Tina Jeon1, Virendra Mishra2, and Hao Huang1,3
1Radiology Research, Children's Hospital of Philadelphia, Philadelphia, PA, United States, 2Lou Ruvo Center for Brain Health, Cleveland Clinic, Las Vegas, NV, United States, 3Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
Synopsis
Dense white matter (WM) zones just beneath cerebral
cortex impede tracking from a cortical region of interest with diffusion MRI
data. To address this tracing problem, we can either dilate the parcellated cortex
into the adjacent WM to initiate tracing or trace directly from WM interior to
these dense WM zones. Here we evaluated with diffusion MRI data from three developmental age groups 1)
how much dilation from the segmented cortical gyrus would be sufficient for
appropriate WM tracing; and 2) if tracing directly from the WM immediately
beneath the dense WM zones will yield the same tractography results. Purpose
White matter (WM) tractography with diffusion
MRI (dMRI) has been used to infer anatomic connections between cortical
regions. Most brain structural connectivity is established by two procedures,
cortical parcellation and WM fiber tracing from a certain parcellated cortical
region serving as a seed region of interest (ROI) for tractography. Unlike
tracing from inside WM, a recent study [1] revealed that roughly 50% of the
long-range WM fibers are inaccessible due to dense WM zones immediately beneath
the cortex. These dense WM zones impede tracking from the cerebral cortex. There
are two practical approaches to address this problem. First, to dilate the
cortex into the adjacent WM to initiate tracing; and secondly, to bypass these
dense WM zones and trace directly from WM interior to these dense WM zones [2].
In this study, we evaluated for different developmental age groups, how
different dilation distances from cortex and inside WM would affect
tractography results used to quantify brain connectivity.
Methods
Subjects and data acquisition: 3 healthy children (2 F and 1 M; 8.7±1.5 yrs), 3 adolescents
(3 F; 16.2±0.7 yrs), and 3 young adults (2F and 1 M; 23±1.9 yrs) were scanned on
a 3T Philips Achieva system. The diffusion weighted imaging (DWI) parameters
were: single-shot EPI with SENSE factor = 2.3, FOV=224/224/143mm, imaging
matrix = 112x112, axial slice thickness = 2.2mm without gap, 30 directions, b=1000
s/mm
2, repetition=2. T1-weighted (MPRAGE) image with FOV=256/256/160mm
and resolution 1x1x1mm was also acquired.
Cortical
parcellation: Based on T1-weighted image of each subject, cerebral
cortex of each hemisphere was parcellated into 33 gyri [3] using FreeSurfer (http://surfer.nmr.mgh.harvard.edu).
Selection of the cortical seed ROIs to initiate tracing: The
parcellated cortical gyri from the T1-weighted image were transformed to dMRI
space to serve as the seed ROIs for tractography. Affine transformation was
applied to reorient and transform the parcellated cortical labels into dMRI
space with
Diffeomap
(http://www.mristudio.org). For the first evaluation approach, the precentral
gyrus and superior frontal gyrus were dilated 1, 2, 3, 4 and 5 mm into the WM
and dilated cortical gyri were used as seed ROIs to initiate WM tracing. For
the second evaluation approach, cortical gyral regions were first dilated by 2
mm and 4 mm into the WM, then the cortical gyral regions dilated by 1 mm were
subtracted to bypass the dense WM zones.
Tractography
initiated from a cortical seed ROI: Tractography was conducted with the
seed ROIs specified above using Probtrackx
in FDT of FSL (http://www.fmrib.ox.ac.uk/fsl). A segmented WM mask (SPM FAST, http://www.fil.ion.ucl.ac.uk/spm) was generated to filter out the
spurious tracing entering non-WM regions.
Evaluation
of tractography results with Dice ratios: To quantify the differences
of WM traced from different seed ROIs, we calculated Dice coefficients [4] between
traced WM regions with the first or second approach and traced WM regions from
corresponding parcellated cortical gyrus with a dilation of 5mm. ANOVA was conducted
with the Dice ratios among three age groups to test age effects. Dice ratios between
the WM tracts traced from the dilated ROI with the 3 mm dilation and those traced
with the dilated ROI with 5mm dilation were calculated.
Results
Fig. 1 shows that seed ROIs with larger cortical
dilation distance and dilation into deeper WM yield more traced WM for the representative
subject in all three age groups. As shown in Fig. 2, the Dice ratio for all 3 age
groups increased as a function of dilation distance from the cortex. However,
after a certain cortical dilation distance of 3mm, a plateau is reached (Fig.
2). Tracing directly from WM causes incomplete WM coverage similar to that
tracing from pure parcellated cortical region (Fig. 2). Fig. 3 reveals there is no significant
difference in mean Dice ratios among the three age groups (p=0.19) for
tractography from two representative cortical ROIs.
Discussion and Conclusion
Changing the cortical seed ROIs led to dramatic
differences in tractography results. Tractography directly
from the parcellated cortical ROI without dilation may lead to significant bias
and incomplete coverage of the WM tracts connected to the cortical ROI. Tractography
from WM immediately close to the cortical region results in incomplete tracing
outcome too. The same strategy for selection of cortical seed
ROIs can be applied to diffusion MRI of all three developmental age groups.
Dilation of 3mm from the parcellated cortical ROI seems to be optimal for
tractography from the cortical ROIs. Evaluation of the effects of the cortical
ROIs on quantification of the connectivity strength (i.e. number of fibers,
tracing probability) and connectivity matrices is under way.
Acknowledgements
This study is sponsored by NIH MH092535 and NIH
MH092535-S1.References
[1] Reveley et al (2015) PNAS 112, 2820-2828. [2] Oishi et al
(2008) Neuroimage 15, 447-457. [3] Desikan et al (2006) Neuroimage 31, 968-980.
[4] Dice, (1945) Ecology 26, 297-302.