VOXEL-WISE GROUP ANALYSIS OF DTI
- PMID: 23703686
- PMCID: PMC3660096
- DOI: 10.1109/isbi.2009.5193172
VOXEL-WISE GROUP ANALYSIS OF DTI
Abstract
Diffusion tensor MRI (DTI) is now a widely used modality to investigate the fiber tissues in vivo, especially the white matter in brain. An automatic pipeline is described in this paper to conduct a localized voxel-wise multiple-subject group comparison study of DTI. The pipeline consists of 3 steps: 1) Preprocessing, including image format converting, image quality check, eddy-current and motion artifact correction, skull stripping and tensor image estimation, 2) study-specific unbiased DTI atlas computation via affine followed by fluid nonlinear registration and warping of all individual DTI images into the common atlas space to achieve voxel-wise correspondence, 3) voxelwise statistical analysis via heterogeneous linear regression and wild bootstrap technique for correcting for multiple comparisons. This pipeline was applied to process data from a fitness and aging study and preliminary results are presented. The results show that this fully automatic pipeline is suitable for voxel-wise group DTI analysis.
Keywords: Diffusion tensor; Group comparison; MRI; Voxel-wise analysis.
Figures
References
-
- Basser P, Pierpaoli C. Microstructural and physiological features of tissues elucidated by quantitative DT-MRI. Journal Magnetic Resonance. 1996 Jun;111(3):209–219. - PubMed
-
- Snook L, Plewes C, Beaulieu C. Voxel based versus region of interest analysis in di_usion tensor imaging of neuro development. NeuroImage. 2007 Jan 1;34(1):243–252. - PubMed
-
- Smith SM, et al. Tract-based spatial statistics: Voxelwise analysis of multi-subject diffusion data. NeuroImage. 2006;31(4):1487–1505. - PubMed
Grants and funding
LinkOut - more resources
Full Text Sources