• DocumentCode
    2074140
  • Title

    Impact of DTI smoothing on the study of brain aging

  • Author

    Viswanath, V. ; Fletcher, E. ; Singh, Bawa ; Smith, Nadia ; Paul, Deleglise ; Jie Peng ; Jun Chen ; Carmichael, Owen

  • Author_Institution
    IDeA Lab., UC Davis, Sacramento, CA, USA
  • fYear
    2012
  • fDate
    Aug. 28 2012-Sept. 1 2012
  • Firstpage
    94
  • Lastpage
    97
  • Abstract
    Diffusion tensor magnetic resonance imaging (DTI), a method for measuring the integrity of axon fiber tracts in the brain, plays an important role in clarifying brain changes that accompany aging and aging-associated neurodegenerative disease. While DTI smoothing methods theoretically have the potential to enhance such studies by reducing noise, it is unclear whether DTI smoothing has any practical impact on computed associations between fiber tract integrity and scientific variables of interest. Therefore we smoothed DTI images from 154 older adults using three kernel smoothing methods hypothesized to have differing strengths (the affine and log-Euclidean smoothers were hypothesized to enhance highly organized tracts better than the Euclidean smoother). Smoothing increased the strengths of expected associations between DTI and age, cognitive function, and the diagnosis of dementia. However, no particular smoothing method was uniformly superior in strengthening these associations. This data suggests that DTI smoothing enhances the sensitivity of studies of brain aging, but further research is needed to determine which smoothing technique is optimal.
  • Keywords
    biomedical MRI; brain; diseases; image denoising; medical image processing; smoothing methods; DTI smoothing; affine smoother; axon fiber tract integrity; brain aging; diffusion tensor magnetic resonance imaging; kernel smoothing method; log-Euclidean smoother; neurodegenerative disease; Aging; Diffusion tensor imaging; Kernel; Signal to noise ratio; Smoothing methods; Tensile stress; Adult; Aging; Axons; Brain; Dementia; Diffusion Tensor Imaging; Humans; Image Processing, Computer-Assisted; Male; Neurodegenerative Diseases; Sensitivity and Specificity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
  • Conference_Location
    San Diego, CA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4119-8
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2012.6345879
  • Filename
    6345879