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

被引:73
作者
Apostolova, Liana G. [1 ,2 ]
Morra, Jonathan H. [2 ]
Green, Amity E. [1 ,2 ]
Hwang, Kristy S. [1 ,2 ]
Avedissian, Christina [2 ]
Woo, Ellen [1 ]
Cummings, Jeffrey L. [1 ]
Toga, Arthur W. [1 ,2 ]
Jack, Clifford R., Jr. [3 ]
Weiner, Michael W. [4 ,5 ]
Thompson, Paul M. [1 ,2 ]
机构
[1] Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
[3] Mayo Clin, Coll Med, Dept Radiol, Rochester, MN USA
[4] UC San Francisco, Dept Radiol & Med, San Francisco, CA USA
[5] Dept Vet Affairs Med Ctr, San Francisco, CA USA
基金
美国国家卫生研究院;
关键词
MILD COGNITIVE IMPAIRMENT; MODERATE ALZHEIMERS-DISEASE; RANDOMIZED CONTROLLED-TRIAL; PLACEBO-CONTROLLED TRIAL; TEMPORAL-LOBE ATROPHY; CLINICAL DEMENTIA; DELAYED RECALL; DOUBLE-BLIND; MRI; DONEPEZIL;
D O I
10.1016/j.neuroimage.2009.12.125
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
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. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:488 / 499
页数:12
相关论文
共 60 条
[1]  
APOSTOLOVA LG, NEUROBIOLOG IN PRESS, DOI DOI 10.1016/J.NEUROBIOLAGING.2008.08.008
[2]   3D comparison of hippocampal atrophy in amnestic mild cognitive impairment and Alzheimer's disease [J].
Apostolova, Liana G. ;
Dinov, Ivo D. ;
Dutton, Rebecca A. ;
Hayashi, Kiralee M. ;
Toga, Arthur W. ;
Cummings, Jeffrey L. ;
Thompson, Paul M. .
BRAIN, 2006, 129 :2867-2873
[3]   Conversion of mild cognitive impairment to Alzheimer disease predicted by hippocampal atrophy maps [J].
Apostolova, Liana G. ;
Dutton, Rebecca A. ;
Dinov, Ivo D. ;
Hayashi, Kiralee M. ;
Toga, Arthur W. ;
Cummings, Jeffrey L. ;
Thompson, Paul M. .
ARCHIVES OF NEUROLOGY, 2006, 63 (05) :693-699
[4]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[5]   ATROPHY OF HIPPOCAMPAL-FORMATION SUBDIVISIONS CORRELATES WITH STAGE AND DURATION OF ALZHEIMER-DISEASE [J].
BOBINSKI, M ;
WEGIEL, J ;
WISNIEWSKI, HM ;
TARNAWSKI, M ;
REISBERG, B ;
MLODZIK, B ;
DELEON, MJ ;
MILLER, DC .
DEMENTIA, 1995, 6 (04) :205-210
[6]   Relationships between regional neuronal loss and neurofibrillary changes in the hippocampal formation and duration and severity of Alzheimer disease [J].
Bobinski, M ;
Wegiel, J ;
Tarnawski, M ;
Bobinski, M ;
Reisberg, B ;
deLeon, MJ ;
Miller, DC ;
Wisniewski, HM .
JOURNAL OF NEUROPATHOLOGY AND EXPERIMENTAL NEUROLOGY, 1997, 56 (04) :414-420
[7]   Is there a negative correlation between explicit memory and hippocampal volume? [J].
Chantôme, M ;
Perruchet, P ;
Hasboun, D ;
Dormont, D ;
Sahel, M ;
Sourour, N ;
Zouaoui, A ;
Marsault, C ;
Duyme, M .
NEUROIMAGE, 1999, 10 (05) :589-595
[8]   AUTOMATIC 3D INTERSUBJECT REGISTRATION OF MR VOLUMETRIC DATA IN STANDARDIZED TALAIRACH SPACE [J].
COLLINS, DL ;
NEELIN, P ;
PETERS, TM ;
EVANS, AC .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1994, 18 (02) :192-205
[9]   Neuroanatomical predictors of response to donepezil therapy in patients with dementia [J].
Csernansky, JG ;
Wang, L ;
Miller, JP ;
Galvin, JE ;
Morris, JC .
ARCHIVES OF NEUROLOGY, 2005, 62 (11) :1718-1722
[10]   Preclinical detection of Alzheimer's disease: hippocampal shape and volume predict dementia onset in the elderly [J].
Csernansky, JG ;
Wang, L ;
Swank, J ;
Miller, JP ;
Gado, M ;
McKeel, D ;
Miller, M ;
Morriss, JC .
NEUROIMAGE, 2005, 25 (03) :783-792