title: Automated 3D mapping of baseline and 12-month associations between three verbal memory measures and hippocampal atrophy in 490 ADNI subjects.
abstract: 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.
authors.affiliation: Department of Neurology, David Geffen School of Medicine, UCLA, Los Angeles, CA 90095, USA. lapostolova@mednet.ucla.edu
authors.forename: Liana G
authors.initials: LG
authors.lastname: Apostolova
authors.forename: Jonathan H
authors.initials: JH
authors.lastname: Morra
authors.forename: Amity E
authors.initials: AE
authors.lastname: Green
authors.forename: Kristy S
authors.initials: KS
authors.lastname: Hwang
authors.forename: Christina
authors.initials: C
authors.lastname: Avedissian
authors.forename: Ellen
authors.initials: E
authors.lastname: Woo
authors.forename: Jeffrey L
authors.initials: JL
authors.lastname: Cummings
authors.forename: Arthur W
authors.initials: AW
authors.lastname: Toga
authors.forename: Clifford R
authors.initials: CR
authors.lastname: Jack
authors.forename: Michael W
authors.initials: MW
authors.lastname: Weiner
authors.forename: Paul M
authors.initials: PM
authors.lastname: Thompson
mesh_terms: D000368:Aged; D000369:Aged, 80 and over; D000465:Algorithms; D000544:Alzheimer Disease / Q000473:pathology / Q000503:physiopathology; D001185:Artificial Intelligence; D001284:Atrophy; D001331:Automation; D001931:Brain Mapping / Q000379:methods*; D003072:Cognition Disorders / Q000473:pathology / Q000503:physiopathology; D005260:Female; D007839:Functional Laterality; D006624:Hippocampus / Q000473:pathology* / Q000503:physiopathology*; D006801:Humans; D021621:Imaging, Three-Dimensional / Q000379:methods*; D008279:Magnetic Resonance Imaging / Q000379:methods; D008297:Male; D011939:Mental Recall / Q000502:physiology*; D008875:Middle Aged; D013067:Speech Perception / Q000502:physiology*; D013997:Time Factors