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History-dependent variability in population dynamics during evidence accumulation in cortex.
Ari S Morcos1, Christopher D Harvey1
1Department of Neurobiology, Harvard Medical School, Boston, Massachusetts, USA.
Nature Neuroscience
|November 8, 2016
Summary
Mice use rapid neural activity shifts in the posterior parietal cortex to build short-term memory for evidence accumulation during navigation. This process dynamically updates neural transitions, not requiring explicit neuron competition.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- The posterior parietal cortex is crucial for integrating sensory information and guiding behavior.
- Understanding how neural populations encode accumulating evidence is key to deciphering decision-making processes.
Purpose of the Study:
- To investigate how the posterior parietal cortex integrates new information with ongoing neural dynamics during evidence accumulation.
- To elucidate the mechanisms underlying short-term memory formation for sequential information processing in a virtual navigation task.
Main Methods:
- Analysis of population neural activity on single trials during a virtual navigation task in mice.
- Development of novel methods to track dynamic transitions between neural activity patterns.
- Quantification of trial-event-induced modifications to neural transition probabilities.
Main Results:
- Neural activity in the posterior parietal cortex transitions rapidly between distinct neuronal ensembles.
- Evidence cues and behavioral choices induce lasting modifications in neural transition dynamics, establishing short-term memory.
- A sequence of cues generates a cascade of these modifications, forming a signal for accumulated evidence.
Conclusions:
- Evidence accumulation can emerge implicitly from the dynamical properties of neural networks, specifically through short-term memory mechanisms.
- Explicit neural competition, as proposed by winner-take-all models, may not be necessary for evidence accumulation.
- The findings suggest a flexible neural representation where distinct activity patterns can encode similar levels of accumulated evidence.
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