Automated 3D mapping of baseline and 12-month associations between three verbal memory measures and hippocampal atrophy in 490 ADNI subjects

We used a previously validated automated machine learning algorithm based on adaptive boosting to segment the hippocampi in baseline and 12-month follow-up 3D T1-weighted brain MRIs of 150 cognitively normal elderly (NC), 245 mild cognitive impairment (MCI) and 97 Dementia of the Alzheimer’s type (D...

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Veröffentlicht in:NeuroImage (Orlando, Fla.) Fla.), 2010-05, Vol.51 (1), p.488-499
Hauptverfasser: Apostolova, Liana G., Morra, Jonathan H., Green, Amity E., Hwang, Kristy S., Avedissian, Christina, Woo, Ellen, Cummings, Jeffrey L., Toga, Arthur W., Jack, Clifford R., Weiner, Michael W., Thompson, Paul M.
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container_end_page 499
container_issue 1
container_start_page 488
container_title NeuroImage (Orlando, Fla.)
container_volume 51
creator Apostolova, Liana G.
Morra, Jonathan H.
Green, Amity E.
Hwang, Kristy S.
Avedissian, Christina
Woo, Ellen
Cummings, Jeffrey L.
Toga, Arthur W.
Jack, Clifford R.
Weiner, Michael W.
Thompson, Paul M.
description We used a previously validated automated machine learning algorithm based on adaptive boosting to segment the hippocampi in baseline and 12-month follow-up 3D T1-weighted brain MRIs of 150 cognitively normal elderly (NC), 245 mild cognitive impairment (MCI) and 97 Dementia of the Alzheimer’s type (DAT) ADNI subjects. Using the radial distance mapping technique, we examined the hippocampal correlates of delayed recall performance on three well-established verbal memory tests—ADAScog delayed recall (ADAScog-DR), the Rey Auditory Verbal Learning Test -DR (AVLT-DR) and Wechsler Logical Memory II-DR (LM II-DR). We observed no significant correlations between delayed recall performance and hippocampal radial distance on any of the three verbal memory measures in NC. All three measures were associated with hippocampal volumes and radial distance in the full sample and in the MCI group at baseline and at follow-up. In DAT we observed stronger left-sided associations between hippocampal radial distance, LM II-DR and ADAScog-DR both at baseline and at follow-up. The strongest linkage between memory performance and hippocampal atrophy in the MCI sample was observed with the most challenging verbal memory test—the AVLT-DR, as opposed to the DAT sample where the least challenging test the ADAScog-DR showed strongest associations with the hippocampal structure. After controlling for baseline hippocampal atrophy, memory performance showed regionally specific associations with hippocampal radial distance in predominantly CA1 but also in subicular distribution.
doi_str_mv 10.1016/j.neuroimage.2009.12.125
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subjects Aged
Aged, 80 and over
Algorithms
Alzheimer Disease - pathology
Alzheimer Disease - physiopathology
Alzheimer's disease
Artificial Intelligence
Atrophy
Automation
Biomarkers
Brain Mapping - methods
Clinical trials
Cognition Disorders - pathology
Cognition Disorders - physiopathology
Dementia
Education
Female
Functional Laterality
Hippocampus - pathology
Hippocampus - physiopathology
Humans
Imaging, Three-Dimensional - methods
Magnetic Resonance Imaging - methods
Male
Medical imaging
Memory
Mental Recall - physiology
Middle Aged
Speech Perception - physiology
Studies
Time Factors
title Automated 3D mapping of baseline and 12-month associations between three verbal memory measures and hippocampal atrophy in 490 ADNI subjects
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