Alterations in Resting-State Functional Connectivity and Dynamics in Schizophrenia as a Result of Global not Local Processes
Metzner, C.; Dimulescu, C.; Kamp, F.; Fromm, S.; Uhlhaas, P. J.; Obermayer, K.
Show abstract
We examined changes in large-scale functional connectivity and temporal dynamics and their underlying mechanisms in schizophrenia (ScZ) through measurements of resting-state functional magnetic resonance imaging (rs-fMRI) data and computational modelling. The rs-fMRI measurements from patients with chronic ScZ (n=38) and matched healthy controls (n=43), were obtained through the public schizConnect repository. Computational models were constructed based on diffusion-weighted MRI scans and fit to the experimental rs-fMRI data. We found decreased large-scale functional connectivity across sensory and association areas and for all functional subnetworks for the ScZ group. Additionally global synchrony was reduced in patients while metastability was unaltered. Perturbations of the computational model revealed that decreased global coupling and increased background noise levels both explained the experimentally found deficits better than local changes to the GABAergic or glutamatergic system. The current study suggests that large-scale alterations in ScZ are more likely the result of global rather than local network changes.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Structural control energy of resting-state functional brain states reveals inefficient brain dynamics in psychosis vulnerability. 97%
- Predicting sex, age, general cognition and mental health with machine learning on brain structural connectomes 96%
- Simultaneous Modeling of Reaction Times and Brain Dynamics in a Spatial Cuing Task 96%
Similar papers in this journal
- A new causal centrality measure reveals the prominent role of subcortical structures in the causal architecture of the extended default mode network 97%
- Modelling the laminar connectome of the human brain 96%
- Dynamic Causal Modelling Highlights the Importance of Decreased Self-Inhibition of the Sensorimotor Cortex in Motor Fatigability 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.