Abstract
Assessment of functional connectivity (FC) has revealed a great deal of knowledge about the macroscale spatiotemporal organization of the brain network. Recent studies found task-versus-rest network reconfigurations were crucial for cognitive functioning. However, brain network reconfiguration remains unclear among different cognitive states, considering both aggregate and time-resolved FC profiles. The current study utilized static FC (sFC, i.e., long timescale aggregate FC) and sliding window–based dynamic FC (dFC, i.e., short timescale time-varying FC) approaches to investigate the similarity and alterations of edge weights and network topology at different cognitive loads, particularly their relationships with specific cognitive process. Both dFC/sFC networks showed subtle but significant reconfigurations that correlated with task performance. At higher cognitive load, brain network reconfiguration displayed increased functional integration in the sFC-based aggregate network, but faster and larger variability of modular reorganization in the dFC-based time-varying network, suggesting difficult tasks require more integrated and flexible network reconfigurations. Moreover, sFC-based network reconfigurations mainly linked with the sensorimotor and low-order cognitive processes, but dFC-based network reconfigurations mainly linked with the highorder cognitive process. Our findings suggest that reconfiguration profiles of sFC/dFC networks provide specific information about cognitive functioning, which could potentially be used to study brain function and disorders.
| Original language | English (US) |
|---|---|
| Pages (from-to) | 1034-1050 |
| Number of pages | 17 |
| Journal | Network Neuroscience |
| Volume | 7 |
| Issue number | 3 |
| DOIs | |
| State | Published - 2023 |
All Science Journal Classification (ASJC) codes
- General Neuroscience
- Computer Science Applications
- Artificial Intelligence
- Applied Mathematics
Keywords
- Cognitive process
- Drift diffusion model
- Dynamic functional connectivity
- Network reconfiguration
- Static functional connectivity