Uncovering longitudinal changes in the brain functional connectome along the migraine cycle: a multilevel clinical connectome fingerprinting framework.

IF 7.9 1区 医学 Q1 CLINICAL NEUROLOGY Journal of Headache and Pain Pub Date : 2025-02-10 DOI:10.1186/s10194-025-01969-6
Inês Esteves, Ana R Fouto, Amparo Ruiz-Tagle, Gina Caetano, Rita G Nunes, Nuno A da Silva, Pedro Vilela, Isabel Pavão Martins, Raquel Gil-Gouveia, César Caballero-Gaudes, Patrícia Figueiredo
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Abstract

Background: Changes in large-scale brain networks have been reported in migraine patients, but it remains unclear how these manifest in the various phases of the migraine cycle. Case-control fMRI studies spanning the entire migraine cycle are lacking, precluding a complete assessment of brain functional connectivity in migraine. Such studies are essential for understanding the inherent changes in the brain of migraine patients as well as transient changes along the cycle. Here, we leverage the concept of functional connectome (FC) fingerprinting, whereby individual subjects may be identified based on their FC, to investigate changes in FC and its stability across different phases of the migraine cycle.

Methods: We employ a case-control longitudinal design to study a group of 10 patients with episodic menstrual or menstrual-related migraine without aura, in the 4 phases of their spontaneous migraine cycle (preictal, ictal, postictal, interictal), and a group of 14 healthy controls in corresponding phases of the menstrual cycle, using resting-state functional magnetic resonance imaging (fMRI). We propose a novel multilevel clinical connectome fingerprinting approach to analyse the FC identifiability not only within-subject, but also within-session and within-group.

Results: This approach allowed us to obtain individual FC fingerprints by reconstructing the data using the first 19 principal components to maximize identifiability at all levels. We found decreased FC identifiability for patients in the preictal phase relative to controls, which increased with the progression of the attack and became comparable to controls in the interictal phase. Using Network-Based Statistic analysis, we found increased FC strength across several brain networks for patients in the ictal and postictal phases relative to controls.

Conclusion: Our novel multilevel clinical connectome fingerprinting approach captured FC variations along the migraine cycle in a case-control longitudinal study, bringing new insights into the cyclic nature of the disorder.

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揭示沿偏头痛周期的脑功能连接组的纵向变化:多层次临床连接组指纹图谱框架。
背景:在偏头痛患者中已经报道了大规模脑网络的变化,但尚不清楚这些变化如何在偏头痛周期的各个阶段表现出来。缺乏横跨整个偏头痛周期的病例对照fMRI研究,妨碍了对偏头痛脑功能连通性的完整评估。这些研究对于了解偏头痛患者大脑的固有变化以及周期中的短暂变化至关重要。在这里,我们利用功能连接组(FC)指纹识别的概念,根据他们的FC来识别个体受试者,研究偏头痛周期不同阶段FC的变化及其稳定性。方法:采用静息状态功能磁共振成像(fMRI),对10例自发性偏头痛发作期或与月经相关的无先兆偏头痛患者(自发性偏头痛周期前、初、后、间4个阶段)和14例月经周期相应阶段的健康对照进行病例对照纵向设计。我们提出了一种新的多层次临床连接组指纹识别方法,不仅可以分析受试者内的FC可识别性,还可以分析会话内和群体内的FC可识别性。结果:该方法允许我们通过使用前19个主成分重构数据来获得单个FC指纹,以最大限度地提高各级的可识别性。我们发现,与对照组相比,孕前期患者的FC可识别性降低,随着发作的进展,FC可识别性增加,并在发作间期与对照组相当。使用基于网络的统计分析,我们发现相对于对照组,处于关键期和后期的患者在几个脑网络中的FC强度增加。结论:我们新颖的多层次临床连接组指纹识别方法在病例对照纵向研究中捕获了沿偏头痛周期的FC变化,为这种疾病的周期性带来了新的见解。
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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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