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Updated: Jun 13, 2026

Basics of Multivariate Analysis in Neuroimaging Data
Published on: July 24, 2010
Multimodal neuroimaging approach for cognitive impairment in Alzheimer's disease
Purpose:
Alzheimer's disease (AD) is associated with cognitive impairment, brain atrophy, and elevated amyloid-beta (Aß) and tau. The study aimed to characterize regional atrophy associated with elevated Aß and tau, as measured by [¹ F]florbetapir (FBP) and [¹ F]flortaucipir (FTP) positron emission tomography (PET), respectively, and determine whether combining PET and atrophy data improves the prediction of cognitive impairment.
Methods:
Alzheimer's Disease Neuroimaging Initiative data (n = 381) were retrospectively analyzed. PET results were correlated with cortical thickness, gray matter (GM) volumes, Mini-Mental State Examination, and Montreal Cognitive Assessment. Linear/logistic regression and area under the curve (AUC) were used to evaluate for significant correlations and compare performances in distinguishing cognitive impairment, respectively.
Results:
Incremental loss of cortical thickness and GM volume was observed from FBP-/FTP-(n = 205) to single PET-positive (FBP+/FTP-, n = 133; FBP-/FTP+, n = 5) and FBP+/FTP+ (n = 38) groups, particularly in the temporal and parietal lobes. FBP+/FTP+ showed the most severe cortical thickness loss in the entorhinal cortex, temporal lobe GM atrophy, and cognitive impairment. Adding brain atrophy as the third variable resulted in higher odds ratios and improved AUCs for cognitive impairment, with FBP+/FTP+/temporal GM or entorhinal cortical atrophy+ demonstrating the strongest associations with cognitive impairment.
Conclusion:
A multimodal approach combining PET and MRI may help improve the assessment of cognitive impairment in AD.
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