Batchelor Ph G, Castellano Smith A D, Hill D L G, Hawkes D J, Cox T C S, Dean A F
CISG, Guy's, King's and St. Thomas' School of Medicine, King's College London, Guy's Campus, 5th floor Thomas Guy House, London SE1 9RT, UK.
IEEE Trans Med Imaging. 2002 Aug;21(8):953-65. doi: 10.1109/TMI.2002.803108.
Previous work has suggested the existence of differences between the cerebral cortex of normal individuals, and those of patients with diseases such as epilepsy and schizophrenia. These shape abnormalities may be of developmental origin. Improved shape measures could provide useful tools for neuroscience research and patient diagnosis. We consider the theoretically desirable properties of measures of brain shape. We have implemented seven measures, three from the neuroscience literature, and four new to this field. Three of the measures are zero-order and four are second-order with respect to the surface. We validate the measures using simple geometrical shapes, and a collection of magnetic resonance scans of ten histologically normal ex vivo fetal brains with gestational ages from 19-42 weeks. We then apply the measures to MR scans from two histologically abnormal ex vivo brains. We demonstrate that our implementation of the measures is sensitive to anatomical variability rather than to the discreteness of the image data. All the measures were sensitive to changes in shape during fetal development. Several of the measures could distinguish between the normal and abnormal fetal brains. We propose a multivariate approach to studying the shape of the cerebral cortex, in which both zero-order and second-order measures are used to quantify folding.
先前的研究表明,正常个体的大脑皮层与患有癫痫和精神分裂症等疾病的患者的大脑皮层存在差异。这些形态异常可能源于发育过程。改进的形态测量方法可为神经科学研究和患者诊断提供有用的工具。我们考虑了大脑形态测量方法在理论上应具备的特性。我们实施了七种测量方法,其中三种来自神经科学文献,另外四种是该领域新提出的。其中三种测量方法是关于表面的零阶测量,四种是二阶测量。我们使用简单的几何形状以及一组来自十例组织学正常的离体胎儿大脑的磁共振扫描图像(胎龄为19至42周)对这些测量方法进行了验证。然后,我们将这些测量方法应用于两例组织学异常的离体大脑的磁共振扫描图像。我们证明,我们实施的测量方法对解剖学变异性敏感,而非对图像数据的离散性敏感。所有测量方法对胎儿发育过程中的形态变化都很敏感。其中几种测量方法能够区分正常和异常的胎儿大脑。我们提出了一种研究大脑皮层形态的多变量方法,其中零阶和二阶测量方法都用于量化脑回。