Longitudinal analysis of structural changes following unilateral focused ultrasound thalamotomy

Francesco Sammartino, Fang-Cheng Yeh, Vibhor Krishna, Francesco Sammartino, Fang-Cheng Yeh, Vibhor Krishna

Abstract

Objective: Focused ultrasound thalamotomy is an emerging treatment for essential tremor, and it is ideal for studying reorganization in the human brain after acute injury because it creates a controlled thalamic ablation without breaching the cortex. However, there is not yet a metric capable of detecting microstructural changes in the presence of acute phase edema with good sensitivity in the chronic phase, when the lesion boundaries become inconspicuous.

Methods: We prospectively studied microstructural changes at the lesion site using generalized q-sampling imaging with restricted diffusion imaging. We obtained diffusion-weighted MRI scans preoperatively, 1 day after (n = 18), and 1 year after (n = 9) focused ultrasound thalamotomy. The restricted diffusion imaging maps were compared at the group level, controlling for improvement in contralateral hand tremor.

Results: The restricted diffusion imaging metric significantly increased in the 1 day post images, and the area with restricted diffusivity extended beyond the lesion boundaries identified on T2-weighted imaging. Two distinct zones of microstructural changes were identified, and the lesion area was identifiable at 1 year. The anterior and medial aspects of the lesion had a significant changes in RDI at 1 year, potentially signifying reorganization. The voxels with significant changes in restricted diffusion imaging values extend beyond the VIM into the surrounding white matter.

Interpretation: Correcting for free water contamination with restricted diffusion imaging allowed us to study microstructural changes after focused ultrasound thalamotomy. We observed statistically significant changes in RDI in the anterior and medial aspect of the lesion at 1 year. Whether these changes represent tissue reorganization remains to be confirmed in future studies. These findings may support performing additional ablations antero-medially for durable efficacy.

Keywords: Focused ultrasound; Free water correction, Lesion characteristics; Thalamotomy; Tractography.

Copyright © 2019 The Authors. Published by Elsevier Inc. All rights reserved.

Figures

Fig. 1
Fig. 1
(A) Lesion boundaries become inconspicuous after FUS-T in contrast to radiofrequency thalamotomy (B). The structural T2-weighted images are compared between a patient with left radiofrequency thalamotomy (imaging obtained 18 years after surgery) and a patient (B) who had focused ultrasound thalamotomy (imaging obtained 1 year after surgery) for the treatment of essential tremor. In contrast to the radiofrequency lesion, both fractional anisotropy (FA) and mean diffusivity (MD) maps in the corresponding location fail to reveal the FUS-T lesion.
Fig. 2
Fig. 2
Processing pipeline: flow chart that illustrates the steps of the dMRI processing pipeline from acquisition to statistical analysis.
Fig. 3
Fig. 3
Group-level comparison of diffusion metrics at the slab level: Thresholded maps resulting from the t-test (FSL randomise, 5000 permutations with TFCE), comparing baseline and 1 day post values. From the top: RDI (A), FA (B), MD (C) comparison maps (threshold p < 0.05).
Fig. 4
Fig. 4
The different zones resulting from RDI clustering. (A) Green: zone 1; Yellow: zone 2; Blue: zone 3; Red: zone 4. (B) Violin plots for the group level RDI percentage changes in each zone, between baseline and 1 day post, and between 1 day and 1 year post maps. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)
Fig. 5
Fig. 5
Differences in streamline counts between zone 1 and zone 2 at 1 year (B) compared to pre-surgical baseline (A). Tractography using DSISTUDIO software for the nine patients with 1-year data; group template seeding from the group-level mask of zone 1 (green) and zone 2 (yellow). (C) Boxplots showing the number of streamlines per cluster and per time point. ** = t-test p-value < 0.001.
Fig. 6
Fig. 6
Illustration of RDI changes at the single-patient level (ID 9 in Supplementary Table 1) between (A) baseline, (B) 1 day post imaging, and (C) 1 year post imaging. Right: RDI maps; Left: the corresponding T2 image. The median RDI values in zone 1, in this case, were 3.09 (SD 0.56) at 1 day post and 2.54 (SD 0.30) at 1 year post, while the values in the surrounding cluster were 2.20 (SD 0.32) and 1.36 (SD 0.28). (D) Bar graph showing the median RDI in zone 1 between baseline (left), 1 day post (middle), and 1 year post (right) at the group level. * = comparisons that are significant with p 

