Haskins fMRI Workshop Part I: Data Acquisition & Preprocessing
fMRI Setup
Collaborations Yale University Yale MR Imaging Center Dartmouth College Department of Psychological and Brain Sciences Kennedy Krieger Institute F.M. Kirby Research Center for Functional Brain Imaging
Magnet... Source: flying_objects.html
3D space definitions Standard coordinates are listed as mm distances from the origin (the anterior commisure) along the x/y/z dimensions. some examples: Broca’s area, left hemisphere Tal x=-54 y=27 z=9 right cerebellum: Tal x=33 y=-45 z=-39 left occipitotemporal region: Tal x=-39 y=-45 z=-19
slice orientations axial sagittal coronal
Typical Acquisition Sequence 1)three-plane “localizer” 2)sagittal “scout” 3)axial T1 anatomic 4)several functional runs... 5)high-resolution anatomic (MP-RAGE) 6)Diffusion Tensor Imaging....
Slice Locations
Simulated Hemodynamic Response Noise SD = 0 Noise SD = 10 Noise SD = 100
kki0032 trial timecourse
Preprocessing steps functional data: adjust for slice acquisition time sinc interpolation; “temporal realignment” adjust for motion “motion correction”; “(spatial) realignment” apply spatial smoothing gaussian filter anatomic data: strip skull from image align with a common template “normalization”
slice acquisition time... We typically acquire 20 (functional) slices in each 2-second interval. Each one takes 100 msec. Must account for this in analysis... functional data: adjust for slice acquisition time stimulus onset at time 0 slice #1 (circles) is acquired at times 0/2/4/6/8... seconds exactly. slice #2 (diamonds) is acquired 100msec later, at times 0.1/2.1/4.1/6.1/ seconds post-stimulus. 1 2 acquisition order
motion parameters
motion artefacts
motion parameters
motion processing
smoothing versus 6.25
normalization Basic idea: find a transformation that will spatially shift this subject’s brain to align with a template, so that subjects can be averaged together. This also allows us to use a pre-labelled atlas to identify structures. important concepts: spatial transformations: linear: translation, rotation, scaling; nonlinear: warps degrees of freedom (DOF) 6: Rigid Body; 7: adds global rescale; 12: affine (adds shear) similarity functions; search & optimization; resolutions skull stripping
skull stripping...
kki0032
end of part 1.