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基于局部神经解剖学和神经束的最佳扣带回下区深部脑刺激替代指标。

Local neuroanatomical and tract-based proxies of optimal subcallosal cingulate deep brain stimulation.

作者信息

Elias Gavin J B, Germann Jürgen, Boutet Alexandre, Beyn Michelle E, Giacobbe Peter, Song Ha Neul, Choi Ki Sueng, Mayberg Helen S, Kennedy Sidney H, Lozano Andres M

机构信息

Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada; Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada.

Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada; Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada; Joint Department of Medical Imaging, University of Toronto, Toronto, M5T 1W7, Canada.

出版信息

Brain Stimul. 2023 Sep-Oct;16(5):1259-1272. doi: 10.1016/j.brs.2023.08.014. Epub 2023 Aug 21.

Abstract

BACKGROUND

Deep brain stimulation of the subcallosal cingulate area (SCC-DBS) is a promising neuromodulatory therapy for treatment-resistant depression (TRD). Biomarkers of optimal target engagement are needed to guide surgical targeting and stimulation parameter selection and to reduce variance in clinical outcome.

OBJECTIVE/HYPOTHESIS: We aimed to characterize the relationship between stimulation location, white matter tract engagement, and clinical outcome in a large (n = 60) TRD cohort treated with SCC-DBS. A smaller cohort (n = 22) of SCC-DBS patients with differing primary indications (bipolar disorder/anorexia nervosa) was utilized as an out-of-sample validation cohort.

METHODS

Volumes of tissue activated (VTAs) were constructed in standard space using high-resolution structural MRI and individual stimulation parameters. VTA-based probabilistic stimulation maps (PSMs) were generated to elucidate voxelwise spatial patterns of efficacious stimulation. A whole-brain tractogram derived from Human Connectome Project diffusion-weighted MRI data was seeded with VTA pairs, and white matter streamlines whose overlap with VTAs related to outcome ('discriminative' streamlines; P < 0.05) were identified using t-tests. Linear modelling was used to interrogate the potential clinical relevance of VTA overlap with specific structures.

RESULTS

PSMs varied by hemisphere: high-value left-sided voxels were located more anterosuperiorly and squarely in the lateral white matter, while the equivalent right-sided voxels fell more posteroinferiorly and involved a greater proportion of grey matter. Positive discriminative streamlines localized to the bilateral (but primarily left) cingulum bundle, forceps minor/rostrum of corpus callosum, and bilateral uncinate fasciculus. Conversely, negative discriminative streamlines mostly belonged to the right cingulum bundle and bilateral uncinate fasciculus. The best performing linear model, which utilized information about VTA volume overlap with each of the positive discriminative streamline bundles as well as the negative discriminative elements of the right cingulum bundle, explained significant variance in clinical improvement in the primary TRD cohort (R = 0.46, P < 0.001) and survived repeated 10-fold cross-validation (R = 0.50, P = 0.040). This model was also able to predict outcome in the out-of-sample validation cohort (R = 0.43, P = 0.047).

CONCLUSION(S): These findings reinforce prior indications of the importance of white matter engagement to SCC-DBS treatment success while providing new insights that could inform surgical targeting and stimulation parameter selection decisions.

摘要

背景

脑深部刺激扣带回下区(SCC-DBS)是一种有前景的治疗难治性抑郁症(TRD)的神经调节疗法。需要最佳靶点参与的生物标志物来指导手术靶点定位和刺激参数选择,并减少临床结果的差异。

目的/假设:我们旨在描述在接受SCC-DBS治疗的大型(n = 60)TRD队列中,刺激位置、白质束参与情况与临床结果之间的关系。将一小群(n = 22)具有不同主要适应症(双相情感障碍/神经性厌食症)的SCC-DBS患者作为样本外验证队列。

方法

使用高分辨率结构MRI和个体刺激参数在标准空间中构建组织激活体积(VTA)。生成基于VTA的概率刺激图(PSM)以阐明有效刺激的体素级空间模式。将源自人类连接组计划扩散加权MRI数据的全脑纤维束图与VTA对进行种子点设置,并使用t检验识别与结果相关的与VTA重叠的白质流线(“判别性”流线;P < 0.05)。使用线性模型探究VTA与特定结构重叠的潜在临床相关性。

结果

PSM因半球而异:左侧高值体素更靠前上方且位于外侧白质的直角处,而右侧等效体素更靠后下方且涉及更大比例的灰质。阳性判别性流线定位于双侧(但主要是左侧)扣带束、胼胝体小钳/嘴部以及双侧钩束。相反,阴性判别性流线大多属于右侧扣带束和双侧钩束。表现最佳的线性模型利用了关于VTA体积与每个阳性判别性流线束以及右侧扣带束的阴性判别性元素重叠的信息,解释了原发性TRD队列中临床改善的显著差异(R = 0.46,P < 0.001),并在重复10倍交叉验证中幸存(R = 0.50,P = 0.040)。该模型还能够预测样本外验证队列中的结果(R = 0.43,P = 0.047)。

结论

这些发现强化了先前关于白质参与对SCC-DBS治疗成功的重要性的指征,同时提供了可指导手术靶点定位和刺激参数选择决策的新见解。

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