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
Link To Document :
بازگشت