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Automated Multimodal Stimulation and Simultaneous Neuronal Recording from Multiple Small Organisms
Published on: March 3, 2023
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Simultaneous silence organizes structured higher-order interactions in neural populations.
Hideaki Shimazaki1, Kolia Sadeghi2, Tomoe Ishikawa3
1RIKEN Brain Science Institute, 2-1 Hirosawa, Wako-shi, Saitama 351-0198, Japan.
Scientific Reports
|April 29, 2015
Summary
Simultaneous silence (SS) of neurons captures complex neural population activity patterns. This finding reveals a fundamental characteristic of higher-order interactions (HOIs) in the brain.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Neural activity patterns are shaped by biological constraints.
- Characterizing neural activity involves individual rates, pairwise correlations, and higher-order interactions (HOIs).
- The fundamental properties of HOIs in neural populations remain largely unexplored.
Purpose of the Study:
- To investigate the primary characteristics of higher-order interactions (HOIs) in neural activity.
- To determine if a concise feature can summarize complex HOIs.
- To explore the role of inhibitory neurons in maintaining these interactions.
Main Methods:
- Analysis of spontaneous neural activity in cultured hippocampal slices.
- Quantification of simultaneous silence (SS) events.
- Comparison of observed SS frequency with predictions based on individual rates and pairwise correlations.
- Modeling of neural population activity with spiking nonlinearity and correlated input.
Main Results:
- Simultaneous silence (SS) is a more frequent feature than predicted by lower-order statistics.
- SS effectively explains structured HOIs, including alternating signs at successive interaction orders.
- Inhibitory neurons are crucial for maintaining significant SS.
- Structured HOIs predicted by SS were replicated in a computational neural population model.
Conclusions:
- Simultaneous silence (SS) is a ubiquitous feature that concisely summarizes higher-order interactions (HOIs) in neural populations.
- SS provides a new framework for understanding the constraints on neural activity patterns.
- These findings suggest SS may play a role in neural information processing.
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