A NEW FRAMEWORK FOR ANALYZING WHITE MATTER MATURATION IN EARLY BRAIN DEVELOPMENT

被引:8
作者
Prastawa, Marcel [1 ]
Sadeghi, Neda [1 ]
Gilmore, John H. [2 ]
Lin, Weili [3 ]
Gerig, Guido [1 ]
机构
[1] Univ Utah, Sci Comp & Imaging Inst, Salt Lake City, UT 84112 USA
[2] Univ N Carolina, Dept Psychiat, Chapel Hill, NC 27599 USA
[3] Univ N Carolina, Dept Radiol, Chapel Hill, NC 27599 USA
来源
2010 7TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO | 2010年
关键词
Brain development; MRI; Diffusion tensor imaging; Longitudinal analysis; Growth trajectory; BUNDLES; INFANTS; MRI;
D O I
10.1109/ISBI.2010.5490404
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The trajectory of early brain development is marked by rapid growth presented by volume but also by tissue property changes. Capturing regional characteristics of axonal structuring and myelination via neuroimaging requires analysis of longitudinal image data with multiple modalities. Complementary to earlier studies of volume and cortical folding analysis, this paper focuses on white matter tissue changes as seen in multimodal MRI and DTI. We propose a new framework for analyzing early maturation in white matter that generates a normative spatiotemporal model and provides 3D maps of absolute and relative indices of maturation. The method, using a continuous model of intensity changes using modified Legendre polynomials, has been applied to a multimodal dataset (T1W, T2W, PD, DTI) with 8 subjects that have been scanned at approximately 2 weeks, 1 year, and 2 years. We demonstrate that spatial maturation maps generated from different modalities capture different properties of white matter growth which might lead to a better understanding of the underlying neurobiology.
引用
收藏
页码:97 / 100
页数:4
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