• DocumentCode
    1757261
  • Title

    Simultaneous Multi-Scale Diffusion Estimation and Tractography Guided by Entropy Spectrum Pathways

  • Author

    Galinsky, Vitaly L. ; Frank, Lawrence R.

  • Author_Institution
    Electr. & Comput. Eng. Dept., Univ. of California at San Diego, La Jolla, CA, USA
  • Volume
    34
  • Issue
    5
  • fYear
    2015
  • fDate
    42125
  • Firstpage
    1177
  • Lastpage
    1193
  • Abstract
    We have developed a method for the simultaneous estimation of local diffusion and the global fiber tracts based upon the information entropy flow that computes the maximum entropy trajectories between locations and depends upon the global structure of the multi-dimensional and multi-modal diffusion field. Computation of the entropy spectrum pathways requires only solving a simple eigenvector problem for the probability distribution for which efficient numerical routines exist, and a straight forward integration of the probability conservation through ray tracing of the convective modes guided by a global structure of the entropy spectrum coupled with a small scale local diffusion. The intervoxel diffusion is sampled by multi b-shell multi q-angle diffusion weighted imaging data expanded in spherical waves. This novel approach to fiber tracking incorporates global information about multiple fiber crossings in every individual voxel and ranks it in the most scientifically rigorous way. This method has potential significance for a wide range of applications, including studies of brain connectivity.
  • Keywords
    biodiffusion; biomedical MRI; brain; eigenvalues and eigenfunctions; entropy; medical image processing; neurophysiology; probability; brain connectivity; convective modes; entropy spectrum pathways; global fiber; information entropy; intervoxel diffusion; local diffusion; multib-shell multiq-angle diffusion weighted imaging data; multidimensional diffusion field; multimodal diffusion field; multiple fiber crossings; numerical routines; probability conservation; probability distribution; ray tracing; simple eigenvector problem; simultaneous multiscale diffusion estimation; spherical waves; straight forward integration; tractography; Couplings; Density functional theory; Diffusion tensor imaging; Entropy; Estimation; Lattices; Brain connectivity; diffusion weighted imaging (DWI); fiber tractography; magnetic resonance imaging (MRI);
  • fLanguage
    English
  • Journal_Title
    Medical Imaging, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0062
  • Type

    jour

  • DOI
    10.1109/TMI.2014.2380812
  • Filename
    6985622