Using practice effects for targeted trials or sub-group analysis in Alzheimer's disease: How practice effects predict
Guoqiao Wang1, Richard E Kennedy2, Terry E Goldberg3
1Division of Biostatistics, Washington University in St. Louis, St. Louis, Missouri, United States of America.
Practice effects are common in Alzheimer disease (AD) and mild cognitive impairment (MCI) patients, impacting cognitive progression and clinical trial outcomes. Accounting for these effects is crucial for accurate trial planning and sample size estimation.
Area of Science:
- Neuroscience
- Clinical Trials
- Cognitive Science
Background:
- Alzheimer disease (AD) and mild cognitive impairment (MCI) are progressive neurodegenerative conditions.
- Clinical trials in AD and MCI often rely on cognitive assessments to measure disease progression and treatment efficacy.
- Practice effects, improvements in cognitive test scores due to repeated testing, can influence the interpretation of trial results.
Purpose of the Study:
- To determine the prevalence of practice effects in individuals with AD or MCI.
- To assess the impact of practice effects on cognitive decline.
- To evaluate how practice effects influence clinical trial design and sample size calculations.
Main Methods:
- Utilized a meta-database of 18 studies, including ADCS and ADNI participants.
- Defined practice effects by improvement in the first two ADAS-Cog11 scores.
- Compared cognitive progression (ADAS-Cog11, CDR SB) between participants with and without practice effects.
- Investigated the impact on sample size estimation.
Main Results:
- Practice effects were observed in 39.0% of AD participants and 53.3% of MCI participants.
- Participants without practice effects showed greater cognitive decline over 2 years compared to those with practice effects.
- Sample size estimations varied by over 35% depending on the presence of practice effects.
Conclusions:
- Practice effects are prevalent and significantly impact cognitive progression measures in AD and MCI.
- These effects must be considered in the planning of future AD and MCI clinical trials.
- Strategies such as targeted trials or stratification analysis based on practice effects may improve trial power and accuracy.
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