fMRI preprocessing
Specificities of preprocessing steps tend to vary across software. See packages for details:
General steps
- Realignment → estimate and correct subject motion effects
- Susceptibility distortion correction → estimate & correct spatial distortions due to inhomogeneities in the magnetic field
- Slice timing correction → correct for temporal distortions due to intrinsic sequential nature of scanning acquisition protocol
- Co-registration and normalization → align functional and anatomical data across different subjects
Correction of noise sources and signal confounds has a considerable impact on neuroimaging results Khalili-Mahani2013
Noise sources are exacerbated under Psychedelics → increase head motion during scanning and alter blood pressure, respiration, heart rate Griffiths201 Holze2021 Olbrich2021
global signal regression has been found to substantively alter psychedelic effects on resting-state measures Preller2020 Preller2018
Topics
SPM
FSL Tutorial
CONN Tutorial
Things to watch for
- gibbs ringing artifacts
- abnormal intensity differences in GM/WM indicative of pathology (here)