Development of prediction models for distinguishable cognitive trajectories in patients with amyloid positive mild cognitiveopen access
- Authors
- Kim, Seung Joo; Woo, Sook-Young; Kim, Young Ju; Jang, Hyemin; Kim, Hee Jin; Na, Duk L.; Kim, Seonwoo; Seo, Sang Won
- Issue Date
- Jun-2022
- Publisher
- Elsevier BV
- Keywords
- Mild cognitive impairment; Alzheimer's disease; Group-based trajectory analysis model; Prediction model
- Citation
- Neurobiology of Aging, v.114, pp 84 - 93
- Pages
- 10
- Indexed
- SCIE
SCOPUS
- Journal Title
- Neurobiology of Aging
- Volume
- 114
- Start Page
- 84
- End Page
- 93
- URI
- https://scholarworks.gnu.ac.kr/handle/sw.gnu/71281
- DOI
- 10.1016/j.neurobiolaging.2022.02.012
- ISSN
- 0197-4580
1558-1497
- Abstract
- The clinical outcomes of patients with amyloid beta-positive (A beta+ ) mild cognitive impairment (MCI) are heterogeneous. We therefore developed prediction models for distinguishable cognitive trajectories in A beta+ participants with MCI. We included 238 A beta+ participants with MCI from the Alzheimer's Disease Neuroimaging Initiative to develop a group-based trajectory model and 63 A beta+ participants with MCI from the Samsung Medical Center for external validation. Three distinguishable classes, slow decliners (18.5%), intermediate decliners (42.9%), and fast decliners (38.7%), were identified. Intermediate decliners were associated with older age, higher AV45 standardized uptake value ratios (SUVR) and lower fluorodeoxyglucose (FDG) SUVR than slow decliners. Fast decliners were associated with older age, presence of APOE epsilon 4 , higher AV45 SUVR and lower FDG SUVR than slow decliners. Prediction models of cognitive decline showed good discrimination and calibration capabilities in the development and validation data sets. Our analysis yields novel insights into the cognitive trajectories of A beta+ patients with MCI, which will facilitate their effective stratification in A beta-targeted clinical trials. (c) 2022 Elsevier Inc. All rights reserved.
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