Qiyuan Tian1,2, Max Wintermark2, Kim Butts Pauly2, Diane Huss3, W. Jeffrey Elias4, and Jennifer A. McNab2
1Electrical Engineering, Stanford University, Stanford, CA, United States, 2Radiology, Stanford University, Stanford, CA, United States, 3Physical Therapy, University of Virginia, Charlottesville, VA, United States, 4Neurosurgery, University of Virginia, Charlottesville, VA, United States
Synopsis
We retrospectively
studied 13 essential tremor patients treated with MRI-guided focused ultrasound.
The purpose was to demonstrate the value of using diffusion MRI tractography to
help localize the ventral intermediate (Vim) nucleus of the thalamus (the
treatment target). Tractography between the thalamus and hand-knob region of
the motor cortex was consistent from subject-to-subject and followed the
expected anatomy. The thalamic voxels with high tractography streamline counts
qualitatively matched the location of Vim as depicted on the Schaltenbrand-Wahren
Atlas. A trend was found towards better treatment outcome scores with higher pre-treatment
probabilistic tractography streamline counts within the visualized MRgFUS
treatment-induced lesion.Target Audience
Physicists,
neuroscientists and clinicians who are interested in using diffusion tractography.
Introduction
MRI-guided focused
ultrasound (MRgFUS) provides a less invasive way to lesion the ventral
intermediate (Vim) nucleus of the thalamus as a treatment for essential tremor
(ET) (1-3). Delineation of Vim is challenging because
of its small size and the low intrinsic contrast between thalamic nuclei on
structural MRI. Current methods to target Vim use a standard atlas overlaid on
the patient’s MRI or stereotactic coordinates relative to the anterior
commissure-posterior commissure line (4). We conducted a retrospective study to
evaluate the value of diffusion tractography for targeting Vim in the MRgFUS
treatment of ET patients (5-10). Specifically, we performed diffusion
tractography on pre-treatment data to map structural connections between the
thalamus and the hand-knob region of the motor cortex on the treated hemisphere.
The tractography streamline counts within the MRgFUS treatment-induced lesion (as
visualized on post-treatment T
1-weighted images) were compared with treatment
outcomes.
Methods
Data Acquisition. With IRB approval and prospective informed consent, 13
patients with medication-refractory ET were treated with transcranial MRgFUS targeting
Vim contralateral to their dominant hand in an FDA-approved pilot clinical
trial (1-3). Data acquisition included whole-brain diffusion
tractography pre-treatment (baseline) and T1-weighted images 1 week post-treatment
(parameters in Fig.1a). ROIs were drawn by a neuroradiologist (M.W.) for the thalamus
and hand-knob on the baseline diffusion data, and for the lesion on the week-1 T1-weighted
images (Fig.1b-d).
Data Analysis. Baseline diffusion images were corrected for eddy
current distortions and bulk motion using “eddy_correct” from the FMRIB
Software Library (FSL, http://fsl.fmrib.ox.ac.uk/fsl/fslwiki/). Voxel-wise crossing fiber orientation
distributions were estimated using FSL’s “bedpostx”. Probabilistic tractography
was performed using FSL’s “probtrackx2” using the entire thalamus as the “seed”
and the hand-knob region as the “target”. FSL’s classification option was used
to determine the number of streamlines from each thalamic voxel that reach the
hand-knob region and then these streamline counts were normalized by the total
streamline count (for all thalamic voxels) for each subject (5). Week-1 post-treatment T1-weighted images
were registered to baseline diffusion images using FSL’s “flirt”. The streamline
counts within the lesion were summed and correlated with clinical outcomes.
Clinical Outcome. The efficacy of tremor suppression was measured using
the Clinical Rating Scale for Tremor (CRST) (11). The three components of CRST consist of Part A (tremor
localization/severity), Part B (specific motor task/function) and Part C
(functional disabilities resulting from tremor). We correlated the tractography
results with first: a combined A&B score for the treated hand (0 to 32),
and second: the total score (reflecting tremor in all parts of the body
including both sides, 0 to 160). These scores were acquired at baseline, 3
months and 1 year post-treatment, with higher scores indicating worse tremor.
