A next-generation neural mass model with neuromodulation
Damien DepannemaeckeriD, Chloé Duprat, Gabriele CasagrandeiD, Maria Luisa SaggioiD, Anastasios Polykarpos Athanasiadis, Marianna AngiolelliiD, Carola Sales Carbonell, Huifang E WangiD, Spase PetkoskiiD, Pierpaolo SorrentinoiD, Anthony Randal McIntoshiD, Hiba SheheitliiD, Viktor JirsaiD
Abstract
The study of brain activity and its function requires the development of computational models alongside experimental investigations to explore different effects of multiple mechanisms at play in the central nervous system. Chemical neuromodulators, such as dopamine, play central roles in regulating the dynamics of neuronal populations. In this work, we propose a modular framework to capture the effects of neuromodulators at the neural mass level. Using this framework, we formulate a specific model for dopamine dynamics affecting D1-type receptors. We detail the dynamical repertoire associated with dopamine concentration evolution and characterize the transitions across qualitatively different oscillatory states as a function of relevant parameters, along with the variations in frequency of the emergent multi-scale oscillations.
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