Predicting Post-Operative Side Effects in VIM MRgFUS Based on THalamus Optimized Multi Atlas Segmentation (THOMAS) on White-Matter-Nulled MRI: A Retrospective Study.

Sonoko Oshima, Asher Kim, Xiaonan R Sun, Ziad Rifi, Katy A Cross, Katherine A Fu, Noriko Salamon, Benjamin M Ellingson, Ausaf A Bari, Jingwen Yao
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Abstract

Background and purpose: Precise and individualized targeting of the ventral intermediate thalamic nucleus for the MR-guided focused ultrasound is crucial for enhancing treatment efficacy and avoiding undesirable side effects. In this study, we tested the hypothesis that the spatial relationships between Thalamus Optimized Multi Atlas Segmentation derived segmentations and the post-focused ultrasound lesion can predict post-operative side effects in patients treated with MR-guided focused ultrasound.

Materials and methods: We retrospectively analyzed 30 patients (essential tremor, n = 26; tremor-dominant Parkinson's disease, n = 4) who underwent unilateral ventral intermediate thalamic nucleus focused ultrasound treatment. We created ROIs of coordinate-based indirect treatment target, focused ultrasound-induced lesion, and thalamus and ventral intermediate thalamic nucleus segmentations. We extracted imaging features including 1) focused ultrasound-induced lesion volumes, 2) overlap between lesions and thalamus and ventral intermediate thalamic nucleus segmentations, 3) distance between lesions and ventral intermediate thalamic nucleus segmentation and 4) distance between lesions and the indirect standard target. These imaging features were compared between patients with and without post-operative gait/balance side effects using Wilcoxon rank-sum test. Multivariate prediction models of side effects based on the imaging features were evaluated using the receiver operating characteristic analyses.

Results: Patients with self-reported gait/balance side effects had a significantly larger extent of focused ultrasound-induced edema, a smaller fraction of the lesion within the ventral intermediate thalamic nucleus segmentation, a larger fraction of the off-target lesion outside the thalamus segmentation, a more inferior centroid of the lesion from the ventral intermediate thalamic nucleus segmentation, and a larger distance between the centroid of the lesion and ventral intermediate thalamic nucleus segmentation (p < 0.05). Similar results were found for exam-based side effects. Multivariate regression models based on the imaging features achieved areas under the curve of 0.99 (95% CI: 0.88 to 1.00) and 0.96 (95% CI: 0.73 to 1.00) for predicting self-reported and exam-based side effects, respectively.

Conclusions: Thalamus Optimized Multi Atlas Segmentation-based patient-specific segmentation of the ventral intermediate thalamic nucleus can predict post-operative side effects, which has implications for aiding the direct targeting of MR-guided focused ultrasound and reducing side effects.

基于丘脑优化的多图谱分割(THOMAS)预测VIM MRgFUS术后副作用:一项回顾性研究。
背景与目的:核磁共振引导下聚焦超声精确个体化定位丘脑腹侧中间核是提高治疗效果和避免不良副作用的关键。在本研究中,我们验证了丘脑优化多图谱分割衍生的分割与聚焦超声病变之间的空间关系可以预测磁共振引导聚焦超声治疗患者术后副作用的假设。材料与方法:回顾性分析30例特发性震颤患者,n = 26;震颤显性帕金森病,n = 4),接受单侧腹侧丘脑中间核聚焦超声治疗。我们建立了基于坐标的间接治疗靶点、超声诱导病灶聚焦、丘脑和腹侧丘脑中间核分割的roi。我们提取的影像学特征包括:1)超声诱导病灶体积的聚焦,2)病灶与丘脑和腹侧丘脑中间核分割的重叠,3)病灶与腹侧丘脑中间核分割的距离,4)病灶与间接标准靶的距离。使用Wilcoxon秩和检验比较有和没有术后步态/平衡副作用的患者的这些影像学特征。基于影像学特征的多变量副作用预测模型通过受试者工作特征分析进行评估。结果:自我报告步态/平衡副作用的患者,超声诱导的水肿程度明显更大,腹侧丘脑中间核区域内病变的比例更小,丘脑中间核区域外脱靶病变的比例更大,腹侧丘脑中间核区域病变的质心更低。且病灶质心与腹侧丘脑中间核分割距离较大(p < 0.05)。在基于检查的副作用中也发现了类似的结果。基于影像学特征的多元回归模型在预测自我报告的副作用和基于检查的副作用时,曲线下面积分别为0.99 (95% CI: 0.88至1.00)和0.96 (95% CI: 0.73至1.00)。结论:基于丘脑优化多图谱分割的丘脑腹侧中间核患者特异性分割可预测术后副作用,有助于mri引导下聚焦超声的直接靶向,减少副作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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