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Neural circuit models for evidence accumulation through choice-selective sequences.

Lindsey S Brown1, Jounhong Ryan Cho2, Scott S Bolkan2

  • 1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA. lindseysbrown@princeton.edu.

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Summary
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Neurons may accumulate evidence sequentially, not just persistently, in the brain. Different brain regions might use distinct circuit mechanisms for this sequential evidence accumulation during decision-making.

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Area of Science:

  • Neuroscience
  • Computational Neuroscience
  • Systems Neuroscience

Background:

  • Traditional models posit persistent neuronal activity for evidence accumulation in decision-making.
  • Recent rodent studies reveal sequential neuronal firing patterns linked to choice-dependent neural subsets.

Purpose of the Study:

  • To investigate novel circuit models for sequential evidence accumulation in neural populations.
  • To explore how sequential activity facilitates information transfer between neuronal groups.

Main Methods:

  • Development of two computational models simulating sequential neuronal activation and evidence transfer.
  • Recording neural activity from four brain regions in rodents during an evidence accumulation task.

Main Results:

  • Observed sequential neuronal firing patterns across different brain regions.
  • Evidence tuning in distinct regions aligned with predictions from different candidate circuit models.
  • Demonstrated precise accumulation and transfer of graded information via sequential activity.

Conclusions:

  • Sequential neuronal activity provides a viable mechanism for evidence accumulation and transfer.
  • Different brain regions may employ distinct circuit-level strategies for evidence accumulation.
  • This study offers mechanistic insights into neural computation underlying decision-making.