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Network Analysis of the Default Mode Network Using Functional Connectivity MRI in Temporal Lobe Epilepsy
Published on: August 5, 2014
Linking Cortical Morphometry in Self-Limited Epilepsy With Centrotemporal Spikes to Cognition, Function, and
Siqi Yang1, Jie Xia2, Wei Liao3
1School of Cybersecurity (Xin Gu Industrial College), Chengdu University of Information Technology, Chengdu, People's Republic of China.
Insights
This study models neurodevelopment in self-limiting epilepsy with centrotemporal spikes (SeLECTS), revealing how brain structure variations link to clinical traits and molecular factors. Findings illuminate SeLECTS heterogeneity and its developmental impact.
Area of Science:
- Neuroscience
- Developmental Neuroscience
- Pediatric Neurology
Background:
- Self-limiting epilepsy with centrotemporal spikes (SeLECTS) is the most common pediatric epilepsy.
- It involves age-dependent seizures during critical brain development periods.
- SeLECTS is linked to diverse neurodevelopmental changes, including cortical and subcortical alterations.
Purpose of the Study:
- To develop an integrated model of neurodevelopment in SeLECTS.
- To link structural brain alterations to clinical features, brain network function, and molecular architecture.
- To understand the heterogeneity of neurodevelopmental changes in SeLECTS.
Main Methods:
- Utilized normative modeling on MRI-derived morphometric data (cortical thickness, subcortical volumes).
- Analyzed data from a multicenter preschool cohort (devCCNP) and a SeLECTS cohort.
- Applied nonnegative matrix factorization and behavioral partial least squares analysis.
Main Results:
- Identified eight deviation components representing patterns of heterogeneity in SeLECTS.
- Found associations between subject-specific loadings and phenotypic profiles (age, medication, duration).
- Linked morphometric deviations to cognitive control, language regions, and molecular features (neurotransmitters, mitochondria).
Conclusions:
- Established a novel framework for understanding epilepsy neuroanatomical heterogeneity.
- Provided insights into the behavioral and molecular underpinnings of SeLECTS.
- Highlighted the importance of developmental trajectories in pediatric epilepsy.
Aims:
Self-limiting epilepsy with centrotemporal spikes (SeLECTS) is the most common type of pediatric epilepsy, characterized by age-dependent seizures, which usually occur during the development of a child's brain. This condition is associated with heterogeneous neurodevelopmental alterations, including cortical thinning, changes in subcortical structures, and atypical development linked to the disease.
Methods:
To establish an integrative model of neurodevelopment in SeLECTS, we investigated how its structural brain alterations are linked to clinical phenotypes, aberrant brain network function, and the local molecular architecture. Using normative modeling, we analyzed magnetic resonance imaging (MRI)-derived morphometric features, specifically cortical thickness and subcortical volumes, in a multicenter preschool cohort (devCCNP, n = 457) and a SeLECTS cohort (n = 187) and generated deviation matrices specific to SeLECTS.
Results:
Nonnegative matrix factorization was applied to decompose these matrices into eight deviation components, revealing biologically interpretable patterns of heterogeneity, along with subject-specific loadings that quantify the expression of these components in individual subjects. Behavioral partial least squares analysis identified significant associations between subject-specific loadings and phenotypic profiles in SeLECTS, suggesting that factors such as age, medication history, and disease duration are important for morphological development-particularly in temporal and frontal regions associated with cognitive control and language. Furthermore, we explored the molecular basis of the morphometric deviation components by mapping their spatial expression to features related to functional cognition, neurotransmitter/transcript profiles, and mitochondrial characteristics.
Conclusion:
Collectively, this study provides a novel framework for elucidating the neuroanatomical heterogeneity of epilepsy, offering insights into its behavioral and molecular correlates.
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