Difference between revisions of "DBP3:Utah"

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  Back to [[DBP3:Main|NA-MIC DBPs]] | [[Cores|NA-MIC Cores]]
 
  Back to [[DBP3:Main|NA-MIC DBPs]] | [[Cores|NA-MIC Cores]]
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=== The CARMA CMR Slicer Extension ===
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The Slicer CMR Toolkit was developed primarily to support a clinical workflow developed at CARMA and the
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University of Utah for (1) segmentation of cardiac structures from MRI, (2) quantification of the amount of fibrosis and scar in the myocardium of cardiac chambers, and (3) visualization of 3D models of cardiac chambers and tissue damage.
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For more complete information and to learn how to download the extension, please see
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[http://capulet.med.utah.edu/namic/cmrslicer/ the official web page].
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=== DBP Specific Aims ===
 
=== DBP Specific Aims ===
* Develop and validate image-based longitudinal diagnostic indices for AF
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# Develop and validate image-based longitudinal diagnostic indices for AF
* Develop automatic segmentation methods for the atrium and adjacent structures
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# Develop automatic segmentation methods for the atrium and adjacent structures
* Develop an AF scoring scheme to evaluate disease progression and recovery from therapy
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# Develop an AF scoring scheme to evaluate disease progression and recovery from therapy
  
*
 
  
[[Image:TV1.jpg|400px|The CARMA Center's Utah classification for Atrial Fibrillation staging involves segmentation of the left atrial wall from MRI, followed by quantification of enhanced vs. non-enhanced voxels in the wall.]]
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[[Image:TV1.jpg|center|thumb|400px|The CARMA Center's Utah classification for Atrial Fibrillation staging involves segmentation of the left atrial wall from MRI, followed by quantification of enhanced vs. non-enhanced voxels in the wall.]]
  
(IMAGE ABOVE) The CARMA Center's Utah classification for Atrial Fibrillation staging involves segmentation of the left atrial wall from MRI, followed by quantification of enhanced vs. non-enhanced voxels in the wall.
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==Activities==
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=== Slicer Modules ===
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* [[DBP3:Utah:SlicerModuleCMRToolkitWizard|CMR Toolkit Wizard]]
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* [[DBP3:Utah:SlicerModuleInhomogeneity|Automatic Cardiac MRI Inhomogeneity Correction Filter]]
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* [[DBP3:Utah:SlicerModuleAutoScar|Automatic Left Atrial (Post-ablation) Scar Detection]]
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* [[DBP3:Utah:SlicerModuleCardiacRegistration|Cardiac MRI Registration]]
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* [[DBP3:Utah:SlicerModuleCardiacRegistrationBRAINSFit|Cardiac MRI Registration Using BRAINSFit]]
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* [[DBP3:Utah:SlicerModulePVAntrumCut|PV Antrum Cut Filter]]
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* [[DBP3:Utah:SlicerModuleAxialDilate|Axial Dilate Filter]]
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* [[DBP3:Utah:SlicerModuleBooleanRemove|Boolean REMOVE Filter]]
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* [[DBP3:Utah:SlicerModuleThresholdModel|Threshold Model]]
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* [[DBP3:Utah:SlicerModuleIsolatedConnected|Isolated Connected Image Filter]]
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* [[DBP3:Utah:SlicerModuleConnectedThreshold|Connected Threshold Image Filter]]
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* [[DBP3:Utah:SlicerModuleAutomatedLASegmentation|Automated Graph Cut LA Segmentation]]
  
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=== Tutorials ===
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* [[Media:CARMA_Inhomogeneity_correction_filter_tutorial.pptx|Automatic Cardiac MRI Inhomogeneity Correction Filter Tutorial]]
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* [http://wiki.na-mic.org/Wiki/index.php?title=CARMA-LA-Scar_TutorialContestSummer2012 Automatic Left Atrial Scar Tutorial]
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* [[Media:Carma_Registration_Tutorial.pptx|Cardiac MRI Registration Tutorial]]
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* [[Media:Carma_BrainsFit_Registration_Tutorial.pptx|Cardiac MRI Registration Using BRAINSFit Tutorial]]
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* [[Media:Carma_PVAntrumCutFilter_Tutorial_New.pptx|PV Antrum Cut Filter Tutorial]]
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* [[Media:CARMA_Axial_Dilate_Filter_Tutorial.pptx|Axial Dilate Filter Tutorial]]
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* [[Media:Carma_Boolean_Remove_Tutorial.pptx|Boolean REMOVE Filter Tutorial]]
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* [[Media:CMRToolkit_Threshold_Model_Tutorial.pptx|Threshold Model Tutorial]]
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* [[Media:Carma_Isolated_Connected_Filter_Tutorial.pptx|Isolated Connected Filter Tutorial]]
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* [[Media:Carma_Connected_Threshold_Filter_Tutorial.pptx|Connected Threshold Filter Tutorial]]
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* [[Media:CarmaWorkflowV2.pdf‎|Slicer Workflow Tutorial]]
  
