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Variability in fMRI: an examination of intersession differences.
D J McGonigle1, A M Howseman, B S Athwal
1Wellcome Department of Cognitive Neurology, Institute of Neurology, London, WC1N 3BG, United Kingdom.
Neuroimage
|June 22, 2000
Summary
Functional magnetic resonance imaging (fMRI) session variability is significant. Accounting for within- and between-session variance with multiple sessions is crucial for accurate neuroanatomy findings.
Area of Science:
- Neuroimaging
- Cognitive Neuroscience
- Functional Magnetic Resonance Imaging (fMRI)
Background:
- Functional neuroanatomy is typically inferred from single functional magnetic resonance imaging (fMRI) sessions.
- This interpretation assumes negligible response variability between sessions.
- The empirical examination of this assumption is critical for reliable neuroimaging research.
Purpose of the Study:
- To empirically investigate the assumption of negligible session-specific responses in functional magnetic resonance imaging (fMRI).
- To determine the impact of session-by-condition interactions on the interpretation of functional neuroanatomy.
- To assess the validity of single-session fMRI data for subject-level conclusions.
Main Methods:
- Collected 99 fMRI sessions over 2 months from a single subject, repeating motor, visual, and cognitive paradigms.
- Utilized statistical models to analyze session-by-condition interactions and error variance.
- Employed multisession fixed-effects and random-effects analyses to evaluate activation and variance.
Main Results:
- Session-by-condition interactions significantly explained error variance across all paradigms (P < 0.05 corrected).
- Many voxels with significant session-by-condition interactions were not consistently activated across all sessions.
- Most variably activated voxels did not survive random-effects analysis, indicating sensitivity to between-session variance.
Conclusions:
- Accurate inference of subject responses requires statistical models accounting for within- and between-session variance.
- A sufficiently large sample of sessions is necessary for robust fMRI findings.
- Relying on single-session fMRI data risks erroneous conclusions about typical subject responses.