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Reliability and reproducibility of individual differences in functional connectivity acquired during task and resting state
- Source :
- Brain and Behavior
- Publication Year :
- 2016
- Publisher :
- John Wiley and Sons Inc., 2016.
-
Abstract
- Objectives Application of fMRI connectivity metrics as diagnostic biomarkers at the individual level will require reliability, sensitivity and specificity to longitudinal changes in development, aging, neurocognitive, and behavioral performance and pathologies. Such metrics have not been well characterized for recent advances in BOLD acquisition. Experimental Design Analysis of multiband BOLD data from the HCP 500 Subjects Release was performed with FIX ICA and with WM, CSF and motion parameter regression. Analysis with ROIs covering the gray matter at 5 mm resolution was performed to assess functional connectivity. ROIs in key areas were used to demonstrate statistical differences between specific connections. Reproducibility of group‐mean functional connectivity and for single connections for individuals was evaluated for both resting state and task acquisitions. Principal Observations Systematic differences in group‐mean connectivity were demonstrated during task and rest and during different tasks, although individual differences in connectivity were maintained. Reproducibility of a single connection for a subject and across subjects for resting and task acquisition was demonstrated to be a linear function of the square root of imaging time. Randomly removing up to 50% of time points had little effect on reliability, while truncating an acquisition was associated with decreased reliability. Reliability was highest within the cortex, and lowest for deep gray nuclei, gray‐white junction, and near large sulci. Conclusions This study found systematic differences in group‐mean connectivity acquired during task and rest acquitisions and preserved individual differences in connectivity due to intrinsic differences in an individual's brain activity and structural brain architecture. We also show that longer scan times are needed to acquire data on single subjects for information on connections between specific ROIs. Longer scans may be facilitated by acquisition during task paradigms, which will systematically affect functional connectivity but may preserve individual differences in connectivity on top of task modulations.
- Subjects :
- Adult
Male
genetic structures
Individuality
050105 experimental psychology
Developmental psychology
Task (project management)
03 medical and health sciences
Behavioral Neuroscience
Functional connectivity
Young Adult
0302 clinical medicine
resting state fMRI reproducibility
Connectome
Diagnostic biomarker
Humans
0501 psychology and cognitive sciences
Reliability (statistics)
Original Research
Reproducibility
Resting state fMRI
05 social sciences
Brain
Reproducibility of Results
Magnetic Resonance Imaging
Female
Nerve Net
Psychology
Neuroscience
Neurocognitive
030217 neurology & neurosurgery
Subjects
Details
- Language :
- English
- ISSN :
- 21623279
- Volume :
- 6
- Issue :
- 5
- Database :
- OpenAIRE
- Journal :
- Brain and Behavior
- Accession number :
- edsair.doi.dedup.....249982cd66d3f7ca3c9fbef8c7531b78