Whole-brain modeling explains the context-dependent effects of cholinergic neuromodulation
Carlos Coronel-Oliveros1, Carsten Gießing2, Vicente Medel3
1Doctorado en Ciencias Mención Biofísica y Biología Computacional, Universidad de Valparaíso, Valparaíso, Chile; Latin American Health Brain Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile; Centro Interdisciplinario de Neurociencia de Valparaíso (CINV), Universidad de Valparaíso, Valparaíso, Chile.
Nicotine enhances brain functional segregation, improving task performance. This effect, mediated by the cholinergic system, is context-dependent, aiding attentional tasks but not resting states.
Area of Science:
- Neuroscience
- Cognitive Science
- Computational Neuroscience
Background:
- Brain organization relies on integration and segregation principles.
- Neuromodulatory systems balance functional states.
- Cholinergic system's pro-segregation effects are increasingly recognized.
Purpose of the Study:
- Investigate cholinergic system's impact on brain functional connectivity.
- Examine nicotine's effects on functional connectivity and network topology.
- Explore causal mechanisms using computational modeling.
Main Methods:
- Empirical fMRI data analysis in healthy subjects (resting-state and attentional task).
- Whole-brain neural mass modeling with human connectome.
- Modeling nicotine's cellular effects by altering global coupling and local feedback inhibition.
Main Results:
- Nicotine increased functional segregation in both empirical and simulated data.
- Effects were context-dependent: present during attentional task, absent during rest.
- In-task performance correlated with functional segregation; regional α4β2 receptor density modulated nicotine's effects.
Conclusions:
- Cholinergic neuromodulation promotes functional segregation in a context-dependent manner.
- Enhanced segregation by nicotine supports performance in simple visual-attentional tasks.
- Links functional network topology to behavior and receptor distribution.
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