三叉神经痛分层和脑功能组织异常特性表征:静息状态fMRI和机器学习研究。

IF 3.5 2区 医学 Q1 CLINICAL NEUROLOGY
Min Wu, Jun Qiu, Yinan Chen, Xiaofeng Jiang
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引用次数: 0

摘要

目的:越来越多的证据表明,原发性三叉神经痛(TN),包括经典TN (CTN)和特发性TN (ITN),尽管诊断标准不同,但具有共同的生物学、神经心理学和临床特征。神经影像学研究显示神经血管受压(NVC)在这些疾病中的差异。然而,这两种TN亚型的脑动力学变化仍然未知。方法:作者旨在检查CTN, ITN和无痛对照组的功能连接差异。共93名受试者,50名TN患者和43名无痛对照,接受静息状态功能磁共振成像(rs-fMRI)。所有TN患者均行手术,确认NVC类型。分析功能连通性和自发脑活动,并选择rs-fMRI指标的显著变化来训练分类模型。结果:TN患者表现出内侧前额叶皮层(mPFC)与左侧颞平面等多个脑区之间的连通性增加,而mPFC与左侧额上回之间的连通性下降。CTN患者表现出左岛叶和左枕极之间的连通性进一步降低。与对照组相比,TN患者额叶区的神经活动增强。与ITN患者相比,CTN患者右侧颞极活动减少。这些模式有效地将TN患者与对照组区分开来,准确率为74.19%,受试者工作特征曲线下面积为0.80。结论:该研究揭示了TN患者与对照组相比rs-fMRI指标的变化,并且首次显示了CTN和ITN之间的差异。rs-fMRI指标的支持向量机模型在区分TN患者和对照组方面表现中等。这些发现揭示了TN及其亚型的潜在生物标志物,可用于疾病病理生理学的进一步研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Stratifying trigeminal neuralgia and characterizing an abnormal property of brain functional organization: a resting-state fMRI and machine learning study.

Objective: Increasing evidence suggests that primary trigeminal neuralgia (TN), including classical TN (CTN) and idiopathic TN (ITN), share biological, neuropsychological, and clinical features, despite differing diagnostic criteria. Neuroimaging studies have shown neurovascular compression (NVC) differences in these disorders. However, changes in brain dynamics across these two TN subtypes remain unknown.

Methods: The authors aimed to examine the functional connectivity differences in CTN, ITN, and pain-free controls. A total of 93 subjects, 50 TN patients and 43 pain-free controls, underwent resting-state functional magnetic resonance imaging (rs-fMRI). All TN patients underwent surgery, and the NVC type was verified. Functional connectivity and spontaneous brain activity were analyzed, and the significant alterations in rs-fMRI indices were selected to train classification models.

Results: The patients with TN showed increased connectivity between several brain regions, such as the medial prefrontal cortex (mPFC) and left planum temporale and decreased connectivity between the mPFC and left superior frontal gyrus. CTN patients exhibited a further reduction in connectivity between the left insular lobe and left occipital pole. Compared to controls, TN patients had heightened neural activity in the frontal regions. The CTN patients showed reduced activity in the right temporal pole compared to that in the ITN patients. These patterns effectively distinguished TN patients from controls, with an accuracy of 74.19% and an area under the receiver operating characteristic curve of 0.80.

Conclusions: This study revealed alterations in rs-fMRI metrics in TN patients compared to those in controls and is the first to show differences between CTN and ITN. The support vector machine model of rs-fMRI indices exhibited moderate performance on discriminating TN patients from controls. These findings have unveiled potential biomarkers for TN and its subtypes, which can be used for additional investigation of the pathophysiology of the disease.

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来源期刊
Journal of neurosurgery
Journal of neurosurgery 医学-临床神经学
CiteScore
7.20
自引率
7.30%
发文量
1003
审稿时长
1 months
期刊介绍: The Journal of Neurosurgery, Journal of Neurosurgery: Spine, Journal of Neurosurgery: Pediatrics, and Neurosurgical Focus are devoted to the publication of original works relating primarily to neurosurgery, including studies in clinical neurophysiology, organic neurology, ophthalmology, radiology, pathology, and molecular biology. The Editors and Editorial Boards encourage submission of clinical and laboratory studies. Other manuscripts accepted for review include technical notes on instruments or equipment that are innovative or useful to clinicians and researchers in the field of neuroscience; papers describing unusual cases; manuscripts on historical persons or events related to neurosurgery; and in Neurosurgical Focus, occasional reviews. Letters to the Editor commenting on articles recently published in the Journal of Neurosurgery, Journal of Neurosurgery: Spine, and Journal of Neurosurgery: Pediatrics are welcome.
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