Automated cortical thickness measurements from MRI can accurately separate Alzheimer's patients from normal elderly controls

被引:212
作者
Lerch, Jason P.
Pruessner, Jens
Zijdenbos, Alex P.
Collins, D. Louis
Teipel, Stefan J.
Hampel, Harald
Evans, Alan C.
机构
[1] McGill Univ, Montreal Neurol Inst, McConnell Brain Imaging Ctr, Montreal, PQ, Canada
[2] Univ Munich, Dept Psychiat, Dementia Res Sect & Memory Clin, Alzheimers Mem Ctr, D-8000 Munich, Germany
关键词
Alzheimer's disease; cortical thickness; diagnosis; magnetic resonance imaging;
D O I
10.1016/j.neurobiolaging.2006.09.013
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
We investigated the potential of fully automated measurements of cortical thickness to reproduce the clinical diagnosis in Alzheimer's Disease (AD) using 19 patients and 17 healthy controls. Thickness maps were analyzed using three different discriminant techniques to separate patients from controls. All analyses were performed using leave-one-out cross-validation to avoid overtraining of the discriminants. The results show regionally variant patterns of discrimination ability, with over 90% accuracy obtained in the medial temporal lobes and other limbic structures. Multivariate discriminant analysis produced 100% accuracy with six different combinations, all involving the parahippocampal gyrus. We therefore propose automated measurements of cortical thickness as a tool to improve the clinical diagnosis of probable AD, as well as a research method to gain unique insight into the etiology of cortical pathology in the disease. (C) 2006 Published by Elsevier Inc.
引用
收藏
页码:23 / 30
页数:8
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