee, Kevin
Hadjichrysanthou, Christoforos
Wong, Mei Mei
Ames, David
Lopez, Oscar
de Wolf, Frank
Anderson, Roy M.
author_facet Evans, Stephanie
McRae-McKee, Kevin
Hadjichrysanthou, Christoforos
Wong, Mei Mei
Ames, David
Lopez, Oscar
de Wolf, Frank
Anderson, Roy M.
author_sort Evans, Stephanie
collection PubMed
description There exist a large number of cohort studies that have been used to identify genetic and biological risk factors for developing Alzheimer's disease (AD). However, there is a disagreement between studies as to how strongly these risk factors affect the rate of progression through diagnostic groups toward AD. We have calculated the probability of transitioning through diagnostic groups in six studies and considered how uncertainty around the strength of the effect of these risk factors affects estimates of the distribution of individuals in each diagnostic group in an AD clinical trial simulator. In this work, we identify the optimal choice of widely collected variables for comparing data sets and calculating probabilities of progression toward AD. We use the estimated transition probabilities to inform stochastic simulations of AD progression that are based on a Markov model and compare predicted incidence rates to those in a community-based study, the Cardiovascular Health Study.
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spelling pubmed-68045152019-10-24 Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets Evans, Stephanie McRae-McKee, Kevin Hadjichrysanthou, Christoforos Wong, Mei Mei Ames, David Lopez, Oscar de Wolf, Frank Anderson, Roy M. Alzheimers Dement (N Y) Featured Article There exist a large number of cohort studies that have been used to identify genetic and biological risk factors for developing Alzheimer's disease (AD). However, there is a disagreement between studies as to how strongly these risk factors affect the rate of progression through diagnostic groups toward AD. We have calculated the probability of transitioning through diagnostic groups in six studies and considered how uncertainty around the strength of the effect of these risk factors affects estimates of the distribution of individuals in each diagnostic group in an AD clinical trial simulator. In this work, we identify the optimal choice of widely collected variables for comparing data sets and calculating probabilities of progression toward AD. We use the estimated transition probabilities to inform stochastic simulations of AD progression that are based on a Markov model and compare predicted incidence rates to those in a community-based study, the Cardiovascular Health Study. Elsevier 2019-10-03 /pmc/articles/PMC6804515/ /pubmed/31650008 http://dx.doi.org/10.1016/j.trci.2019.04.005 Text en © 2019 The Authors http://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 Featured Article
Evans, Stephanie
McRae-McKee, Kevin
Hadjichrysanthou, Christoforos
Wong, Mei Mei
Ames, David
Lopez, Oscar
de Wolf, Frank
Anderson, Roy M.
Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets
title Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets
title_full Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets
title_fullStr Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets
title_full_unstemmed Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets
title_short Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets
title_sort alzheimer's disease progression and risk factors: a standardized comparison between six large data sets
topic Featured Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6804515/
https://www.ncbi.nlm.nih.gov/pubmed/31650008
http://dx.doi.org/10.1016/j.trci.2019.04.005
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