Regional shape abnormalities in mild cognitive impairment and Alzheimer's disease

被引:127
|
作者
Qiu, Anqi [1 ,2 ,3 ]
Fennema-Notestine, Christine [4 ,5 ]
Dale, Anders M. [5 ,6 ]
Miller, Michael I. [7 ,8 ,9 ]
机构
[1] Natl Univ Singapore, Div Bioengn, Singapore 117574, Singapore
[2] Singapore Inst Clin Sci, Agcy Sci Technol & Res, Singapore, Singapore
[3] Natl Univ Singapore, Clin Imaging Res Ctr, Singapore 117574, Singapore
[4] Univ Calif San Diego, Dept Psychiat, La Jolla, CA 92093 USA
[5] Univ Calif San Diego, Dept Radiol, La Jolla, CA 92093 USA
[6] Univ Calif San Diego, Dept Neurosci, La Jolla, CA 92093 USA
[7] Johns Hopkins Univ, Ctr Imaging Sci, Baltimore, MD USA
[8] Johns Hopkins Univ, Inst Computat Med, Baltimore, MD USA
[9] Johns Hopkins Univ, Dept Biomed Engn, Baltimore, MD USA
关键词
Alzheimer's disease; Mild cognitive impairment; Deep structure shape; Diffeomorphic mapping; HIPPOCAMPAL ATROPHY; DEMENTIA; MRI; ONSET; RELIABILITY; VOLUME;
D O I
10.1016/j.neuroimage.2009.01.013
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Magnetic resonance (MR) based shape analysis provides an opportunity to detect regional specificity of volumetric changes that may distinguish mild cognitive impairment (MCI) and Alzheimer's disease (AD) from healthy elderly controls (CON), and predict future conversion to AD. We assessed the surface deformation of seven structures (amygdala, hippocampus, thalamus, caudate, putamen, globus pallidus, body and temporal horn of the lateral ventricles) in 383 MRI volumes, based on data shared through the publicly available Alzheimer's Disease Neuroimaging Initiative (ADNI), to identify regionally-specific shape abnormalities in MCI and AD. Large deformation diffeomorphic metric mapping (LDDMM) was used to generate the shapes of seven structures based on template shapes injected into segmented subcortical volumes. LDDMM then constructed the surface deformation maps encoding the local shape variation of each subject relative to the template. Hierarchical models were developed to detect differences in local shape in MCI and AD relative to CON. Our findings revealed that surface inward-deformation in MCI and AD is most prominent in the anterior hippocampal segment and the basolateral complex of the amygdala. Most pronounced surface outward-deformation in MCI and AD occurs in the lateral ventricles. Mild surface inward-deformation in MCI and AD occurs in the anterior-lateral and ventral-lateral aspects of the thalamus, with no evidence of regionally-specific deformation in the putamen or globus pallidus. Although the locations of the shape abnormalities in MCI and AD are primarily within the mesial temporal region, analyses support distinct components of correlated shape variation that may help predict future MCI conversion. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:656 / 661
页数:6
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