Multisensory integration in the mouse cortical connectome using a network diffusion model

Author:

Shadi Kamal1ORCID,Dyer Eva2ORCID,Dovrolis Constantine1ORCID

Affiliation:

1. School of Computer Science, Georgia Institute of Technology, Atlanta, GA, USA

2. Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA

Abstract

Having a structural network representation of connectivity in the brain is instrumental in analyzing communication dynamics and neural information processing. In this work, we make steps towards understanding multisensory information flow and integration using a network diffusion approach. In particular, we model the flow of evoked activity, initiated by stimuli at primary sensory regions, using the asynchronous linear threshold (ALT) diffusion model. The ALT model captures how evoked activity that originates at a given region of the cortex “ripples through” other brain regions (referred to as an activation cascade). We find that a small number of brain regions–the claustrum and the parietal temporal cortex being at the top of the list–are involved in almost all cortical sensory streams. This suggests that the cortex relies on an hourglass architecture to first integrate and compress multisensory information from multiple sensory regions, before utilizing that lower dimensionality representation in higher level association regions and more complex cognitive tasks.

Funder

Defense Sciences Office, DARPA

National Science Foundation

Publisher

MIT Press - Journals

Subject

Applied Mathematics,Artificial Intelligence,Computer Science Applications,General Neuroscience

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