How do tasks impact the reliability of fMRI functional connectivity?
Shefali Rai1,2,3,4, Kirk Graff1,2,3,4, Ryann Tansey1,2,3,4
1Child and Adolescent Imaging Research Program, University of Calgary, Calgary, Alberta, Canada.
Human Brain Mapping
|February 13, 2024
Summary
Functional connectivity (FC) reliability in functional magnetic resonance imaging (fMRI) is improved by task engagement in specific brain regions. Signal variability, not scan length or head motion, is the primary driver of FC reliability.
Area of Science:
- Neuroimaging
- Cognitive Neuroscience
- Biomarker Research
Background:
- Functional magnetic resonance imaging-functional connectivity (fMRI-FC) shows promise for biomarker research.
- Low measurement reliability in conventional fMRI-FC acquisitions can hinder its application.
- Scan length, head motion, signal properties (tSNR), and task state influence FC reliability.
Purpose of the Study:
- To investigate the regional effects of tasks on fMRI-FC reliability.
- To examine how BOLD signal properties (tMean, tSD) influence tSNR and FC reliability.
- To understand task-specific modulations of signal properties and their impact on FC reliability.
Main Methods:
- Utilized the Midnight Scan Club (MSC) dataset with 5 hours of resting-state and 6 hours of task fMRI data from 10 healthy adults.
- Analyzed regional variations in FC reliability and BOLD signal properties (tMean, tSD) during rest and task conditions.
- Correlated signal variability with FC reliability across different brain regions and acquisition states.
Main Results:
- Tasks enhanced FC reliability and increased temporal standard deviation (tSD) in task-engaged regions compared to rest.
- FC signal variability and reliability were generally reduced in regions outside of task engagement during tasks.
- Signal variability emerged as the strongest predictor of FC reliability across the brain.
Conclusions:
- Task selection significantly impacts fMRI-FC reliability, influencing specific brain networks.
- Optimizing task design is crucial for maximizing FC reliability in targeted neural systems.
- Understanding regional task effects on signal variability is key for reliable fMRI-FC biomarker development.


