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Cell assembly formation and structure in a piriform cortex model.

Roger D Traub1, Yuhai Tu1, Miles A Whittington2

  • 1AI Foundations, IBM T.J. Watson Research Center, Yorktown Heights, NY 10598, USA.

Reviews in the Neurosciences
|July 16, 2021
PubMed
Summary
This summary is machine-generated.

Computational models reveal how piriform cortex (PC) transforms olfactory tract (LOT) inputs. Increased excitation shapes neural firing into temporally focused cell assemblies, crucial for downstream processing.

Keywords:
computational modelepileptiform burstolfactory cortexsharp wave

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Area of Science:

  • Neuroscience
  • Computational Neuroscience
  • Olfactory System

Background:

  • The piriform cortex (PC) features extensive recurrent excitatory connections among pyramidal neurons.
  • Understanding how these connections influence neural responses to olfactory inputs is crucial.

Purpose of the Study:

  • To investigate the impact of recurrent excitation on shaping cortical responses to lateral olfactory tract (LOT) inputs.
  • To model the transformation of LOT input patterns within the anterior piriform cortex.

Main Methods:

  • A computational network model of the anterior piriform cortex was developed.
  • The model included 2000 neurons (pyramidal cells, interneurons) and 500 LOT afferents.
  • Simulations varied LOT firing patterns and recurrent excitation strength.

Main Results:

  • Increasing recurrent excitation led to distinct firing patterns: sparse firing, temporally concentrated epochs, and synchronized bursts.
  • Pyramidal neuron networks exhibited a transition from sparse to more synchronized activity.
  • The model demonstrated the emergence of temporally focused spike patterns ('cell assemblies').

Conclusions:

  • The anterior piriform cortex may function to convert continuous input spikes into temporally focused cell assemblies.
  • These cell assemblies are likely salient for downstream brain regions.
  • Recurrent excitation plays a key role in this input transformation process.