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Viscous Dynamics Associated With Hypoexcitation And Structural Disintegration In Neurodegeneration Via Generative Whole-Brain Modeling
Journal
Alzheimer's & Dementia
Date Issued
2024-03-19
Author(s)
Carlos Coronel‐Oliveros
Raúl Gónzalez Gómez
Kamalini Ranasinghe
Agustín Sainz‐Ballesteros
Agustina Legaz
Sol Fittipaldi
Josephine Cruzat
Rubén Herzog
Gorsev Yener
David Aguillon
Francisco Lopera
Hernando Santamaria‐Garcia
Sebastián Moguilner
Vicente Medel
Robert Whelan
Enzo Tagliazucchi
Pavel Prado
Agustín Ibañez
WoS ID
WOS:001187045800001
Abstract
Abstract INTRODUCTION Alzheimer's disease (AD) and behavioral variant frontotemporal dementia (bvFTD) lack mechanistic biophysical modeling in diverse, underrepresented populations. Electroencephalography (EEG) is a high temporal resolution, cost‐effective technique for studying dementia globally, but lacks mechanistic models and produces non‐replicable results. METHODS We developed a generative whole‐brain model that combines EEG source‐level metaconnectivity, anatomical priors, and a perturbational approach. This model was applied to Global South participants (AD, bvFTD, and healthy controls). RESULTS Metaconnectivity outperformed pairwise connectivity and revealed more viscous dynamics in patients, with altered metaconnectivity patterns associated with multimodal disease presentation. The biophysical model showed that connectome disintegration and hypoexcitability triggered altered metaconnectivity dynamics and identified critical regions for brain stimulation. We replicated the main results in a second subset of participants for validation with unharmonized, heterogeneous recording settings. DISCUSSION The results provide a novel agenda for developing mechanistic model‐inspired characterization and therapies in clinical, translational, and computational neuroscience settings.
OCDE Subjects
Quartile (Date Issued)
Q1
License
acceso abierto