Evidence map›Paper›PMID 41029228›Full record

ArticleThe journal of headache and pain2025

Neural oscillation mechanisms of repetitive subconcussive impacts: a network study of microstate-specific cross-frequency coupling.

Yida He, Huanhuan Li, Xiang Li, Zhenghao Fu, Lida Chen, Lijie Gao, Junfeng Gao, Jian Song

Erratum issuedAbstract read
In one paragraph

Article in The journal of headache and pain, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Yida He *College of Biomedical Engineering, South Central Minzu University, Wuhan, 430074, Hubei, China.
Huanhuan Li *Department of Neurosurgery, General Hospital of Central Theater Command, Wuhan, 430070, Hubei, China.
Xiang LiCollege of Biomedical Engineering, South Central Minzu University, Wuhan, 430074, Hubei, China.
Zhenghao FuDepartment of Neurosurgery, General Hospital of Central Theater Command, Wuhan, 430070, Hubei, China.
Lida ChenCollege of Biomedical Engineering, South Central Minzu University, Wuhan, 430074, Hubei, China.
Lijie GaoCollege of Biomedical Engineering, South Central Minzu University, Wuhan, 430074, Hubei, China.
Junfeng GaoCollege of Biomedical Engineering, South Central Minzu University, Wuhan, 430074, Hubei, China. junfengmst@163.com.
Jian SongDepartment of Neurosurgery, General Hospital of Central Theater Command, Wuhan, 430070, Hubei, China. songjian0505@smu.edu.cn.

Funding

the Central Universities of South-Central Minzu University CZZ24015the National Natural Science Foundation of China 81601586
6 · The paper itself

Abstract

backgroundRepetitive 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.

methodsResting-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.

resultsSC-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.

conclusionsSC 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.

Indexed as

Brain ConcussionBrain WavesNerve NetAdolescentAdultConnectomeElectroencephalographyHumansMaleYoung AdultCross-frequency couplingEEGMicrostatesRepetitive subconcussive impacts

Identifiers

PMID41029228
PMCPMC12486714

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LicenceCC BY-NC-ND
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.