Fig. 7

Group-level comparison of RDI values.…

Fig. 7

Group-level comparison of RDI values. (A) Voxels with a significant increase in RDI…

Fig. 7
Group-level comparison of RDI values. (A) Voxels with a significant increase in RDI at 1 day post-FUS-T across all patients (FSL randomise t-test, 18 comparisons, 5000 permutations with TFCE). (B) Voxels with significant RDI increase when accounting for tremor improvement at 3 months. (C) Voxels with significant RDI decrease at 1 year. (D) Surviving voxels after the t-test between 1 day post and 1 year post RDI images, after adjusting for percentage of tremor improvement.

Supplementary Fig. 1

ROC curves of (A–B)…

Supplementary Fig. 1

ROC curves of (A–B) RDI to predict lesion size and percentage of…

Supplementary Fig. 1
ROC curves of (A–B) RDI to predict lesion size and percentage of tremor improvement at 3 months; (C–D) FA to predict lesion size and tremor improvement.

Supplementary Fig. 2

Zoomed insets of Fig.…

Supplementary Fig. 2

Zoomed insets of Fig. 3 (A-B-C follow the same label order).

Supplementary Fig. 2
Zoomed insets of Fig. 3 (A-B-C follow the same label order).
All figures (9)
Fig. 7
Fig. 7
Group-level comparison of RDI values. (A) Voxels with a significant increase in RDI at 1 day post-FUS-T across all patients (FSL randomise t-test, 18 comparisons, 5000 permutations with TFCE). (B) Voxels with significant RDI increase when accounting for tremor improvement at 3 months. (C) Voxels with significant RDI decrease at 1 year. (D) Surviving voxels after the t-test between 1 day post and 1 year post RDI images, after adjusting for percentage of tremor improvement.
Supplementary Fig. 1
Supplementary Fig. 1
ROC curves of (A–B) RDI to predict lesion size and percentage of tremor improvement at 3 months; (C–D) FA to predict lesion size and tremor improvement.
Supplementary Fig. 2
Supplementary Fig. 2
Zoomed insets of Fig. 3 (A-B-C follow the same label order).

