Automatic statistical shape analysis of cerebral asymmetry in 3D T1-weighted magnetic resonance images at vertex-level: Application to neuroleptic-naive schizophrenia

被引:14
|
作者
Pepe, Antonietta [1 ]
Zhao, Lu [2 ]
Koikkalainen, Juha [3 ]
Hietala, Jarmo [4 ,5 ]
Ruotsalainen, Ulla [1 ]
Tohka, Jussi [1 ]
机构
[1] Tampere Univ Technol, Dept Signal Proc, FIN-33101 Tampere, Finland
[2] McGill Univ, McConnell Brain Imaging Ctr, Montreal, PQ, Canada
[3] VIT Tech Res Ctr Finland, FIN-33101 Tampere, Finland
[4] Turku PET Ctr, FIN-20521 Turku, Finland
[5] Univ Turku, Dept Psychiat, FIN-20700 Turku, Finland
基金
芬兰科学院;
关键词
Statistical shape asymmetry; Automatic; Neuroleptic-naive schizophrenia; PLANUM TEMPORALE ASYMMETRY; HUMAN BRAIN; PARAHIPPOCAMPAL GYRUS; GRAY-MATTER; 1ST-EPISODE SCHIZOPHRENIA; EPISODE SCHIZOPHRENIA; PROBABILISTIC ATLAS; PERMUTATION TESTS; FUSIFORM GYRUS; MR-IMAGES;
D O I
10.1016/j.mri.2012.10.021
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
The study of the structural asymmetries in the human brain can assist the early diagnosis and progression of various neuropsychiatric disorders, and give insights into the biological bases of several cognitive deficits. The high inter-subject variability in cortical morphology complicates the detection of abnormal asymmetries especially if only small samples are available. This work introduces a novel automatic method for the local (vertex-level) statistical shape analysis of gross cerebral hemispheric surface asymmetries which is robust to the individual cortical variations. After segmentation of the cerebral hemispheric volumes from three-dimensional (3D) T1-weighted magnetic resonance images (MRI) and their spatial normalization to a common space, the right hemispheric masks were reflected to match with the left ones. Cerebral hemispheric surfaces were extracted using a deformable model-based algorithm which extracted the salient morphological features while establishing the point correspondence between the surfaces. The interhemispheric asymmetry, quantified by customized measures of asymmetry, was evaluated in a few thousands of corresponding surface vertices and tested for statistical significance. The developed method was tested on scans obtained from a small sample of healthy volunteers and first-episode neuroleptic-naive schizophrenics. A significant main effect of the disease on the local interhemispheric asymmetry was observed, both in females and males, at the frontal and temporal lobes, the latter being often linked to the cognitive, auditory, and memory deficits in schizophrenia. The findings of this study, although need further testing in larger samples, partially replicate previous studies supporting the hypothesis of schizophrenia as a neurodevelopmental disorder. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:676 / 687
页数:12
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