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Inferring stimulation induced short-term synaptic plasticity dynamics using novel dual optimization algorithm.

Alireza Ghadimi1,2,3, Leon Amadeus Steiner1,4,5,6, Milos R Popovic2,3

  • 1Krembil Research Institute - University Health Network (UHN), Toronto, Ontario, Canada.

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|September 21, 2022
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Summary
This summary is machine-generated.

This study introduces a new computational model to predict short-term synaptic plasticity (STP) dynamics during deep brain stimulation (DBS). The model uses DBS frequencies to infer STP parameters without needing pre-synaptic activity.

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Area of Science:

  • Computational Neuroscience
  • Synaptic Plasticity
  • Neurostimulation

Background:

  • Deep brain stimulation (DBS) is known to induce short-term synaptic plasticity (STP).
  • Understanding DBS-induced STP is crucial for its therapeutic applications.
  • Current methods for estimating STP require pre-synaptic activity, which is not always available in DBS.

Purpose of the Study:

  • To develop a computational predictive model for inferring STP dynamics in response to DBS at various frequencies.
  • To overcome the limitation of requiring pre-synaptic spiking activity in existing STP estimation methods.

Main Methods:

  • A model-based approach integrating multiple DBS frequencies as pre-synaptic spikes.
  • Inference of Tsodyks-Markram (TM) model parameters from post-synaptic currents.
  • A novel dual optimization algorithm distinguishing steady-state and transient responses.
  • Application to empirical data from rodent subthalamic nucleus (STN) slices during DBS-like stimulation.

Main Results:

  • The dual optimization algorithm successfully inferred TM model parameters from post-synaptic currents.
  • The model accurately predicted STP dynamics for inhibitory synaptic inputs.
  • Proof-of-concept validation using experimental data from STN slices.

Conclusions:

  • The developed computational model provides a novel method for predicting DBS-induced STP dynamics.
  • This approach bypasses the need for direct pre-synaptic activity measurements.
  • The findings have implications for understanding and optimizing DBS therapies.