• 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