Edge Community Entropy is a Novel Neural Correlate of Aging and Moderator of Fluid Cognition
Anita ShankariD, Jacob TanneriD, Tianrui MaoiD, Richard F. BetzeliD, Ruchika Shaurya PrakashiD
Abstract
Decreased neuronal specificity of the brain in response to cognitive demands (i.e., neural dedifferentiation) has been implicated in age-related cognitive decline. Investigations into functional connectivity analogues of these processes have focused primarily on measuring segregation of nonoverlapping networks at rest. Here, we used an edge-centric network approach to derive entropy, a measure of nodal specialization, from spatially overlapping communities during cognitive task fMRI. Using Human Connectome Project Lifespan data (713 participants, 36-100 years old), we characterized a pattern of nodal despecialization differentially affecting the medial temporal lobe and limbic, visual, and subcortical systems. Global entropy uniquely covaried with age when controlling for network segregation. Importantly, relationships between both metrics and fluid cognition were age-dependent, although entropys relationship with cognition was specific to older adults. These results suggest entropy is a potentially important metric for examining how neurological processes in aging affect functional specialization at the nodal, network, and whole-brain level.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 3
- FWCI
- 0.73
- Field percentile
- top 35%
- Organism
- Assay
- 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
- A robust core architecture of functional brain networks supports topological resilience and cognitive performance in aging
William Stanford, Peter J. Mucha, Eran Dayan·Proceedings of the National Academy of SciencesPeer-reviewed·Oct 25, 2022
- The independent influences of age and education on functional brain networks and cognition in healthy older adults
Alistair Perry, Wei Xiong Wen, … Michael J Breakspear·Human Brain MappingPeer-reviewed·Jul 7, 2017
- Older is Order: Entropy reduction in cortical spontaneous activity marks healthy aging
Da Chang, Xiu Wang, … Xi‐Nian Zuo·BMC NeurosciencePeer-reviewed·Dec 3, 2024
- Age-related reorganization of functional network architecture in semantic cognition
Sandra Martin, Kathleen A. Williams, … Gesa Hartwigsen·Cerebral CortexPeer-reviewed·Sep 7, 2022
- Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging
Josh Neudorf, Kelly Shen, Anthony Randal McIntosh·Network NeurosciencePeer-reviewed·Jan 1, 2024
- Poorer physical function is associated with elevated spatial entropy in the aging brain network landscape
Clayton Connor McIntyre, Shannon M. O'Donnell, … Paul J. Laurienti·Aging CellPeer-reviewed·Jun 1, 2026