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Research ArticleMolecular Neuroimaging/Nuclear Medicine

Dissociation of Structural and Functional Connectivity and Metabolism in the Neocortex of Idiopathic Generalized Epilepsy: A Simultaneous PET/MRI Multimodal Study

Chenyang Yao, Jie Hu, Bixiao Cui, Jingjuan Wang, Zhen-Ming Wang, Yaqin Hou, Kharel Sudeep, Hongwei Yang, Yihe Wang, Yongzhi Shan and Jie Lu
American Journal of Neuroradiology June 2025, 46 (6) 1208-1215; DOI: https://doi.org/10.3174/ajnr.A8612
Chenyang Yao
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Jie Hu
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Bixiao Cui
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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  • ORCID record for Bixiao Cui
Jingjuan Wang
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Zhen-Ming Wang
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Yaqin Hou
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Kharel Sudeep
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Hongwei Yang
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Yihe Wang
dDepartment of Neurosurgery (Y.W., Y.S.), Xuanwu Hospital Capital Medical University, Beijing, China
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Yongzhi Shan
dDepartment of Neurosurgery (Y.W., Y.S.), Xuanwu Hospital Capital Medical University, Beijing, China
eInternational Neuroscience Institute (China-INI) (Y.S.), Beijing, China
fClinical Research Center for Epilepsy (Y.S.), Capital Medical University, Beijing, China.
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Jie Lu
aFrom the Department of Radiology and Nuclear Medicine (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Xuanwu Hospital Capital Medical University, Beijing, China
bBeijing Key Laboratory of Magnetic Resonance Imaging and Brain Informatics (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Beijing, China
cKey Laboratory of Neurodegenerative Diseases (C.Y., J.H., J.W., B.C., Z.-M.W., Y.H., K.S., H.Y., J.L.), Ministry of Education, Beijing, China
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Abstract

BACKGROUND AND PURPOSE: Idiopathic generalized epilepsy (IGE) accounts for approximately 20% of epilepsy cases. Characterized by generalized spike-wave discharge, IGE is increasingly recognized as a network disorder with potential metabolic underpinnings. This study leverages the advantages of simultaneous PET/MRI, which enables the concurrent acquisition of MRI and PET data, to integrate structural connectivity (SC), functional connectivity (FC), and glucose metabolism into a unified framework. This study aims to elucidate the multimodal abnormalities of the neocortex in IGE, to analyze the correlations between these abnormalities and clinical presentations, and to investigate the interactions among different imaging modalities.

MATERIALS AND METHODS: Twenty-one patients with IGE and 34 healthy controls (HCs) were recruited. Simultaneous PET/MRI scans were performed, incorporating DTI, resting-state fMRI, and [18F]FDG-PET. DTI generated a neocortical connectivity blueprint, while resting-state fMRI provided a whole-brain connectivity matrix. [18F]FDG-PET data were processed to obtain standardized uptake value ratios (SUVRs). Multivariate distance matrix regression was used to identify abnormal neocortical regions in SC and FC. Differences in SUVRs were identified by using least absolute shrinkage and selection operator regression. Statistical analyses, including t tests, linear models, mediation analysis, and Pearson correlations, were conducted to compare values of each technique between groups and explore relationships with clinical features.

RESULTS: SC abnormalities were primarily found in the limbic (40% of all abnormal neocortical regions) and visual networks (31%), while FC abnormalities were mostly in the default mode network (DMN, 45%). Metabolic abnormalities were predominantly in the frontoparietal (26%) and somatomotor (22%) networks. SC in the limbic was positively correlated with onset age, while seizure frequency was negative correlated with DMN FC and positively correlated with frontoparietal metabolism. Mediation analysis showed that DMN FC mediated the relationship between limbic SC and frontoparietal and somatomotor metabolism.

CONCLUSIONS: A multimodal approach reveals distinct and interrelated abnormalities in IGE, with different modalities reflecting various aspects of the disease, thus enhancing our understanding of its complex mechanisms. This integrative analysis could inform more effective treatments.

ABBREVIATIONS:

ACME
average causal mediation effect
BOLD
blood oxygen level–dependent
DMN
default mode network
FC
functional connectivity
FDR
false discovery rate
FPN
frontoparietal network
GSWD
generalized spike-wave discharges
HC
healthy control
IGE
idiopathic generalized epilepsy
LASSO
least absolute shrinkage and selection operator
MDMR
multivariate distance matrix regression
SC
structural connectivity
SMN
somatomotor network
SUVR
standardized uptake value ratio
VN
visual network
  • © 2025 by American Journal of Neuroradiology
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American Journal of Neuroradiology: 46 (6)
American Journal of Neuroradiology
Vol. 46, Issue 6
1 Jun 2025
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Chenyang Yao, Jie Hu, Bixiao Cui, Jingjuan Wang, Zhen-Ming Wang, Yaqin Hou, Kharel Sudeep, Hongwei Yang, Yihe Wang, Yongzhi Shan, Jie Lu
Dissociation of Structural and Functional Connectivity and Metabolism in the Neocortex of Idiopathic Generalized Epilepsy: A Simultaneous PET/MRI Multimodal Study
American Journal of Neuroradiology Jun 2025, 46 (6) 1208-1215; DOI: 10.3174/ajnr.A8612

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A multi-modal imaging study of IGE
Chenyang Yao, Jie Hu, Bixiao Cui, Jingjuan Wang, Zhen-Ming Wang, Yaqin Hou, Kharel Sudeep, Hongwei Yang, Yihe Wang, Yongzhi Shan, Jie Lu
American Journal of Neuroradiology Jun 2025, 46 (6) 1208-1215; DOI: 10.3174/ajnr.A8612
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