Peter de Blank1,2, Greg Russell3, Michael J Fisher4, and Jeffrey I Berman5
1Pediatrics, University Hospitals, Cleveland, OH, United States, 2Case Western Reserve University, Cleveland, OH, United States, 3Boston, MA, United States, 4Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA, United States, 5Radiology, Children's Hospital of Philadelphia, Philadelphia, PA, United States
Synopsis
Previous studies demonstrate that hand-drawn
tractography of the optic radiations correlates with visual acuity in children
with optic pathway glioma (OPG).
However, automated tractography using a structural atlas would require
less time and user expertise. We evaluated 50 children with OPG using both
tractography methods. Both methods demonstrate
significant differences in MD and RD between children with and without visual
acuity loss. On multivariable analysis, both methods demonstrate a similar
association between DTI measures and visual acuity. Automated tractography is a
valid method to assess the optic radiations in children with OPG that requires
less time and expertise.Introduction
Children with Neurofibromatosis type 1 (NF1) are predisposed
to optic pathway gliomas (OPGs) that can cause uncorrectable vision loss. In children with NF1-associated OPGs, DTI measures of the
optic radiations [fractional anisotropy (FA), radial diffusivity (RD), mean
diffusivity (MD)] have been associated with visual acuity and may be an
important tool for the evaluation of these tumors.[1] However, the optic
radiation is a thalamo-cortical tract with start and end points that are more
challenging to depict than those of cortico-cortico tracts, and diffusion MR
tractography that relies on hand-drawn regions of interest requires user
expertise that limits consistency between sites and studies. We created an
automated method to identify white matter tracts in the optic radiations and
compared this method to tractography using hand-drawn regions of interest as
previously reported.[1] As a test of validity, we
evaluated the association between each method’s DTI measures and visual acuity
to determine whether automated tractography was equivalent to hand-drawn
methods.
Methods
In 50 children with NF1 and OPG, we measured the association
between FA, RD and MD of the optic radiations and visual acuity measured within
3 months of imaging. Visual acuity was
measured by a pediatric ophthalmologist and converted to the logarithm of the
minimal angle of resolution (logMAR) to provide a linear scale. A vision deficit in the worse eye of ≥0.2 logMAR
from age norms was considered abnormal (approximately a 2-line drop on the
Snellen chart). Multivariable linear
regression additionally adjusted for age, tumor location, and DTI parameters. All MR examinations were performed at 3T on either a Trio,
Skyra or Verio (Siemens; Erlangen, Germany). Diffusion MR was acquired with an
echo planar pulse sequence with 128 x 128 matrix, in-plane voxel size of 2 x
2mm, diffusion weighting of b=1000 s/mm2, and full brain coverage
with no gap between slices. Examinations
were acquired with 30 gradient directions and 2mm slice thickness, except for
13 examinations that were acquired with 20 diffusion gradient directions and
2.5mm slice thickness. On the 3T Trio,
TE was 91-93ms, with TR of 7.3-11.6 s and bandwidth of 1395Hz/pixel. On the Skyra, TE was 84ms, with TR of 9.4-9.6
s and bandwidth of 1565Hz/pixel. On the
Verio, TE was 91-104ms, with TR of 9.4-14 s and bandwidth of 1395Hz/pixel.
Two methods for OR
tractography were assessed (Figure 1). In
the hand-drawn method, regions of interest posterior to Meyer’s loop and
anterior to tract branching near the calcarine cortex were used. Deterministic
streamline fiber tracking with fiber assignment by continuous fiber tracking
algorithm was used with minimum FA value of 0.15 and maximum turning angle of
70º. In the automated process, tractography
was performed by registering b=0 images to the MNI 152 T1 2mm standard space
structural template. Probabilistic
streamline fiber tracking was used to isolate white matter tracks between masks
of the lateral geniculate nucleus of the thalamus and the occipital pole with
exclusion regions in the mid-sagittal image and anterior to the mid-thalamus.
Results
Between 2009-2012, 26 of 50 children (52%) with
NF1 and OPG had visual acuity loss. There
was no difference in age (p=0.28), tumor location (p=0.14) or DTI parameters
(p=0.14) between those with and without visual acuity loss. Hand-drawn
tractography methods required 20-25minutes/subject; automated methods were
performed with <1minute/subject of operator time. On univariate analysis of
all 50 subjects, FA and RD of the optic radiations were significantly different
between the two methods. Comparing subjects with and
without visual acuity loss, significant differences in RD and
MD were found by either method, and in FA using hand-drawn tractography. FA using automated tractography exhibited a
trend toward significance (p=0.054) (Figure 2). On multivariable analysis, both
methods demonstrated that FA was associated with visual acuity with similar
adjusted coefficients and coefficient of determination (R2) (Figure
3).
Discussion
Automated tractography of the optic radiations is
a valid method of assessing the association between DTI measures and visual
acuity compared to tractography using hand-drawn regions of interest. Because
the automated process is constrained to tracts that connect the lateral
geniculate nucleus and the occipital cortex, these tracts will differ from
previous methods but may better conform to anatomic expectations. Automated
tractography of the optic radiations offers a fast, reliable and consistent
method of tract identification that is not reliant on operator time and expertise.
This method of tract identification may be useful as DTI is included in the
routine clinical exam of children with OPG and is developed as a potential
biomarker for visual acuity.
Acknowledgements
This work was supported by the Francis S. Collins Scholarship (Johns Hopkins University)References
1. de Blank et al.
Neuro-oncology, 2013.