Co-activation patterns across multiple tasks reveal robust anti-correlated functional networks
Meiling Li1, Louisa Dahmani2, Danhong Wang1
1Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA.
Antagonistic brain states, or anti-correlations, are a fundamental principle of brain organization. These interactions are biologically meaningful and predict brain responses to stimuli, as shown in task-based and resting-state functional connectivity.
Area of Science:
- Neuroscience
- Cognitive Neuroscience
- Functional Brain Imaging
Background:
- The existence and significance of antagonistic brain states (anti-correlations) in functional brain organization remain debated.
- Some researchers consider anti-correlations an artifact of data preprocessing, while others view them as biologically meaningful predictors of brain activity.
Purpose of the Study:
- To investigate task-based co-activation patterns across the whole brain.
- To determine if brain regions exhibit anti-correlated activity during tasks, similar to resting-state observations.
- To explore the clinical relevance of anti-correlations in patients with depression.
Main Methods:
- Analysis of 47 task contrasts from the Human Connectome Project (N=680) to examine whole-brain co-activation patterns.
- Comparison of task-based anti-correlations with resting-state functional connectivity data, including analysis with and without global signal regression (GSR).
- Assessment of task-based anti-correlations between the dorsolateral prefrontal cortex (DLPFC) and subgenual anterior cingulate cortex in 25 patients with depression.
Main Results:
- Robust antagonistic interactions were found between brain networks during various tasks.
- The default mode network showed the highest degree of cortex-wide negative connectivity.
- Task-based anti-correlations corresponded well with resting-state data processed using GSR, which also proved a better predictor of task-induced modulation.
- Task-based anti-correlations between DLPFC and subgenual anterior cingulate cortex were associated with treatment efficacy in depression patients.
Conclusions:
- Anti-correlations represent a biologically meaningful phenomenon in brain function.
- These antagonistic interactions may constitute a fundamental principle of functional brain organization.
- GSR-processed resting-state data enhances the prediction of task-induced brain activity.
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