References

    1. Ashkan K., Blomstedt P., Zrinzo L., Tisch S., Yousry T., Limousin-Dowsey P., Hariz M. Variability of the subthalamic nucleus: the case for direct MRI guided targeting. Br. J. Neurosurg. 2007;21:197–200.
    1. Avants B.B., Tustison N., Song G. Advanced normalization tools (ANTS) Insight J. 2009;2:1–35.
    1. Basser P.J. Inferring microstructural features and the physiological state of tissues from diffusion-weighted images. NMR Biomed. 1995;8:333–344.
    1. Bergman H., Wichmann T., DeLong M.R. Reversal of experimental parkinsonism by lesions of the subthalamic nucleus. Science. 1990;249:1436–1438.
    1. Blomstedt P., Sandvik U., Tisch S. Deep brain stimulation in the posterior subthalamic area in the treatment of essential tremor. Mov. Disord. 2010;25:1350–1356.
    1. Boutet A., Ranjan M., Zhong J., Germann J., Xu D., Schwartz M.L., Lipsman N., Hynynen K., Devenyi G.A., Chakravarty M., Hlasny E., Llinas M., Lozano C.S., Elias G.J.B., Chan J., Coblentz A., Fasano A., Kucharczyk W., Hodaie M., Lozano A.M. Focused ultrasound thalamotomy location determines clinical benefits in patients with essential tremor. Brain. 2018;141:3405–3414.
    1. Burzynska A.Z., Preuschhof C., Bäckman L., Nyberg L., Li S.-C., Lindenberger U., Heekeren H.R. Age-related differences in white matter microstructure: region-specific patterns of diffusivity. Neuroimage. 2010;49:2104–2112.
    1. Chang J.W., Park C.K., Lipsman N., Schwartz M.L., Ghanouni P., Henderson J.M., Gwinn R., Witt J., Tierney T.S., Cosgrove G.R. A prospective trial of magnetic resonance–guided focused ultrasound thalamotomy for essential tremor: results at the 2-year follow-up. Ann. Neurol. 2018;83:107–114.
    1. Charrad M., Ghazzali N., Boiteau V., Niknafs A., Charrad M.M. Package ‘NbClust. J. Stat. Softw. 2014;61:1–36.
    1. Chen L., ter Haar G., Hill C.R. Influence of ablated tissue on the formation of high-intensity focused ultrasound lesions. Ultrasound Med. Biol. 1997;23:921–931.
    1. Elias W.J., Huss D., Voss T., Loomba J., Khaled M., Zadicario E., Frysinger R.C., Sperling S.A., Wylie S., Monteith S.J. A pilot study of focused ultrasound thalamotomy for essential tremor. N. Engl. J. Med. 2013;369:640–648.
    1. Elias W.J., Khaled M., Hilliard J.D., Aubry J.-F., Frysinger R.C., Sheehan J.P., Wintermark M., Lopes M.B. A magnetic resonance imaging, histological, and dose modeling comparison of focused ultrasound, radiofrequency, and gamma knife radiosurgery lesions in swine thalamus. J. Neurosurg. 2013;119:307–317.
    1. Elias W.J., Khaled M., Hilliard J.D., Aubry J.F., Frysinger R.C., Sheehan J.P., Wintermark M., Lopes M.B. A magnetic resonance imaging, histological, and dose modeling comparison of focused ultrasound, radiofrequency, and Gamma Knife radiosurgery lesions in swine thalamus. J. Neurosurg. 2013;119(2):307–317.
    1. Elias W.J., Lipsman N., Ondo W.G., Ghanouni P., Kim Y.G., Lee W., Schwartz M., Hynynen K., Lozano A.M., Shah B.B. A randomized trial of focused ultrasound thalamotomy for essential tremor. N. Engl. J. Med. 2016;375:730–739.
    1. FDA . 2016. FDA Approves First MRI-Guided Focused Ultrasound Device to Treat Essential Tremor.
    1. Fry W.J., Mosberg W., Jr., Barnard J., Fry F. Production of focal destructive lesions in the central nervous system with ultrasound. J. Neurosurg. 1954;11:471–478.
    1. Harary M., Essayed W.I., Valdes P.A., McDannold N., Cosgrove G.R. Volumetric analysis of magnetic resonance–guided focused ultrasound thalamotomy lesions. Neurosurg. Focus. 2018;44:E6.
    1. Harary M., Segar D.J., Huang K.T., Tafel I.J., Valdes P.A., Cosgrove G.R. Focused ultrasound in neurosurgery: a historical perspective. Neurosurg. Focus. 2018;44:E2.
    1. Hariz G.-M., Lindberg M., Bergenheim A.T. Impact of thalamic deep brain stimulation on disability and health-related quality of life in patients with essential tremor. J. Neurol. Neurosurg. Psychiatry. 2002;72:47–52.
    1. Hirai T., Miyazaki M., Nakajima H., Shibazaki T., Ohye C. The correlation between tremor characteristics and the predicted volume of effective lesions in stereotaxic nucleus ventralis intermedius thalamotomy. Brain. 1983;106:1001–1018.
    1. Hynynen K., Clement G.T., McDannold N., Vykhodtseva N., King R., White P.J., Vitek S., Jolesz F.A. 500-element ultrasound phased array system for noninvasive focal surgery of the brain: a preliminary rabbit study with ex vivo human skulls. Magn. Reson. Med. 2004;52:100–107.
