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Published byRosamund Ross Modified over 9 years ago
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Johns Hopkins DTI Projects Jonathan Farrell Bennett Landman, Hao Huang, Thomas Ng Man Cheuk, Susumu Mori
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2 Progress Report Slides
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To Do List from 2005 High SNR DTI Calibration Dataset @ 1.5T –Several studies wrap up & publish –Original and coregistered datapost –Useful software post DTI Database of 61 Healthy Controls @ 1.5T –Original datapost –Coregistered and processed datapost Image Distortion Correction for DTI –Studywrap up & publish Tractography Reproducibility –Studywrap up & publish
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Progress Report in 2006 High SNR DTI Calibration Dataset @ 1.5T –Several studies2 papers submitted –Original and coregistered dataPosted –Useful software2 posted + 1 soon DTI Database of 61 Healthy Controls 1.5T –Original data Posted –Coregistered and processed datasoon Image Distortion Correction for DTI –Studyunder revision (round 2) Tractography Reproducibility –Studyunder revision (round 2)
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Summary of Each Project Goal Results Endpoints
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DTI Calibration Study: SNR QUESTION: How does SNR affect DTI contrasts in vivo ? TAKE HOME POINT:Provide methods to calibrate SNR across sites ENDPOINT:Paper submitted September 2006
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DTI Calibration Study: DW Scheme QUESTION: Which diffusion weighting scheme should you use and why? TAKE HOME POINT: Use a scheme with many directions ( ~ 30) to get uniform precision and accuracy at all fiber orientations. BUT…Effect size is small (less than intra and inter scan variability) ENDPOINT:Paper submitted October 2006
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Multi-Site DTI Calibration Study GOAL: Measure accuracy and precision of DTI contrasts at several imaging sites and scanners. DATA COLLECTION SITES: Johns Hopkins Duke MGH University of Texas South Western DETIALS: Will make DTI-contrast vs SNR curves Hopefully, the sites show similar behavior
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Software: CATNAP GOAL: To simplify and accelerate DTI & anatomical data processing HOW IT WORKS: Coregistration with FSL FLIRT Computes DTI gradient table Computes diffusion tensor and DTI contrasts DETIALS: Runs in MATLAB Philips data only (so far) http://www.nbirn.net/downloads/
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Software: DTI_gradient_table_creator GOAL: Figure out the gradient table for Philips DTI data HOW IT WORKS: Takes scanner / imaging options & parameters into account Rules can be tricky ! DETIALS: MATLAB function JAVA applet (online) http://www.nbirn.net/downloads/
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Software: PARtoNRRD_Philips GOAL: Create NRRD headers files for Philips DTI data .nhdr files contain all relevant DTI parameters Resolution, FOV, Slices Gradient directions, b-value, coordinate space Compatible with Slicer HOW IT WORKS: Uses.par file (Philips text file) Uses DTI_gradient_table_creator_Philips_RelX WHAT YOU NEED : .nhdr file and.rec (data file) Will be posted soon http://www.nbirn.net/downloads/
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GOAL: Distribute DTI data for 61 healthy controls DTI Database of Healthy Controls ISSUES: Data management, defacing and de-identification ENDPOINT: Original data (posted), coregistered data (TBD), meta-data (TBD) http://www.nbirn.net/downloads/
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Tractography Reproducibility 0 0.2 0.4 0.6 0.8 1 1.2 Cingulum Corticospinal tract Anterior thalamic radiation Superior long. fasciculus Inferior long. fasciculus Inferior frontocc. fasciculus Uncinate fasciculus Intra-rater Inter-rater Almost perfect Substantial Moderate Fair GOAL: Test reproducibility of tractography Performed multi-site inter-rater tests for 11 major WM tracts. RESULTS: Substantial reproducibility was observed for the protocol developed under this project ENDPOINT: Paper submitted and under revision
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Image Distortion Correction for DTI a)Non distorted T1w image, b) DTI with distortion c)Landmark-based LDDMM correction d)Intensity –based SPM e) segmentation-based SPM. f) The LDDMM method undistorts the image smoothly g) Guantifies the distortion by Jacobian. Although the segmentation- based SPM could correct the distortion (e), the transformation contains severe discontinuity (h), which may cause DTI calculation errors. Paper is in preparation. Working on implementing other techniques (Song, others)
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