重复次震荡冲击的神经振荡机制:微观状态特异性交叉频率耦合的网络研究。

IF 7.9 1区 医学 Q1 CLINICAL NEUROLOGY
He Yida, Li Huanhuan, Li Xiang, Fu Zhenghao, Chen Lida, Gao Lijie, Gao Junfeng, Song Jian
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引用次数: 0

摘要

背景:重复性脑震荡冲击与头痛病理生理有关,但脑电图(EEG)微状态和交叉频率耦合在重复性脑震荡(SC)神经改变中的作用尚不清楚。本研究调查了sc暴露个体的微观状态特异性交叉频率耦合网络(MCFCN)异常,以揭示头痛易感性的机制。方法:对16例18 ~ 25岁有经验的男性跳伞者(SC组)和16例人口统计学匹配的同龄健康男性(HC组)进行静息状态脑电图记录。通过计算微态分析(四个典型类:A-D)和交叉频率耦合(CFC)相互作用(n: m)相同步指数(PSI)来构建mcfcn。使用机器学习(LightGBM分类器)评估mcfcn以区分两组,通过SHAP值识别关键特征并进行多次比较校正。结果:sc暴露个体在大规模网络中表现出MCFCN中断。值得注意的是,在微状态A、C和D中,delta/theta到alpha/beta的耦合减少,但在微状态A中,从默认模式网络(DMN)到额顶叶网络(FPN)的delta波段耦合增加。这些变化涉及情绪-运动整合、注意控制和自我参照加工。LightGBM模型实现了显著的群体区分,SHAP分析突出了theta-DMN、beta-SMN和delta-LIM作为关键节点。结论:SC暴露诱导mcfns异常,类似中枢性疼痛综合征,即使没有明显症状。这些发现表明,mcfcn内的相互作用可能作为头痛易感性和慢性的潜在早期生物标志物,值得在纵向研究和靶向神经干预中进一步探索。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Neural oscillation mechanisms of repetitive subconcussive impacts: a network study of microstate-specific cross-frequency coupling.

Background: Repetitive subconcussive impacts are linked to headache pathophysiology, yet the role of electroencephalography (EEG) microstates and cross-frequency coupling in repetitive subconcussive (SC) neural alterations remains unclear. This study investigated microstate-specific cross-frequency coupling network (MCFCN) abnormalities in SC-exposed individuals to uncover mechanisms underlying headache vulnerability.

Methods: Resting-state EEG was recorded from 16 experienced male parachuters aged 18-25 years (SC group) and 16 demographically matched healthy male controls of the same age range (HC group). Microstate analysis (four canonical classes: A-D) and cross-frequency coupling (CFC) interactions (n: m) phase synchronization index, PSI) were computed to construct the MCFCNs. The MCFCNs were evaluated using machine learning (LightGBM classifier) to discriminate between the two groups, with key features identified by SHAP values and corrected for multiple comparisons.

Results: SC-exposed individuals exhibited MCFCN disruptions in large-scale networks. Notably, reduced delta/theta to alpha/beta coupling was observed in microstates A, C, and D, except for an increase in delta-band coupling from the default mode network (DMN) to the frontoparietal network (FPN) in microstate A. These alterations involved emotional-motor integration, attentional control, and self-referential processing. LightGBM models achieved significant group discrimination, with SHAP analysis highlighting theta-DMN, beta-SMN, and delta-LIM as critical nodes.

Conclusions: SC exposure induces MCFCNs abnormalities resembling central pain syndromes, even in the absence of overt symptoms. These findings suggest that interactions within MCFCNs may serve as potential early biomarkers for headache vulnerability and chronicity, warranting further exploration in longitudinal studies and targeted neurointerventions.

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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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