Abstract
The goal was to elucidate the time course of regional brain atrophy rates relative to age in cognitively normal (CN) aging, mild cognitively impairment (MCI), and Alzheimer's disease (AD), without a priori models for atrophy progression. Regional brain volumes from 147 cognitively normal subjects, 164 stable MCI, 93 MCI-to-AD converters and 111 ad patients, between 51 and 91 years old and who had repeated 1.5 T magnetic resonance imaging (MRI) scans over 30 months, were analyzed. Relations between regional brain volume change and age were determined using generalized additive models, an established nonparametric concept for approximating nonlinear relations. Brain atrophy rates varied nonlinearly with age, predominantly in regions of the temporal lobe. Moreover, the atrophy rates of some regions leveled off with increasing age in control and stable MCI subjects whereas those rates progressed further in MCI-to-AD converters and AD patients. The approach has potential uses for early detection of AD and differentiation between stable and progressing MCI.
MeSH Terms
Aged
Aged, 80 and over
Aging/pathology
Alzheimer Disease/pathology
Brain/pathology
Cognition Disorders/pathology
Cognitive Dysfunction/pathology
Female
Humans
Male
Middle Aged
Models, Neurological
Nonlinear Dynamics
Authors & Affiliations
9 authors, click to expand affiliations / ORCID
Schuff Norbert
Center for Imaging of Neurodegenerative Diseases and VA Medical Center, San Francisco, CA, USA.
[email protected]
Tosun Duygu
Insel Philip S
Chiang Gloria C
Truran Diana
Aisen Paul S
Jack Clifford R
Weiner Michael W
Alzheimer's Disease Neuroimaging Initiative
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