Simulating effects of biomarker enrichment on Alzheimer's disease prevention trials: Conceptual framework and example

被引:5
作者
Leoutsakos, Jeannie-Marie S. [1 ]
Bartlett, Alexandra L. [2 ]
Forrester, Sarah N. [1 ]
Lyketsos, Constantine G. [1 ]
机构
[1] Johns Hopkins Univ, Sch Med, Dept Psychiat, Div Geriatr Psychiat & Neuropsychiat, Baltimore, MD 21205 USA
[2] South River High Sch, STEM Magnet Program, Edgewater, MD USA
基金
美国国家卫生研究院;
关键词
Biomarker enrichment; Dementia; Alzheimer's disease; Simulation; Random effects; Statistical power; Trajectory; MILD COGNITIVE IMPAIRMENT; CLINICAL-TRIALS; AMYLOID-BETA(1-42) BIOMARKER; PROSPECTIVE COHORT; DEMENTIA; CONVERSION; PROGRESSION; RISK; PREDICTORS; MULTICENTER;
D O I
10.1016/j.jalz.2013.05.1776
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: We present a conceptual framework for simulations to determine the utility of biomarker enrichment to increase statistical power to detect a treatment effect in future Alzheimer's disease prevention trials. We include a limited set of simulation results to illustrate aspects of this framework. Methods: We simulated data based on the Alzheimer's Disease Anti-Inflammatory Prevention Trial, and a range of sample sizes, biomarker positive predictive values, and treatment effects. We also investigated the consequences of assuming homogeneity of parameter estimates as a function of dementia outcome. Results: Use of biomarkers to increase the sample fraction that would develop Alzheimer's disease in the absence of intervention from 0.5 to 0.8 would increase power from 0.35 to 0.69 with n = 200. Ignoring sample heterogeneity resulted in overestimation of power. Conclusion: Biomarker enrichment can increase statistical power, but estimates of the expected increase are sensitive to a variety of assumptions outlined in the framework. (C) 2014 The Alzheimer's Association. All rights reserved.
引用
收藏
页码:152 / 161
页数:10
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