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Deformation-based Statistical Shape Analysis of the Corpus Callosum in Mild Cognitive Impairment and Alzheimer's Disease
被引:16
|作者:
Jiang, Zihan
[3
]
Yang, Huilin
[1
,2
]
Tang, Xiaoying
[3
]
机构:
[1] Sun Yat Sen Univ, Sch Elect & Informat Technol, Guangzhou, Guangdong, Peoples R China
[2] Carnegie Mellon Univ, Dept Elect & Comp Engn, Pittsburgh, PA 15213 USA
[3] Southern Univ Sci & Technol, Dept Elect & Elect Engn, Shenzhen, Guangdong, Peoples R China
基金:
中国国家自然科学基金;
关键词:
Alzheimer's disease;
mild cognitive impairment;
corpus callosum;
shape analysis;
deformation;
shape-cognition association;
MEDIAL TEMPORAL-LOBE;
WHITE-MATTER DAMAGE;
REGIONAL PATTERN;
ATROPHY RATE;
BRAIN;
HIPPOCAMPUS;
SPECTRUM;
DEMENTIA;
VOLUME;
MRI;
D O I:
10.2174/1567205015666180813145935
中图分类号:
R74 [神经病学与精神病学];
学科分类号:
摘要:
Objective: In this study, we investigated the influence that the pathology of Alzheimer's disease (AD) exerts upon the corpus callosum (CC) using a total of 325 mild cognitive impairment (MCI) subjects, 155 AD subjects, and 185 healthy control (HC) subjects. Method: Regionally-specific morphological CC abnormalities, as induced by AD, were quantified using a large deformation diffeomorphic metric curve mapping based statistical shape analysis pipeline. We also quantified the association between the CC shape phenotype and two cognitive measures; the Mini Mental State Examination (MMSE) and the Alzheimer's Disease Assessment Scale-Cognitive Behavior Section (ADAS-cog). To identify AD-relevant areas, CC was sub-divided into three subregions; the genu, body, and splenium (gCC, bCC, and sCC). Results: We observed significant shape compressions in AD relative to that in HC, mainly concentrated on the superior part of CC, across all three sub-regions. The HC-vs-MCI shape abnormalities were also concentrated on the superior part, but mainly occurred on bCC and sCC. The significant MCI-vs-AD shape differences, however, were only detected in part of sCC. In the shape-cognition association, significant negative correlations to ADAS-cog were detected for shape deformations at regions belonging to gCC and sCC and significant positive correlations to MMSE at regions mainly belonging to sCC. Conclusion: Our results suggest that the callosal shape deformation patterns, especially those of sCC, linked tightly to the cognitive decline in AD, and are potentially a powerful biomarker for monitoring the progression of AD.
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页码:1151 / 1160
页数:10
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