Thomas Trappenberg
Professor
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About
Thomas Trappenberg is a Professor at Dalhousie University in Canada. His research focuses on areas such as computational neuroscience, machine learning applications in biomedical contexts, and the analysis of neural mechanisms underlying mental health disorders. Recent publications include studies on radio link failure prediction in 5G networks, patterns of frequency-dependent separation in neural models, and genomic predictors of lithium response in bipolar disorder.
Articles (14)
Mechanisms of Sustained Increases in γ Power Post-Ketamine in a Computational Model of the Hippocampal CA3: Implications for Ketamine’s Antidepressant Mechanism of Action
Subanaesthetic doses of ketamine increase γ oscillation power in neural activity measured using electroencephalography (EEG), and this effect lasts several hours after ketamine administration. The mechanisms underlying this effect are unknown. Using a computational model of the hippocampal cornu ammonis 3 (CA3) network, which is known to reproduce ketamine’s acute effects on γ power, we simulated the plasticity of glutamatergic synapses in pyramidal cells to test which of the following hypotheses would best explain this sustained γ power: the direct inhibition hypothesis, which proposes that increased γ power post-ketamine administration may be caused by the potentiation of recurrent collateral synapses, and the disinhibition hypothesis, which proposes that potentiation affects synapses from both recurrent and external inputs. Our results suggest that the strengthening of external connections to pyramidal cells is able to account for the sustained γ power increase observed post-ketamine by increasing the overall activity of and synchrony between pyramidal cells. The strengthening of recurrent pyramidal weights, however, would cause an additional phase shifted voltage increase that ultimately reduces γ power due to partial cancellation. Our results therefore favor the disinhibition hypothesis for explaining sustained γ oscillations after ketamine administration.
Year:
2023
Collaborators (3)
Israat Haque
Associate professor
Dalhousie University
Abraham Nunes
Dalhousie University
Martin Alda
Professor
Dalhousie University

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