Precision mapping of electrical brain network dynamics with application to epilepsy

A multidisciplinary sinergia consortium focused on multimodal imaging (diffusion MRI, intracranial and scalp EEG) with advanced signal processing and graph theory methods

About the project

Annual Sinergia Retreat 2023 in Hyères

Precision mapping of electrical brain network dynamics with application to epilepsy

This project consists in developing the next generation high-fidelity connectome framework that encompasses a tailored brain data representation as a large-scale directed graph, capturing direction-specific eletrical conductivity, axonal count estimates and other microstructural features, both locally in the white matter and with cortex-to-cortex integration.

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Novel tractography methods

Double diffusion encoding and white matter structure with 3T, 7T and latest reconstruction and post-processing

Multiple regression model : intra-cerebral electrical recordings & white matter microstructure

New model to link effectively conduction delays and fiber tract characteristics.

Novel source localization methods

Electrical souce activity of local gray matter reconstructed with unprecedent accuray and signal-to-noise ration from high density EEG thanks to encompassed priors based on connectome sparsity and brain morphology

Cutting-edge methods for investigating fast dynamics of eletrical activity

Fast dynamics of electricral activity on the high-fidelity connectome will be analyzed with advanced and tailored methods namely directed graph signal processing, joint vertex-time graph signal processing ant time-varying frequency-specific directed functional connectivity (Granger modeling)

Application to epilepsy

The precision neuroimaging framework will be clinically applied to focal epilepsy. Pathological brain activity and network dynamics will be localized in intericral and ictal states. This will improve our understanding of the patho- physiology and help to identify subject-specific biomarkers for diagnostic stratification and treatment response.

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