DocumentCode
2724176
Title
A new framework for analyzing white matter maturation in early brain development
Author
Prastawa, Marcel ; Sadeghi, Neda ; Gilmore, John H. ; Lin, Weili ; Gerig, Guido
Author_Institution
Sci. Comput. & Imaging Inst., Univ. of Utah, Salt Lake City, UT, USA
fYear
2010
fDate
14-17 April 2010
Firstpage
97
Lastpage
100
Abstract
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.
Keywords
Legendre polynomials; biomedical MRI; brain; image registration; medical image processing; neurophysiology; pattern clustering; spatiotemporal phenomena; axonal structuring regional characteristics; early brain development; image co-registration; modified Legendre polynomials; morphometry; multimodal DTI; multimodal MRI; myelination; neuroimaging; normative spatiotemporal model; spatial maturation maps; white matter growth; white matter maturation; Diffusion tensor imaging; Diseases; Image analysis; Magnetic resonance imaging; Neuroimaging; Pattern analysis; Pediatrics; Radiology; Shape measurement; Volume measurement; Brain development; Diffusion tensor imaging; Growth trajectory; Longitudinal analysis; MRI;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location
Rotterdam
ISSN
1945-7928
Print_ISBN
978-1-4244-4125-9
Electronic_ISBN
1945-7928
Type
conf
DOI
10.1109/ISBI.2010.5490404
Filename
5490404
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