Free Surfer Introduction The Free Surfer Team 2
- Slides: 42
Free. Surfer Introduction
The Free. Surfer Team 2
The Free. Surfer Team Bruce Lilla Martin Longitudinal Doug Anastasia Registration Tractography f. MRI Software Engineers Nick Zeke Ruopeng Andre MR Sequences Allison 3 freesurfer@nmr. mgh. harvard. edu
The Free. Surfer Team 4
Free. Surfer Lectures & Tutorials http: //surfer. nmr. mgh. harvard. edu/fswiki/Fs. Tutorial/June. NC 2014 Course. Schedule
Talk Overview • What is Free. Surfer? • What does it do? • What are surfaces? • Why surfaces? • What else does Free. Surfer provide?
What is Free. Surfer? • Neuroimaging analysis software package • Fully characterizes anatomy • Cortex –folding patterns, thickness, ROIs • Subcortical – structure boundaries • Longitudinal • Surface-based inter-subject Registration • Multi-modal integration • f. MRI (task, rest, retinotopy) • Tractography
What Free. Surfer Does… Free. Surfer creates computerized models of the brain from MRI data. Input: T 1 -weighted (MPRAGE) 1 mm 3 resolution (. dcm) Output: Segmented & parcellated conformed volume (. mgz)
Surfaces surface
What Happens During Cortical Surface Reconstruction? • Finds wm/gray boundary – white surface one slice entire brain
What Happens During Cortical Surface Reconstruction? • Finds pial/CSF boundary – pial surface one slice entire brain
Cortex • • • Outer layer of gray matter ~70% of gray matter in brain 1 -5 mm thick Highly folded 2 Dimensional, embedded in 3 D 12 12
Cortical vs. Subcortical GM cortical gm subcortical gm sagittal coronal
Cortical vs. Subcortical GM subcortical gm sagittal coronal
2 D Surface in 3 D Space Inflation Flattening 13
Function Follows the Surface • Visual areas mapped using f. MRI retinotopy • Pattern is clear on the surface • Pattern is lost in the volume From (Sereno et al, 1995, Science). 16
Surface Model • • Mesh (“Finite Element”) Vertex = point of triangles Neighborhood XYZ at each vertex Triangles/Faces ~ 300, 000 Area, Distance Curvature, Thickness Movable 14
Cortical Thickness pial surface • Distance between white and pial surfaces along normal vector. • 1 -5 mm 1
Volumetric Intersubject Registration • Affine/Linear • Translate • Rotate • Stretch • Shear • (12 DOF) • Match Intensity, Voxel-by-Voxel • Problems • Can use nonlinear volumetric (cf CVS)
Inter-Subject Surface-Based Registration Common space for group analysis (like Talairach) “fsaverage” 17
Spatial Smoothing is averaging of “nearby” voxels Why should you smooth? • Might Improve CNR/SNR • Improve inter-subject registration How much smoothing? • Blob-size • Typically 5 -20 mm FWHM • Surface smoothing more forgiving than volume-based
Volume-based Smoothing 14 mm FWHM • 5 mm apart in 3 D • 25 mm apart on surface! • Kernel much larger • Averaging with other tissue types (WM, CSF) • Averaging with other functional areas
Surface-based Smoothing • Smoothing is averaging of nearby vertices Sheet: 2 D Coordinate System (X, Y) Sphere: 2 D Coordinate System (q, f) central anterior sylvian superior temporal posterior calcarine 23
Automatic Gyral Segmentation Precentral Gyrus Superior Temporal Gyrus Postcentral Gyrus Based on individual’s folding pattern 22
Volumetric Segmentation (aseg) Cortex White Matter Lateral Ventricle Thalamus Caudate Pallidum Putamen Amygdala Hippocampus Not Shown: Nucleus Accumbens Cerebellum 24
Combined Segmentation aparc+aseg aparc aseg wmparc Nearest Cortical Label to point in White Matter 26
Surface-based Registration Performance Brodmann, 1909 19
Predicting Brodmann Areas: Talairach Coordinates 10 subjects overlap 1 subject overlap BA 17 (V 1) BA 18 (V 2) (Amunts et al, 2000, 2004) BA 44 (Broca’s) BA 45 (Broca’s) 20
Predicting Brodmann Areas from Folding Patterns BA 17 (V 1) 0% BA 44 BA 18 (V 2) 100% Overlap BA 45 Fischl, et al, 2007. Thanks to Katrin Amunts, Karl Zilles and Hartmut Mohlberg for the data, and to Niranjini Rajendran and Evelina Busa for the analysis. 21
Automated Subfield Segmentation • Leave-one-out cross-validation with 5 subjects Dice Coefficient Fimbria CA 2/3 CA 1 CA 4/DG Presubiculum Subiculum Hippocampal fissure . 8. 7. 6. 5. 4. 3. 2. 1 0 Hippocampus Inf. Lateral Ventricle 80 70 Choroid plexus Relative Volume Difference (%) 60 50 40 30 20 10 0 high-resolution scan of unseen subject manual labeling automated labeling Collaboration with Koen van Leemput, Polina Golland, Brad Dickerson and Akram Bakkour 27
Longitudinal Analysis: Robust Registration Target Collaboration with Martin Reuter and Diana Rosas 28
Longitudinal Analysis: Robust Registration Registered Src (correlation ratio) (Robust) Collaboration with Martin Reuter and Diana Rosas 29
Tractography with TRACULA (TRActs Constrained by the Underlying Anatomy) • Completely automated modeling of 18 major fascicles • Uses prior probabilistic information on the anatomical structures that each fascicle goes through or next to Collaboration with Anastasia Yendiki, Lilla Zöllei, Saad Jbabdi, Tim Behrens and Jean Augustinack 31
Visual/Auditory/Motor Activation Paradigm 15 sec ‘ON’, 15 sec ‘OFF’ • Flickering Checkerboard • Auditory Tone • Finger Tapping 33
On-vs-Off SPMs +3% 0% -3% Contrast Amplitude CON, COPE, CES Contrast Amplitude Variance Significance t-Map (p, z, F) (Error Bars) (Thresholded p<. 01) VARCOPE, CESVAR 34
Sampling on the Surface 35
Group f. MRI Analysis: Volume vs Surface Affine registration to MNI 305 38
What is Free. Surfer? • • • Cortical extraction and labeling Subcortical segmentation Surface-based Inter-subject Registration (Nearly) Fully-automated Multi-modal integration Use Free. Surfer Be Happy 40
What Can One Do With A Surface Model? goal: use model to imposed desired activity pattern on V 1 desired shape of activity pattern required shape of stimulus w=k log(z+a) left primary visual cortex right visual hemifield Collaboration with Jon Polimeni and Larry Wald. 50
Tangential Resolution Measured with Surface-based Analysis Collaboration with Jon Polimeni and Larry Wald. Polimeni, et al, 2010, NI. 51
Neuro. Marketing! Aim 1 of our NCRR Center Grant, spelling: “MGH Center for Functional Neuroimaging Technologies; and NCRR Center for Research Resources. ” (just kidding) Thanks to Larry Wald for this slide.
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