Shifts in structural connectome organization in the limbic and sensory systems of patients with episodic migraine.

IF 7.3 1区 医学 Q1 CLINICAL NEUROLOGY Journal of Headache and Pain Pub Date : 2024-06-11 DOI:10.1186/s10194-024-01806-2
Eunchan Noh, Jong Young Namgung, Yeongjun Park, Yurim Jang, Mi Ji Lee, Bo-Yong Park
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Abstract

Migraine is a complex neurological condition characterized by recurrent headaches, which is often accompanied by various neurological symptoms. Magnetic resonance imaging (MRI) is a powerful tool for investigating whole-brain connectivity patterns; however, systematic assessment of structural connectome organization has rarely been performed. In the present study, we aimed to examine the changes in structural connectivity in patients with episodic migraines using diffusion MRI. First, we computed structural connectivity using diffusion MRI tractography, after which we applied dimensionality reduction techniques to the structural connectivity and generated three low-dimensional eigenvectors. We subsequently calculated the manifold eccentricity, defined as the Euclidean distance between each data point and the center of the data in the manifold space. We then compared the manifold eccentricity between patients with migraines and healthy controls, revealing significant between-group differences in the orbitofrontal cortex, temporal pole, and sensory/motor regions. Between-group differences in subcortico-cortical connectivity further revealed significant changes in the amygdala, accumbens, and caudate nuclei. Finally, supervised machine learning effectively classified patients with migraines and healthy controls using cortical and subcortical structural connectivity features, highlighting the importance of the orbitofrontal and sensory cortices, in addition to the caudate, in distinguishing between the groups. Our findings confirmed that episodic migraine is related to the structural connectome changes in the limbic and sensory systems, suggesting its potential utility as a diagnostic marker for migraine.

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发作性偏头痛患者边缘系统和感觉系统的结构连接组组织发生变化。
偏头痛是一种复杂的神经系统疾病,以反复发作的头痛为特征,通常伴有各种神经系统症状。磁共振成像(MRI)是研究全脑连接模式的有力工具,但很少对结构连接组组织进行系统评估。在本研究中,我们旨在利用弥散核磁共振成像检查发作性偏头痛患者的结构连通性变化。首先,我们利用弥散核磁共振成像束成像技术计算结构连通性,然后对结构连通性应用降维技术,生成三个低维特征向量。我们随后计算了流形偏心率,其定义为每个数据点与流形空间中数据中心之间的欧氏距离。然后,我们比较了偏头痛患者和健康对照组的流形偏心率,结果显示,偏头痛患者的眶额皮层、颞极和感觉/运动区存在显著的组间差异。皮层下连通性的组间差异进一步揭示了杏仁核、延脑和尾状核的显著变化。最后,监督机器学习利用皮层和皮层下结构连通性特征对偏头痛患者和健康对照组进行了有效分类,强调了除尾状核外,眶额叶和感觉皮层在区分组间差异方面的重要性。我们的研究结果证实,发作性偏头痛与边缘系统和感觉系统的结构连接组变化有关,这表明它有可能成为偏头痛的诊断标记。
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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来源期刊
Journal of Headache and Pain
Journal of Headache and Pain 医学-临床神经学
CiteScore
11.80
自引率
13.50%
发文量
143
审稿时长
6-12 weeks
期刊介绍: The Journal of Headache and Pain, a peer-reviewed open-access journal published under the BMC brand, a part of Springer Nature, is dedicated to researchers engaged in all facets of headache and related pain syndromes. It encompasses epidemiology, public health, basic science, translational medicine, clinical trials, and real-world data. With a multidisciplinary approach, The Journal of Headache and Pain addresses headache medicine and related pain syndromes across all medical disciplines. It particularly encourages submissions in clinical, translational, and basic science fields, focusing on pain management, genetics, neurology, and internal medicine. The journal publishes research articles, reviews, letters to the Editor, as well as consensus articles and guidelines, aimed at promoting best practices in managing patients with headaches and related pain.
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