TY - JOUR
T1 - Fisher statistics for analysis of diffusion tensor directional information
AU - Hutchinson, Elizabeth B.
AU - Rutecki, Paul A.
AU - Alexander, Andrew L.
AU - Sutula, Thomas P.
N1 - Funding Information:
The authors thank Sue Osting and Craig Levenick for their technical assistance with animal surgeries and sample preparation. This work was funded by the following sources: NINDS R01 25020 and Department of Defense DR080424 . EH is funded in part by an award from the Lily's Fund for Epilepsy Research .
PY - 2012/4/30
Y1 - 2012/4/30
N2 - A statistical approach is presented for the quantitative analysis of diffusion tensor imaging (DTI) directional information using Fisher statistics, which were originally developed for the analysis of vectors in the field of paleomagnetism. In this framework, descriptive and inferential statistics have been formulated based on the Fisher probability density function, a spherical analogue of the normal distribution. The Fisher approach was evaluated for investigation of rat brain DTI maps to characterize tissue orientation in the corpus callosum, fornix, and hilus of the dorsal hippocampal dentate gyrus, and to compare directional properties in these regions following status epilepticus (SE) or traumatic brain injury (TBI) with values in healthy brains. Direction vectors were determined for each region of interest (ROI) for each brain sample and Fisher statistics were applied to calculate the mean direction vector and variance parameters in the corpus callosum, fornix, and dentate gyrus of normal rats and rats that experienced TBI or SE. Hypothesis testing was performed by calculation of Watson's F-statistic and associated p-value giving the likelihood that grouped observations were from the same directional distribution. In the fornix and midline corpus callosum, no directional differences were detected between groups, however in the hilus, significant (. p<. 0.0005) differences were found that robustly confirmed observations that were suggested by visual inspection of directionally encoded color DTI maps. The Fisher approach is a potentially useful analysis tool that may extend the current capabilities of DTI investigation by providing a means of statistical comparison of tissue structural orientation.
AB - A statistical approach is presented for the quantitative analysis of diffusion tensor imaging (DTI) directional information using Fisher statistics, which were originally developed for the analysis of vectors in the field of paleomagnetism. In this framework, descriptive and inferential statistics have been formulated based on the Fisher probability density function, a spherical analogue of the normal distribution. The Fisher approach was evaluated for investigation of rat brain DTI maps to characterize tissue orientation in the corpus callosum, fornix, and hilus of the dorsal hippocampal dentate gyrus, and to compare directional properties in these regions following status epilepticus (SE) or traumatic brain injury (TBI) with values in healthy brains. Direction vectors were determined for each region of interest (ROI) for each brain sample and Fisher statistics were applied to calculate the mean direction vector and variance parameters in the corpus callosum, fornix, and dentate gyrus of normal rats and rats that experienced TBI or SE. Hypothesis testing was performed by calculation of Watson's F-statistic and associated p-value giving the likelihood that grouped observations were from the same directional distribution. In the fornix and midline corpus callosum, no directional differences were detected between groups, however in the hilus, significant (. p<. 0.0005) differences were found that robustly confirmed observations that were suggested by visual inspection of directionally encoded color DTI maps. The Fisher approach is a potentially useful analysis tool that may extend the current capabilities of DTI investigation by providing a means of statistical comparison of tissue structural orientation.
KW - Diffusion tensor MRI
KW - Eigenvector orientation
KW - Epilepsy
KW - Fisher statistics
KW - Hippocampus
KW - Traumatic brain injury
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U2 - 10.1016/j.jneumeth.2012.02.004
DO - 10.1016/j.jneumeth.2012.02.004
M3 - Article
C2 - 22342971
AN - SCOPUS:84857663697
SN - 0165-0270
VL - 206
SP - 40
EP - 45
JO - Journal of Neuroscience Methods
JF - Journal of Neuroscience Methods
IS - 1
ER -