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Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets.
File | Description | Size | Format | |
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Alzheimers disease progression and risk factors A standardized comparison between six large data sets.pdf | Published version | 616.12 kB | Adobe PDF | View/Open |
Title: | Alzheimer's disease progression and risk factors: A standardized comparison between six large data sets. |
Authors: | Evans, S McRae-McKee, K Hadjichrysanthou, C Wong, MM Ames, D Lopez, O De Wolf, F Anderson, RM Australian Imaging Biomarkers and Lifestyle flagship study of ageing Predictors of Cognitive Decline Among Normal Individuals (BIOCARD) study Add Neuro Med Consortium |
Item Type: | Journal Article |
Abstract: | 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. |
Issue Date: | 3-Oct-2019 |
Date of Acceptance: | 1-Oct-2019 |
URI: | http://hdl.handle.net/10044/1/75164 |
DOI: | 10.1016/j.trci.2019.04.005 |
ISSN: | 1552-5260 |
Publisher: | Elsevier |
Start Page: | 515 |
End Page: | 523 |
Journal / Book Title: | Alzheimers & Dementia |
Volume: | 5 |
Copyright Statement: | © 2019 The Authors. Published by Elsevier Inc. on behalf of the Alzheimer’s Association. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/ 4.0/). |
Sponsor/Funder: | Janssen Vaccines & Prevention B.V |
Funder's Grant Number: | P22539540R |
Keywords: | Dementia Epidemiology Mild cognitive impairment Mixed regression Modeling Statistical analysis Australian Imaging Biomarkers and Lifestyle flagship study of ageing Predictors of Cognitive Decline Among Normal Individuals (BIOCARD) study Add Neuro Med Consortium Dementia Epidemiology Mild cognitive impairment Mixed regression Modeling Statistical analysis |
Publication Status: | Published |
Conference Place: | United States |
Online Publication Date: | 2019-10-03 |
Appears in Collections: | School of Public Health |