Results and Discussion
Figure 2 displays the
thresholded (10% of total for each subject) and volume rendered tractography
results for all subjects. The tractography between the thalamus and the
hand-knob region is consistent from subject-to-subject and follows the expected
anatomy.
Figure 3 displays
the streamline counts overlaid on an axial slice for all subjects. Streamline
counts were thresholded (0.3% of the total for each subject) for improved visualization.
The thalamic voxels with high streamline counts qualitatively match the expected
location of Vim as depicted on the Schaltenbrand-Wahren Atlas (12) (Fig.2 lower right). The resolution of the
tractography-delineated Vim was limited by the diffusion image resolution (5.2×1.8×1.8mm3
for the current study).
Figure 4 displays
the CRST A&B scores for the treated hand and the CRST total scores for individual
subjects and the group mean at baseline, 3 months and 1 year post-treatment. Both
CRST A&B and CRST total scores decreased significantly at 3 months and
recovered slightly at 1 year.
Figure 5 shows
scatter plots with fitted lines for the streamline counts within the lesions versus
the CRST scores. These plots indicate a trend that patients with higher streamline
counts within the MRgFUS treatment-induced lesion had a better treatment
outcome (i.e. lower CRST scores).
In summary, we have demonstrated
the value of using a clinically feasible diffusion tractography acquisition (7
minutes) to localize Vim. An acquisition with smaller, isotropic voxels is
expected to improve the accuracy of the tractography. In practice, thalamic
voxels with high streamline counts to the hand-knob area could be used as an
adjunct surrogate marker of Vim. The diffusion data could be acquired alongside,
and used in combination with, the existing pre-treatment imaging that is used to
estimate the location of Vim and then co-registered to the MR images acquired
in real-time during MRgFUS treatment.
Acknowledgements
We thank Gwenaëlle
Douaud and Saad Jbabdi for helpful discussion. Funding was provided by GE
Healthcare, NIH: P41-EB015891, S10-RR026351.References
1. Elias WJ, et al. A pilot study of focused
ultrasound thalamotomy for essential tremor. New England Journal of Medicine.
2013;369(7):640-8.
2. Wintermark M, et al. Imaging Findings in
MR Imaging–Guided Focused Ultrasound Treatment for Patients with Essential
Tremor. American Journal of Neuroradiology. 2014;35(5):891-6.
3. Wintermark M, et al. Thalamic Connectivity
in Patients with Essential Tremor Treated with MR Imaging–guided Focused
Ultrasound: In Vivo Fiber Tracking by Using Diffusion-Tensor MR Imaging.
Radiology. 2014;272(1):202-9.
4. Ghanouni P, et al. Transcranial MRI-Guided
Focused Ultrasound: A Review of the Technologic and Neurologic Applications.
American Journal of Roentgenology. 2015;205(1):150-9.
5. Behrens T, et al. Non-invasive mapping of
connections between human thalamus and cortex using diffusion imaging. Nature
neuroscience. 2003;6(7):750-7.
6. Johansen-Berg H, et al.
Functional–anatomical validation and individual variation of diffusion
tractography-based segmentation of the human thalamus. Cerebral cortex.
2005;15(1):31-9.
7. Hyam JA, et al. Contrasting connectivity
of the ventralis intermedius and ventralis oralis posterior nuclei of the motor
thalamus demonstrated by probabilistic tractography. Neurosurgery.
2012;70(1):162-9.
8. Yamada K, et al. MR imaging of ventral
thalamic nuclei. American Journal of Neuroradiology. 2010;31(4):732-5.
9. Kincses ZT, et al. Target identification
for stereotactic thalamotomy using diffusion tractography. PloS one.
2012;7(1):e29969.
10. Klein J, et al. The tremor network targeted
by successful VIM deep brain stimulation in humans. Neurology.
2012;78(11):787-95.
11. Fahn S, et al. Clinical rating scale for
tremor. Parkinson’s disease and movement disorders. 1993;2:271-80.
12. Schaltenbrand G, et al. Introdution to
stereotaxis with an atlas of the human brain: Georg Thieme; 1959.