• DocumentCode
    1822946
  • Title

    Mapping genetic influences on brain fiber architecture with high angular resolution diffusion imaging (HARDI)

  • Author

    Chiang, Ming-Chang ; Barysheva, Marina ; Lee, Agatha D. ; Madsen, Sarah ; Klunder, Andrea D. ; Toga, Arthur W. ; McMahon, Katie L. ; De Zubicaray, Greig I. ; Meredith, Matthew ; Wright, Margaret J. ; Srivastava, Anuj ; Balov, Nikolay ; Thompson, Paul M.

  • Author_Institution
    Dept. of Neurology, Lab. of Neuro Imaging, UCLA, Los Angeles, CA
  • fYear
    2008
  • fDate
    14-17 May 2008
  • Firstpage
    871
  • Lastpage
    874
  • Abstract
    We report the first 3D maps of genetic effects on brain fiber complexity. We analyzed HARDI brain imaging data from 90 young adult twins using an information-theoretic measure, the Jensen-Shannon divergence (JSD), to gauge the regional complexity of the white matter fiber orientation distribution functions (ODF). HARDI data were fluidly registered using Karcher means and ODF square-roots for interpolation; each subject´s JSD map was computed from the spatial coherence of the ODFs in each voxel´s neighborhood. We evaluated the genetic influences on generalized fiber anisotropy (GFA) and complexity (JSD) using structural equation models (SEM). At each voxel, genetic and environmental components of data variation were estimated, and their goodness of fit tested by permutation. Color- coded maps revealed that the optimal models varied for different brain regions. Fiber complexity was predominantly under genetic control, and was higher in more highly anisotropic regions. These methods show promise for discovering factors affecting fiber connectivity in the brain.
  • Keywords
    biomedical MRI; brain; genetics; image coding; image registration; interpolation; medical image processing; neurophysiology; 3D maps; Jensen-Shannon divergence; Karcher registration; MRI scanner; brain fiber architecture; color-coded maps; data variation; environmental components; fiber connectivity; generalized fiber anisotropy; genetic influences; high angular resolution diffusion imaging; information theory; interpolation; spatial coherence; structural equation models; white matter fiber orientation distribution functions; Anisotropic magnetoresistance; Brain; Distribution functions; Genetics; High-resolution imaging; Image analysis; Image resolution; Information analysis; Interpolation; Optical fiber testing; DTI registration; High angular resolution diffusion imaging; Jensen-Shannon divergence; structural equation model; twins;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2008. ISBI 2008. 5th IEEE International Symposium on
  • Conference_Location
    Paris
  • Print_ISBN
    978-1-4244-2002-5
  • Electronic_ISBN
    978-1-4244-2003-2
  • Type

    conf

  • DOI
    10.1109/ISBI.2008.4541135
  • Filename
    4541135