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Automated Amygdala Surface Modeling Pipeline

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Presentation on theme: "Automated Amygdala Surface Modeling Pipeline"— Presentation transcript:

1 Automated Amygdala Surface Modeling Pipeline
Moo K. Chung Department of Biostatistics and Medical Informatics Waisman Laboratory for Brain Imaging and Behavior University of Wisconsin-Madison *Matlab-based image processing/analysis/visualization tools

2 Acknowledgments Brendon, M. Nacewicz, Anqi Qiu, Shubing Wang, Kim M. Dalton, Jamie Hanson, Seth Pollak, Richard J. Davidson Waisman laboratory for brain imaging and behavior University of Wisconsin-Madison

3 Amygdala manual segmentation
Left amygdala of subject 001 FreeSurfer can be used to automatically segment amygdala and hippocampus. Publications coming out in NeuroImage using FreeSurfer segmentation.

4 Traditional Volumetry
There is no volume difference in autism vs. control (study 1 (n=24) + study 3 (n=23) combined): Left (p=0.64) Right (p=0.81) Can we still have localized difference?

5 Step1 3D model of left amygdala of subject 001
top Orientation bottom back left front middle

6 3D model of left amygdala of subject 001
top top middle bottom left bottom left middle front front back back

7 Spherical coordinate system for amygdala surface
Step 2 Spherical coordinate system for amygdala surface Analysis & surface registration will be done on a sphere and the result will be back projected onto the average amygdala surface.

8 Hotelling’s T-square test on group difference
Left Right front back left middle middle right Origami representation

9 Keith Worsley’s SurfStat MATLAB package
Testing Group difference controlling for Brain size and Age slm = SurfStatLinMod(disp, Brain + Age + Group,avsurf); slm = SurfStatT(slm, group); >pvalue = [ ] >threshold=randomfield_threshold(slm, pvalue) pvalue = threshold = Corrected P-value thresholding using the random field theory

10 Significance of group difference controlling for Brain size and Age
Left Right front back 3.7 left middle middle right Max T = Random field thresholding at 0.05 level = Max T = Random field thresholding at 0.05 level = T-stat.


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