Retest Reliability of Task-related fMRI BOLD Signals during Sequential Decision Making
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Introduction
Functional magnetic resonance imaging (fMRI) is widely used to study neural processes of behavior, but evaluations of test-retest reliability (TRR) of task-related blood-oxygen-level-dependent (BOLD) responses are scarce for many cognitive tasks. Such information is particularly important for longitudinal and intervention research. The ability to learn associations between choices and outcomes across decision stages is crucial for daily behavior. We assessed the measurement reliability of behavioral performance and fMRI BOLD signals during value-based sequential decision making to evaluate the TRR of task-relevant regions for future research on non-invasive brain stimulations.
Methods
Twenty healthy adults (22 to 40 years) completed two task-fMRI sessions that were at least 2 weeks apart. During scanning, participants performed two variants of a three-stage Markov decision task with conditions varied in temporal contingency (immediate vs. delayed) and magnitude of choice outcomes (high vs. low). Both sessions were conducted under sham tDCS via a focal 3 × 1 montage targeting left dorsolateral prefrontal cortex (DLPFC). The TRR was assessed using intraclass correlation coefficients (ICC) with a two-way mixed-effects consistency model for decision performance and task-related fMRI signals at voxel-wise level and summarized in key regions defined by the extended Human Connectome Project atlas (HCPex).
Results
Decision performance was lower with delayed than immediate outcomes ( p < 0.001). Higher outcome magnitude improved performance ( p < 0.001). Decision performance increased across learning bins ( p < 0.001). The behavioral TRR was in the moderate to good level (ICC(3,1) = 0.742 for accuracy; ICC(3,1) = 0.801 for reaction time). At the whole-brain level, contrasting brain activities in delayed with immediate condition revealed suprathreshold cluster peaks in several frontal-parietal (e.g., bilateral orbitofrontal, bilateral dorsolateral prefrontal, and medial parietal cortices) and striatal regions (e.g., bilateral putamen). Voxel-wise ICCs revealed variable but partly good-to-excellent TRR across task-relevant regions, with stronger reliability in several striatal, orbitofrontal, and left dorsolateral prefrontal parcels, and more variable reliability across anterior cingulate and medial prefrontal parcels.
Conclusion
These results from a 2-session tDCS sham-sham stimulation study establish the validity of using the three-stage Markov decision task in future studies about intervention effects on the frontal-parietal-striatal network.
