Modelling thalamocortical circuitry shows that visually induced LTP changes laminar connectivity in human visual
Rachael L Sumner1, Meg J Spriggs2, Alexander D Shaw3
1School of Pharmacy, University of Auckland, Auckland, New Zealand.
Plos Computational Biology
|January 21, 2021
Summary
This study introduces a computational model to non-invasively measure neuroplasticity in the human brain. The model accurately replicates changes in visual cortex connectivity, aiding research into neurological disorders.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Neuroplasticity, crucial for learning and memory, is implicated in neurological disorders.
- Long-term potentiation (LTP) is a key neuroplasticity mechanism, extensively studied invasively in animals.
- Validating non-invasive measures of LTP is vital for clinical neuroscience applications in humans.
Purpose of the Study:
- To develop and validate a generative thalamocortical computational model of the visual cortex.
- To investigate and replicate interlaminar connectivity changes associated with LTP using non-invasive human EEG.
- To establish a reliable non-invasive method for assessing neuroplasticity relevant to clinical neuroscience.
Main Methods:
- Development of a generative thalamocortical computational model of the visual cortex.
- Application of a visual sensory long-term potentiation (LTP) paradigm.
- Fitting the model to empirical human EEG data using dynamic causal modeling.
Main Results:
- The computational model accurately recapitulated post-tetanus changes observed in invasive animal research.
- Demonstrated increased excitatory connectivity from thalamus to layer IV and layer IV to II/III.
- Validated key sites of LTP within the visual cortex.
Conclusions:
- The developed thalamocortical model provides a robust non-invasive tool for studying LTP in human visual cortex.
- Supports the use of this model for event-related potential (ERP) research and understanding LTP-related neurological disorders.
- Facilitates translation of findings from animal models to non-invasive human research for disease-related LTP deficits.


