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Distributed Coding of Evidence Accumulation across the Mouse Brain Using Microcircuits with a Diversity of Timescales
Elaheh Imani1, Setayesh Radkani2, Alireza Hashemi3
1Department of Computer Engineering, Ferdowsi University of Mashhad, Mashhad, 9177948974, Iran.
Neural evidence accumulation for perceptual decisions involves multiple integration mechanisms and timescales across the brain. Neurons exhibit drift-diffusion model-like activity, revealing diverse accumulation strategies and hierarchical temporal processing.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Decision Neuroscience
Background:
- Perceptual decision-making relies on accumulating noisy evidence.
- Understanding the neural basis of this evidence accumulation is crucial.
Purpose of the Study:
- To investigate neural correlates of evidence accumulation across brain areas in mice.
- To explore the diversity of neural mechanisms and timescales involved in evidence integration.
Main Methods:
- Utilized brain-wide electrophysiological recordings in mice.
- Analyzed neuronal firing rates for drift-diffusion model (DDM)-like activity.
- Investigated single and race accumulator models for neural mechanisms and integration timescales.
Main Results:
- DDM-like neurons, showing evidence-sensitive ramping firing rates, are widespread across the brain.
- Multiple evidence accumulation mechanisms (single and race) operate within and across brain areas.
- Integration timescales vary across brain areas hierarchically and within areas, linked to microcircuit properties like recurrent excitation.
Conclusions:
- Evidence accumulation in the brain is not monolithic but employs diverse integration mechanisms.
- Neural circuits integrate evidence over multiple, hierarchically organized timescales.
- Heterogeneity in integration timescales reflects variations in microcircuit parameters, such as recurrent excitation strength.
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