• DocumentCode
    3077545
  • Title

    Advanced MR diffusion characterization of neural tissue using directional diffusion kurtosis analysis

  • Author

    Hui, Edward S. ; Cheung, Matthew M. ; Qi, Liqun ; Wu, Ed.X.

  • Author_Institution
    Laboratory of Biomedical Imaging and Signal Processing and the Department of Electrical and Electronic Engineering, The University of Hong Kong, Pokfulam, China
  • fYear
    2008
  • fDate
    20-25 Aug. 2008
  • Firstpage
    3941
  • Lastpage
    3944
  • Abstract
    MR Diffusion kurtosis imaging (DKI) was proposed recently to study the deviation of water diffusion from Gaussian distribution. Mean kurtosis (MK), directionally averaged kurtosis, has been shown to be useful in assessing pathophysilogical changes. However, MK is not sensitive to kurtosis change occurring along a specific direction. Therefore, orthogonal transformation of the 4th order kurtosis tensor was introduced in the current study to compute kurtoses along the 3 eigenvector directions of the 2nd order diffusion tensor. Such axial (K) and radial (K⊥) kurtoses measured the kurtoses along the directions parallel and perpendicular, respectively, to the principal diffusion direction. DKI experiments were performed in normal adult and formalin-fixed rat brain, and developmental brains. The results showed that directional kurtosis analysis revealed different information for tissue characterization.
  • Keywords
    Diffusion tensor imaging; Encoding; Gaussian distribution; Humans; Independent component analysis; Information analysis; Pathology; Sensitivity and specificity; Signal analysis; Tensile stress; Directional kurtosis; and orthogonal transformation; diffusion kurtosis tensor; restricted diffusion; Animals; Body Water; Brain; Diffusion; Diffusion Magnetic Resonance Imaging; Formaldehyde; Humans; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Models, Statistical; Normal Distribution; Phantoms, Imaging; Rats; Water;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
  • Conference_Location
    Vancouver, BC
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-1814-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2008.4650072
  • Filename
    4650072