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A robust harmonization approach for cognitive data from multiple aging and dementia cohorts.

Published version

Published version
Peer-reviewed

Repository DOI


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Authors

Giorgio, Joseph 
Tanna, Ankeet 
Malpetti, Maura 
White, Simon R 
Wang, Jingshen 

Abstract

INTRODUCTION: Although many cognitive measures have been developed to assess cognitive decline due to Alzheimer's disease (AD), there is little consensus on optimal measures, leading to varied assessments across research cohorts and clinical trials making it difficult to pool cognitive measures across studies. METHODS: We used a two-stage approach to harmonize cognitive data across cohorts and derive a cross-cohort score of cognitive impairment due to AD. First, we pool and harmonize cognitive data from international cohorts of varying size and ethnic diversity. Next, we derived cognitive composites that leverage maximal data from the harmonized dataset. RESULTS: We show that our cognitive composites are robust across cohorts and achieve greater or comparable sensitivity to AD-related cognitive decline compared to the Mini-Mental State Examination and Preclinical Alzheimer Cognitive Composite. Finally, we used an independent cohort validating both our harmonization approach and composite measures. DISCUSSION: Our easy to implement and readily available pipeline offers an approach for researchers to harmonize their cognitive data with large publicly available cohorts, providing a simple way to pool data for the development or validation of findings related to cognitive decline due to AD.

Description

Keywords

Alzheimer's Disease Neuroimaging Initiative, Australian Imaging Biomarkers and Lifestyle flagship study

Journal Title

Alzheimers Dement (Amst)

Conference Name

Journal ISSN

2352-8729
2352-8729

Volume Title

Publisher

Wiley
Sponsorship
Royal Society (INF\R2\202107)
Alan Turing Institute (EP/N510129/1)
Alan Turing Institute (Unknown)
EPSRC (via Alan Turing Institute) (EP/T001569/1)
EPSRC (via Alan Turing Institute) (T2-14)
EPSRC (EP/T017961/1)
Wellcome Trust (205067/Z/16/Z)
Biotechnology and Biological Sciences Research Council (BB/P021255/1)
Wellcome Trust (220258/Z/20/Z)
Wellcome Trust (221633/Z/20/Z)