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A transformation from temporal to ensemble coding in a model of piriform cortex.
Merav Stern1,2, Kevin A Bolding3, L F Abbott2
1Edmond and Lily Safra Center for Brain Sciences, Hebrew University, Jerusalem, Israel.
Elife
|March 30, 2018
Summary
The piriform cortex (PCx) transforms olfactory bulb (OB) temporal odor codes into ensemble representations. A new model shows PCx circuitry uses excitation and inhibition to achieve this, enabling robust odor identity and concentration coding.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Sensory Systems
Background:
- Mammalian olfactory processing involves distinct coding strategies across brain regions.
- The olfactory bulb (OB) uses temporal latency codes for odor identity.
- The piriform cortex (PCx) shifts to ensemble membership for odor identity, discarding temporal information.
Purpose of the Study:
- To elucidate the computational mechanisms underlying the transformation of olfactory information from the OB to the PCx.
- To model how the PCx implements a multiplexed coding scheme for odor identity and concentration.
Main Methods:
- Development of a spiking network model of the piriform cortex (PCx).
- Simulation of olfactory input with varying onset latencies to represent odor concentrations.
- Analysis of network dynamics, including recurrent excitation and feedback inhibition.
Main Results:
- PCx circuitry amplifies early OB inputs via recurrent excitation.
- Feedback inhibition suppresses later-responding inputs, refining the odor code.
- Odor concentration is encoded by population synchrony, while ensemble membership remains robust to concentration changes.
- The model demonstrates a multiplexed code for both odor identity and concentration.
Conclusions:
- The piriform cortex (PCx) utilizes a combination of excitation and inhibition to implement a novel multiplexed olfactory coding strategy.
- This circuitry allows for robust odor identification across different concentrations.
- The findings provide insights into neural computation in sensory processing and information transformation in the brain.
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