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术中神经信号可预测脑深部电刺激的快速抗抑郁作用。

Intraoperative neural signals predict rapid antidepressant effects of deep brain stimulation.

机构信息

Wallace H. Coulter Department of Biomedical Engineering at Georgia Institute of Technology, Emory University, Atlanta, GA, USA.

Department of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA.

出版信息

Transl Psychiatry. 2021 Nov 3;11(1):551. doi: 10.1038/s41398-021-01669-0.

Abstract

Deep brain stimulation (DBS) of the subcallosal cingulate (SCC) is a promising intervention for treatment-resistant depression (TRD). Despite the failure of a clinical trial, multiple case series have described encouraging results, especially with the introduction of improved surgical protocols. Recent evidence further suggests that tractography targeting and intraoperative exposure to stimulation enhances early antidepressant effects that further evolve with ongoing chronic DBS. Accelerating treatment gains is critical to the care of this at-risk population, and identification of intraoperative electrophysiological biomarkers of early antidepressant effects will help guide future treatment protocols. Eight patients underwent intraoperative electrophysiological recording when bilateral DBS leads were implanted in the SCC using a connectomic approach at the site previously shown to optimize 6-month treatment outcomes. A machine learning classification method was used to discriminate between intracranial local field potentials (LFPs) recorded at baseline (stimulation-naïve) and after the first exposure to SCC DBS during surgical procedures. Spectral inputs (theta, 4-8 Hz; alpha, 9-12 Hz; beta, 13-30 Hz) to the model were then evaluated for importance to classifier success and tested as predictors of the antidepressant response. A decline in depression scores by 45.6% was observed after 1 week and this early antidepressant response correlated with a decrease in SCC LFP beta power, which most contributed to classifier success. Intraoperative exposure to therapeutic stimulation may result in an acute decrease in symptoms of depression following SCC DBS surgery. The correlation of symptom improvement with an intraoperative reduction in SCC beta power suggests this electrophysiological finding as a biomarker for treatment optimization.

摘要

脑深部刺激(DBS)对扣带回下托(SCC)的刺激是治疗抵抗性抑郁症(TRD)的一种有前途的干预手段。尽管一项临床试验失败了,但多项病例系列研究描述了令人鼓舞的结果,特别是随着改进的手术方案的引入。最近的证据进一步表明,靶向纤维束追踪和术中接触刺激增强了早期抗抑郁作用,随着慢性 DBS 的持续进行,这种作用进一步发展。加速治疗效果是治疗高危人群的关键,识别术中电生理生物标志物的早期抗抑郁作用将有助于指导未来的治疗方案。当使用连接组学方法将双侧 SCC DBS 引导植入先前显示可优化 6 个月治疗效果的部位时,8 名患者在术中进行了电生理记录。使用机器学习分类方法来区分在基线(刺激未接受)和手术过程中首次接触 SCC DBS 后的颅内局部场电位(LFPs)。然后评估模型的光谱输入(θ,4-8 Hz;α,9-12 Hz;β,13-30 Hz)对分类器成功的重要性,并将其作为抗抑郁反应的预测因子进行测试。在 1 周后观察到抑郁评分下降了 45.6%,这种早期抗抑郁反应与 SCC LFP β功率下降相关,这对分类器的成功贡献最大。SCC DBS 手术后,术中接触治疗性刺激可能会导致抑郁症状急性减轻。症状改善与 SCC 中β功率降低的相关性表明,这种电生理发现可以作为治疗优化的生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d7b9/8563808/a2c0a774aaff/41398_2021_1669_Fig1_HTML.jpg

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