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This tutorial guides you through analyzing DWI data using Slicer software, covering tensor generation, scalar metric calculations, and tractography tools. Learn to load, visualize, and process diffusion-weighted images step-by-step.
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National Alliance for Medical Image Computing NA-MIC Training Workshop NCBC AHM Session 4 Diffusion Tensor Imaging Sonia Pujol, Ph.D. Randy Gollub, M.D., Ph.D.
Acknowledgments National Alliance for Medical ImageComputing NIH U54EB005149 Neuroimage Analysis Center NIH P41RR013218 Laboratory of Mathematics in Imaging, Brigham and Women’s Hospital Thanks to Carl-Fredrik Westin, Lauren O’Donnell, Raul San Jose Estepar, Carlos Isorna, Maxime Boucher, Matthan Caan
Material • Slicer 2.6 http://www.na-mic.org/Wiki/index.php/Slicer:Slicer2.6_Getting_Started • DTI Sample Data Set Dwi-dicom.zip SlicerSampleDTI.zip http://www.na-mic.org/Wiki/index.php/Slicer:Workshops:User_Training_101
Goal of this tutorial Guiding you step-by-step through the DWI data analysis capabilities of Slicer, including generation of tensors, calculation of scalar metrics and tractography tools. Final result of the tutorial
Overview • Part 1: Loading and Converting DTI Data • Part 2: Computing Fractional Anisotropy • Part 3: Generating Fiber Tracts • Part 4: Selective Seeding • Part 5: Clustering
Diffusion Weighted Imaging (DWI) Diffusion Weighted Images Diffusion Sensitizing Gradients
Diffusion Weighted Imaging (DWI) Example: Correlation between the orientation of the 11th gradient and the signal intensity in the Splenium of the Corpus Callosum
Loading DTI Data Slicer can load • DWI Volumes ……………………. • Tensors…………………………… • Tracts……………………………… • DTI Scenes ……………………….
DWI Training Dataset 1 • 2 Baselines and 12 Gradients
DWI Training Dataset 2 • 1 Baseline and 6 Gradients
Loading the DWI Training Dataset 1 Click on Add Volume to load the Dicom-DWI training dataset
Loading DWI data The Props Panel of the module Volumes appears. Select Nrrd Reader in the Properties field
Loading DWI data Click on Browse and load the file namic01-dwi.nhdr in the directory Dwi-dicom Check that the path to the file is correct. If needed, manually enter it Click on Apply
Loading DWI data Slicer loads the Nrrd DWI dataset
Loading DWI data Left-click on the button Or, and select the orientation Slices
Loading DWI data The anatomical slices are now aligned with the sampling grid
Loading DWI data Change the FOV to 2000
Loading DWI data The sagittal and coronal viewers display the 14 MR volumes: 2 baselines and 12 diffusion weighted volumes
Loading DWI data Left-Click on the V button to display the axial and sagittal slices inside the viewer. Use the axial slider to slice trough the baselines and diffusion weighted MR volumes.
DT-MRI Module Select Modules in the Main Menu Select VisualisationDTMRI
DT-MRI Module The panel Input of the DTMRI module appears Click on the tab Conv
DT-MRI Module The panel Conv of the DTMRI module appears
Converting DWI data to tensors Select the Input Volume namic01-dwi.nhdr and click on ConvertVolume
D D D xx xy xz D D D yx yy yz D D D zx zy zz Converting DWI data to tensors {Si} represent the signal intensities in presence of the gradients gi (Stejskal and Tanner 1965, Basser 1994 ) Slicer computes the symmetric 3x3 tensor matrix D for each voxel
Converting DWI data to tensors • At the end of the calculation, Slicer displays the average of all diffusion weighted images (_AvGradient) and the baseline volume (_Baseline). • The tensors volume is available from the DTMRI module for additional calculations.
Converting DWI data to tensors Slicer displays the anatomical views of the average of all 12 diffusion weighted images (average over all gradient directions)
Adjusting Window Level Click on the Module Volumes and select the tab Display
Adjusting Window Level Select the Active Volume namic01-dwi-nhdr_AvGradient Use the sliders Win and Lev to adjust the Window level
Adjusting Window Level Slicer displays the anatomical views of the average of all 12 diffusion weighted images (average over all gradient directions) Inspect the anatomy using the axial, sagittal and coronal sliders.
Converting DWI data to tensors Left-click on Bg and select the volume namic01-dwi nhdr_Baseline
Converting DWI data to tensors Slicer displays the baseline (T2) images. Browse the baseline images to check if the anatomy is correct
Converting DWI data to tensors Click on the module Data Slicer displays the list of DTI volumes
Converting DWI data to tensors Select File Close in the Main Menu to clear the scene
Loading the DWI Training Dataset 2 Click on Add Volume
Loading Slicer Sample DWI data Select the Props Panel Use the Basic Reader Click on Browse Navigate to the folder containing the tutorial data Select the first file D.001 Click Open Select ImageHeaders: Auto Click Apply
Loading Slicer Sample DWI data The DWI images appear in the Viewer
Loading Slicer Sample DWI data Observe the axial slices using the slider
Loading Slicer Sample DWI data A sequence of white stripes appears in the diffusion weighted images. They correspond to intersections with the baseline images in Slicer Axial/Sagittal/Coronal (AxiSagCor) slice mode.
Loading Slicer Sample DWI data Superior In Axial/Sagittal/Coronal mode the slices planes, which are aligned with the RAS coordinates, are cutting through the DWI volume Inferior
Loading Slicer Sample DWI data Left click onOr and select the orientation Slices in the Menu
Loading Slicer Sample DWI data The original slices appear in the Viewer
Loading Slicer Sample DWI data Superior In AxiSlice/SagiSlice/CorSlice mode the slices are aligned with the DWI volume Inferior
Loading Slicer Sample DWI data Notice that the viewer displays the stack of S0 and diffusion weighted images {Si}
Loading Slicer Sample DWI data Browse the original axial slices corresponding to the baseline (S0) image. Example: display the slice 209
Loading Slicer Sample DWI data Adjust the window level and observe the baseline image (S0)
Adjusting Image Window Level Select the Volumes module Select the Display panel Select the volume D Adjust Window and Level
Loading Slicer Sample DWI data Observe the baseline image (S0)
Loading Slicer Sample DWI data Notice that the image intensity for each of the six gradient orientations is much lower than the S0 image.
DT-MRI Module Select Modules in the Main Menu Select VisualizationDTMRI