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
相关论文
共 52 条
[41]   Alzheimer's Prevention Initiative: a proposal to evaluate presymptomatic treatments as quickly as possible [J].
Reiman, Eric M. ;
Langbaum, Jessica B. S. ;
Tariot, Pierre N. .
BIOMARKERS IN MEDICINE, 2010, 4 (01) :3-14
[42]   High rate of conversion to Alzheimer's disease in a cohort of amnestic MCI patients [J].
Schmidtke, Klaus ;
Hermeneit, Sonja .
INTERNATIONAL PSYCHOGERIATRICS, 2008, 20 (01) :96-108
[43]   Estimating power with effect size versus slop differences: Both means and variance matter [J].
Schneider, Lon S. ;
Kennedy, Richard E. ;
Cutter, Gary R. .
ALZHEIMERS & DEMENTIA, 2011, 7 (02) :247-249
[44]   Requiring an amyloid-β1-42 biomarker for prodromal Alzheimer's disease or mild cognitive impairment does not lead to more efficient clinical trials [J].
Schneider, Lon S. ;
Kennedy, Richard E. ;
Cutter, Gary R. .
ALZHEIMERS & DEMENTIA, 2010, 6 (05) :367-377
[45]   Tracking Cognition-Health Changes From 55 to 95 Years of Age [J].
Small, Brent J. ;
Dixon, Roger A. ;
McArdle, John J. .
JOURNALS OF GERONTOLOGY SERIES B-PSYCHOLOGICAL SCIENCES AND SOCIAL SCIENCES, 2011, 66 :153-161
[46]   Mild Behavioral Impairment and Risk of Dementia: A Prospective Cohort Study of 358 Patients [J].
Taragano, Fernando E. ;
Allegri, Ricardo F. ;
Krupitzki, Hugo ;
Sarasola, Diego R. ;
Serrano, Cecilia M. ;
Lon, Leandro ;
Lyketsos, Constantine G. .
JOURNAL OF CLINICAL PSYCHIATRY, 2009, 70 (04) :584-592
[47]  
TENG EL, 1987, J CLIN PSYCHIAT, V48, P314
[48]   One size fits all? Why we need more sophisticated analytical methods in the explanation of trajectories of cognition in older age and their potential risk factors [J].
Terrera, Graciela Muniz ;
Brayne, Carol ;
Matthews, Fiona .
INTERNATIONAL PSYCHOGERIATRICS, 2010, 22 (02) :291-299
[49]   Biomarkers as Predictors for Conversion from Mild Cognitive Impairment to Alzheimer-Type Dementia: Implications for Trial Design [J].
van Rossum, Ineke A. ;
Vos, Stephanie ;
Handels, Ron ;
Visser, Pieter Jelle .
JOURNAL OF ALZHEIMERS DISEASE, 2010, 20 (03) :881-891
[50]   Prevention trials in Alzheimer's disease: An EU-US task force report [J].
Vellas, Bruno ;
Aisen, Paul S. ;
Sampaio, Cristina ;
Carrillo, Maria ;
Scheltens, Philip ;
Scherrer, Bruno ;
Frisoni, Giovanni B. ;
Weiner, Michael ;
Schneider, Lon ;
Gauthier, Serge ;
Gispen-de Wied, Christine C. ;
Hendrix, Suzanne ;
Feldman, Howard ;
Cedarbaum, Jesse ;
Petersen, Ronald ;
Siemers, Eric ;
Andrieu, Sandrine ;
Prvulovic, David ;
Touchon, Jacques ;
Hampel, Harald .
PROGRESS IN NEUROBIOLOGY, 2011, 95 (04) :594-600