Amyloid status imputed from a multimodal classifier including structural MRI distinguishes progressors from nonprogressors in a mild Alzheimer's disease clinical trial cohort.

Alzheimer's & Dementia(2016)

引用 24|浏览16
暂无评分
摘要
Introduction: Mild-Alzheimer's disease (AD) subjects without significant AO pathology represent a confounding finding for clinical trials because they may not progress clinically on the expected trajectory, adding variance into analyses where slowing of progression is being measured. Methods: A prediction model based on structural magnetic resonance imaging (MRI) in combination with baseline demographics and clinical measurements was used to impute A beta status of a placebo-treated mild-AD sub-cohort (N = 385) of patients participating in global phase 3 trials. The clinical trajectories of this cohort were evaluated over 18 months duration of the trial, stratified by imputed A beta status within a mixed-model repeated measures statistical framework. Results: In the imputed A beta-positive cohort, both cognitive (ADAS-Cog(14) and MMSE) and functional (ADCS-iADL) measures declined more rapidly than in the undifferentiated population. Discussion: Our results demonstrate imputing AP status from MRI scans in mild-AD subjects may be a useful screening tool in global clinical trials if amyloid measurement is not available. (C) d2016 The Alzheimer's Association. Published by Elsevier Inc. All rights reserved.
更多
查看译文
关键词
Alzheimer's disease,Aβ pathology,Aβ-positivity,Structural MRI,Florbetapir PET,ADAS-Cog14,MMSE,ADCS-iADL,Clinical decline
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要