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GABA-ergic Dynamics in Human Frontotemporal Networks Confirmed by Pharmaco-Magnetoencephalography.

Accepted version
Peer-reviewed

Type

Article

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Authors

Adams, Natalie E 
Shaw, Alexander D 
Murley, Alexander G 

Abstract

To bridge the gap between preclinical cellular models of disease and in vivo imaging of human cognitive network dynamics, there is a pressing need for informative biophysical models. Here we assess dynamic causal models (DCM) of cortical network responses, as generative models of magnetoencephalographic observations during an auditory oddball roving paradigm in healthy adults. This paradigm induces robust perturbations that permeate frontotemporal networks, including an evoked 'mismatch negativity' response and transiently induced oscillations. Here, we probe GABAergic influences in the networks using double-blind placebo-controlled randomized-crossover administration of the GABA reuptake inhibitor, tiagabine (oral, 10 mg) in healthy older adults. We demonstrate the facility of conductance-based neural mass mean-field models, incorporating local synaptic connectivity, to investigate laminar-specific and GABAergic mechanisms of the auditory response. The neuronal model accurately recapitulated the observed magnetoencephalographic data. Using parametric empirical Bayes for optimal model inversion across both drug sessions, we identify the effect of tiagabine on GABAergic modulation of deep pyramidal and interneuronal cell populations. We found a transition of the main GABAergic drug effects from auditory cortex in standard trials to prefrontal cortex in deviant trials. The successful integration of pharmaco- magnetoencephalography with dynamic causal models of frontotemporal networks provides a potential platform on which to evaluate the effects of disease and pharmacological interventions.SIGNIFICANCE STATEMENT Understanding human brain function and developing new treatments require good models of brain function. We tested a detailed generative model of cortical microcircuits that accurately reproduced human magnetoencephalography, to quantify network dynamics and connectivity in frontotemporal cortex. This approach identified the effect of a test drug (GABA-reuptake inhibitor, tiagabine) on neuronal function (GABA-ergic dynamics), opening the way for psychopharmacological studies in health and disease with the mechanistic precision afforded by generative models of the brain.

Description

Keywords

GABA, conductance-based model, frontotemporal, generative modeling, pharmaco-MEG, tonic inhibition, Aged, Auditory Cortex, Cross-Over Studies, Double-Blind Method, Female, Frontal Lobe, GABA Uptake Inhibitors, Humans, Magnetoencephalography, Male, Middle Aged, Models, Neurological, Nerve Net, Neurons, Tiagabine

Journal Title

J Neurosci

Conference Name

Journal ISSN

0270-6474
1529-2401

Volume Title

40

Publisher

Society for Neuroscience

Rights

All rights reserved
Sponsorship
Wellcome Trust (103838/Z/14/Z)
Medical Research Council (MC_U105597119)
Medical Research Council (MC_UU_00005/12)