    1. Ito M., Watanabe H., Kawai Y., Atsuta N., Tanaka F., Naganawa S., Fukatsu H., Sobue G. Usefulness of combined fractional anisotropy and apparent diffusion coefficient values for detection of involvement in multiple system atrophy. J. Neurol. Neurosurg. Psychiatry. 2007;78:722–728.
    1. Jenkinson M., Beckmann C.F., Behrens T.E., Woolrich M.W., Smith S.M. Fsl. Neuroimage. 2012;62:782–790.
    1. Kennedy J., Ter Haar G., Cranston D. High intensity focused ultrasound: surgery of the future? Br. J. Radiol. 2003;76:590–599.
    1. Krishna V., Sammartino F., Agrawal P., Changizi B.K., Bourekas E., Knopp M.V., Rezai A. Prospective tractography-based targeting for improved safety of focused ultrasound thalamotomy. Neurosurgery. 2018;84(1):160–168.
    1. Krishna V., Sammartino F., Rezai A. A review of the current therapies, challenges, and future directions of transcranial focused ultrasound technology: advances in diagnosis and treatment. JAMA Neurol. 2018;75:246–254.
    1. Lenz F., Kwan H., Martin R., Tasker R., Dostrovsky J., Lenz Y. Single unit analysis of the human ventral thalamic nuclear group: tremor-related activity in functionally identified cells. Brain. 1994;117:531–543.
    1. Metzler-Baddeley C., O'Sullivan M.J., Bells S., Pasternak O., Jones D.K. How and how not to correct for CSF-contamination in diffusion MRI. Neuroimage. 2012;59:1394–1403.
    1. Pasternak O., Westin C.-F., Bouix S., Seidman L.J., Goldstein J.M., Woo T.-U.W., Petryshen T.L., Mesholam-Gately R.I., McCarley R.W., Kikinis R. Excessive extracellular volume reveals a neurodegenerative pattern in schizophrenia onset. J. Neurosci. 2012;32:17365–17372.
    1. Pierpaoli C., Walker L., Irfanoglu M., Barnett A., Basser P., Chang L., Koay C., Pajevic S., Rohde G., Sarlls J. 2010. TORTOISE: An Integrated Software Package for Processing of Diffusion MRI Data. Book TORTOISE: An Integrated Software Package for Processing of Diffusion MRI Data (Editor Ed^ Eds) 18, 1597.
    1. Robin X., Turck N., Hainard A., Tiberti N., Lisacek F., Sanchez J.-C., Müller M. pROC: an open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinforma. 2011;12:77.
    1. Rohde G.K., Barnett A.S., Basser P.J., Marenco S., Pierpaoli C. Comprehensive approach for correction of motion and distortion in diffusion-weighted MRI. Magn. Reson. Med. 2004;51:103–114.
    1. Saad Z.S., Reynolds R.C., Argall B., Japee S., Cox R.W. IEEE International Symposium on. IEEE; 2004. SUMA: an interface for surface-based intra-and inter-subject analysis with AFNI. Biomedical Imaging: Nano to Macro, 2004; pp. 1510–1513.
    1. Sammartino F., Krishna V., King N.K.K., Lozano A.M., Schwartz M.L., Huang Y., Hodaie M. Tractography-based ventral intermediate nucleus targeting: novel methodology and intraoperative validation. Mov. Disord. 2016;31:1217–1225.
    1. Sandvik U., Koskinen L.-O., Lundquist A., Blomstedt P. Thalamic and subthalamic deep brain stimulation for essential tremor: where is the optimal target? Neurosurgery. 2011;70:840–846.
    1. Schuurman P.R., Bosch D.A., Bossuyt P.M., Bonsel G.J., Van Someren E.J., De Bie R.M., Merkus M.P., Speelman J.D. A comparison of continuous thalamic stimulation and thalamotomy for suppression of severe tremor. N. Engl. J. Med. 2000;342:461–468.
    1. Smith S.M., Nichols T.E. Threshold-free cluster enhancement: addressing problems of smoothing, threshold dependence and localisation in cluster inference. Neuroimage. 2009;44:83–98.
    1. Vykhodtseva N., Mcdannold N., Martin H., Bronson R.T., Hynynen K. Apoptosis in ultrasound-produced threshold lesions in the rabbit brain. Ultrasound Med. Biol. 2001;27:111–117.
    1. Wintermark M., Druzgal J., Huss D., Khaled M., Monteith S., Raghavan P., Huerta T., Schweickert L., Burkholder B., Loomba J. Imaging findings in MR imaging–guided focused ultrasound treatment for patients with essential tremor. Am. J. Neuroradiol. 2014;35:891–896.
    1. Yeh F.C., Tseng W.Y. NTU-90: a high angular resolution brain atlas constructed by q-space diffeomorphic reconstruction. Neuroimage. 2011;58:91–99.
    1. Yeh F.-C., Wedeen V.J., Tseng W.-Y.I. Generalized ${q} $-sampling imaging. IEEE Trans. Med. Imaging. 2010;29:1626–1635.
    1. Yeh F.C., Liu L., Hitchens T.K., Wu Y.L. Mapping immune cell infiltration using restricted diffusion MRI. Magn. Reson. Med. 2017;77:603–612.
    1. Zhang H., Wang Y., Lu T., Qiu B., Tang Y., Ou S., Tie X., Sun C., Xu K., Wang Y. Differences between generalized q-sampling imaging and diffusion tensor imaging in the preoperative visualization of the nerve fiber tracts within peritumoral edema in brain. Neurosurgery. 2013;73:1044–1053.

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