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Published on: May 23, 2025
Feedforward and feedback frequency-dependent interactions in a large-scale laminar network of the primate cortex
Jorge F Mejias1, John D Murray2, Henry Kennedy3
1Center for Neural Science, New York University (NYU), New York, NY 10003, USA.
A new computational model of the primate cortex reveals how feedforward and feedback signaling interact across multiple scales. This brain circuit model explains frequency-dependent oscillations and functional hierarchy dynamics in visual processing.
Area of Science:
- Computational neuroscience
- Systems neuroscience
- Primate brain function
Background:
- Understanding brain functions like attention and executive control requires elucidating top-down and bottom-up processing in the cerebral cortex.
- The precise circuit mechanisms governing these interactions remain a significant challenge in neuroscience.
Purpose of the Study:
- To investigate the circuit mechanisms underlying top-down and bottom-up interactions in the primate cortex.
- To model the interplay between feedforward and feedback signaling across multiple spatial and temporal scales.
Main Methods:
- Development of a large-scale computational model of the primate cortex.
- Incorporation of new directed and weighted connectivity data.
- Analysis of model dynamics across intralaminar, interlaminar, interareal, and whole-cortex scales.
Main Results:
- The model successfully reproduced frequency-dependent interactions between visual cortical areas.
- Feedforward pathways were associated with gamma oscillations (30-70 Hz), while feedback projections modulated alpha/low-beta oscillations (8-15 Hz).
- The model replicated a functional hierarchy based on Granger causality, suggesting a mechanism for context-dependent hierarchy dynamics.
Conclusions:
- The interplay of feedforward and feedback signaling is critically dependent on the cortical laminar structure.
- Multiscale approaches are essential for understanding large-scale brain circuit dynamics.
- The developed model serves as a platform for further research into brain function and circuit mechanisms.
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