Atlas-based analysis of neurodevelopment from infancy to adulthood using diffusion tensor imaging and applications for automated abnormality detection

被引:140
作者
Faria, Andreia V. [1 ,2 ]
Zhang, Jiangyang [1 ]
Oishi, Kenichi [1 ]
Li, Xin [1 ]
Jiang, Hangyi [1 ,3 ]
Akhter, Kazi [1 ]
Hermoye, Laurent [4 ]
Lee, Seung-Koo [5 ]
Hoon, Alexander [6 ]
Stashinko, Elaine [6 ]
Miller, Michael I. [7 ]
van Zijl, Peter C. M. [1 ,3 ]
Mori, Susumu [1 ,3 ]
机构
[1] Johns Hopkins Univ, Sch Med, Russell H Morgan Dept Radiol & Radiol Sci, Baltimore, MD 21205 USA
[2] Univ Estadual Campinas, Dept Radiol, Campinas, SP, Brazil
[3] Kennedy Krieger Inst, FM Kirby Res Ctr Funct Brain Imaging, Baltimore, MD USA
[4] Catholic Univ Louvain, Louvain, Belgium
[5] Yonsei Univ, Seoul 120749, South Korea
[6] Kennedy Krieger Inst, Div Neurol & Dev Med, Baltimore, MD USA
[7] Johns Hopkins Univ, Sch Med, Dept Biomed Engn, Baltimore, MD 21205 USA
基金
美国国家卫生研究院;
关键词
WHITE-MATTER DEVELOPMENT; NERVOUS-SYSTEM MYELINATION; HUMAN CEREBRAL-CORTEX; BRAIN-DEVELOPMENT; LIFE-SPAN; POSTNATAL-DEVELOPMENT; MAGNETIC-RESONANCE; WATER DIFFUSION; MOTOR CORTEX; GRAY-MATTER;
D O I
10.1016/j.neuroimage.2010.04.238
中图分类号
Q189 [神经科学];
学科分类号
071006 [神经生物学];
摘要
Quantification of normal brain maturation is a crucial step in understanding developmental abnormalities in brain anatomy and function. The aim of this study was to develop atlas-based tools for time-dependent quantitative image analysis, and to characterize the anatomical changes that occur from 2 years of age to adulthood. We used large deformation diffeomorphic metric mapping to register diffusion tensor images of normal participants into the common coordinates and used a pre-segmented atlas to segment the entire brain into 176 structures. Both voxel- and atlas-based analyses reported a structure that showed distinctive changes in terms of its volume and diffusivity measures. In the white matter, fractional anisotropy (FA) linearly increased with age in logarithmic scale, while diffusivity indices, such as apparent diffusion coefficient (ADC), and axial and radial diffusivity, decreased at a different rate in several regions. The average, variability, and the time course of each measured parameter are incorporated into the atlas, which can be used for automated detection of developmental abnormalities. As a demonstration of future application studies, the brainstem anatomy of cerebral palsy patients was evaluated and the altered anatomy was delineated. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:415 / 428
页数:14
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