Subnet Communicability: Diffusive Communication Across the Brain Through a Backbone Subnetwork
Jonathan Parlett, Abhishek S. Jeyapratap, Ali ShokoufandehiD, Birkan TunçiD, Yusuf OsmanlıoğluiD
Abstract
One of the fundamental challenges in modern neuroscience is understanding the interplay between the brains functional activity and its underlying structural pathways. To address this question, we propose a novel communication pattern called subnet communicability, which models diffusive communication between pairs of regions through a small, intermediary subnetwork of brain regions as opposed to spreading messages through the entire network. We demonstrate that subnet communicability strengthens coupling between the structural and functional connectomes better than previous models, including communicability. Over two large datasets, we show that the optimal subnetwork is consistent across the population. Subnet communicability provides new insights into structure-function coupling in the brain and offers a balance between redundancy in message passing and economy of brain wiring.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Network communication models narrow the gap between the modular organization of structural and functional brain networks
Caio Seguin, Sina Mansour L., … Fernando Calamante·NeuroImagePeer-reviewed·May 20, 2022
- Network communication models improve the behavioral and functional predictive utility of the human structural connectome
Caio Seguin, Ye Tian, Andrew Zalesky·Network NeurosciencePeer-reviewed·Jan 1, 2020
- Resolving inter-regional communication capacity in the human connectome
Filip Milisav, Vincent Bazinet, … Bratislav Mišić·Network NeurosciencePeer-reviewed·Jan 1, 2023
- Structural signatures of synergy and redundancy in human brain function
Laia Barjuan, Maria Pope, … Olaf Sporns·bioRxiv·Apr 10, 2026
- Efficient Coding in the Economics of Human Brain Connectomics
Dale Zhou, Christopher W. Lynn, … Danielle S. Bassett·Network NeurosciencePeer-reviewed·Dec 20, 2021
- Comparing models of information transfer in the structural brain network and their relationship to functional connectivity: Diffusion versus shortest path routing
Josh Neudorf, Shaylyn Kress, Ron Borowsky·Brain Structure and FunctionPeer-reviewed·Feb 1, 2023