=== Activites ===
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=== Other Projects ===
* Technical collaboration with GA Tech
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* Image registration capabilities for longitudinal analysis: [[DBP3:Utah:RegSegPipeline|Registration & Segmentation pipeline pilots & workflow development (Dominik Meier, Alex Zaitsev)]]
** COMPLETED
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* Evaluation of BRAINSFit and fiducial-based registration tools for LA wall alignment and longitudinal registration of PV: [[DBP3:Utah:PV_BFReg|BRAINSFit Registration of PVs]]
***Test and Evaluate Behnood's wall segmentation: Results and analysis are here -> [[DBP3:Utah:AutoWallSeg|Automatic Wall Segmentation]]
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* Collaboration with GA Tech -  
** ONGOING
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** Test and evaluate Behnood's wall segmentation - results and analysis are here: [[DBP3:Utah:AutoWallSeg|Automatic Wall Segmentation]]
*** Test and Evaluate Yi Gao's atlas-based endocardial segmentation algorithm -> [[DBP3:Utah:AutoEndoSeg|Automatic Endocardial Segmentation]]
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** Test and evaluate Yi Gao's atlas-based endocardial segmentation algorithm: [[DBP3:Utah:AutoEndoSeg|Automatic Endocardial Segmentation]]
* CARMA team learning/testing of Slicer tools
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** Test and evaluate Yi Gao's image and segmentation-driven registration algorithm: [[DBP3:Utah:VecReg|Image and Segmentation-Driven Registration]]
** ONGOING
 
*** Image registration capabilities for longitudinal analysis [[DBP3:Utah:RegSegPipeline|Registration & Segmentation pipeline pilots & workflow development (Dominik Meier, Alex Zaitsev)]]
 
*** Evaluation of BrainsFit and Fiducial-based registration tools for LA wall alignment and longitudinal registration of PV [[DBP3:Utah:PV_BFReg|BrainsFit Registration of PVs]]
 
* CARMA Public Longitudinal AFIB DE-MRI data
 
** COMPLETED
 
*** Assemble dataset
 
*** Obtain IRB for public release
 
** ONGOING
 
*** Additional segmentations in preparation for release
 
* Slicer Module Development
 
** ONGOING
 
*** Module: Yi Gao's multiatlas segmentation module
 
*** Module: Rigid -> Affine (-> Deformable) general LGE-MRI registration: [https://github.com/joshcates/CARMARegistration]
 
*** Module: Registration cases for AFib MRI scans
 
  
=== Engineering Wishlist ===
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=== Slicer4 Needs and Plans ===
* Some extend support for DICOM I/O (ITK V.4 may take care of this)
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Summary of the Slicer4 needs to support CARMA workflows can be found [[DBP3:Utah:Slicer4 | here]].
* Tools for deformable image registration (example applications exist in both clinical image management and in experiments)  .)
 
* Tools for image registration, in general, is a big need that we have.  Again, examples exist for both clinical and experimental data.
 
* GUI support for "steerable" segmentation methods like level-set methods, active contours, etc. (e.g. GA Tech's work on left atrium segmentation).
 
** Workflow
 
** Interaction widgets
 
*** Placing fudicials, guides, constraints, walls, sources, sinks, etc.
 
* "Show me a histogram, let me pick a range from the histogram" and provide means for histogram processing to suggest thresholds.
 
  
===Sample Data===
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==Sample Data==
*Two Subjects Two Time Points: Data is [[File:CardiacMRIs.zip|here]]
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* Sixty anonymized datasets containing LGE-MRI image data and segmentations of the left atrium from patients with atrial fibrillation: [http://hdl.handle.net/1926/1755 Pre and Post Radiofrequency Ablation LGE-MRI Collection]
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* Sixty segmentation datasets of the left atrium from patients with atrial fibrillation who have undergone radiofrequency catheter ablation for treatment: [http://hdl.handle.net/1926/1764 CARMA Longitudinal Left Atrial Shape Data]
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* Two subjects, two time points: [[Media:CardiacMRIs.zip|CardiacMRIs]].

Latest revision as of 03:12, 10 January 2014

Home < DBP3:Utah
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The CARMA CMR Slicer Extension

The Slicer CMR Toolkit was developed primarily to support a clinical workflow developed at CARMA and the University of Utah for (1) segmentation of cardiac structures from MRI, (2) quantification of the amount of fibrosis and scar in the myocardium of cardiac chambers, and (3) visualization of 3D models of cardiac chambers and tissue damage.

For more complete information and to learn how to download the extension, please see the official web page.


The CARMA DBP: MRI-based study and treatment of atrial fibrillation

Tissue remodeling of the atrial wall is the hallmark of Atrial Fibrillation (AF), a progressive cardiac disease that develops over time (months to years). The mechanisms of of this transformation are only partially understood, but the current scientific focus on tissue remodeling and its putative role in AF suggests an MRI image-based approach to the study of AF.

The Comprehensive Arrhythmia Research and MAnagement (CARMA) Center at the University of Utah is a world leader in the rapidly emerging field of MRI-managed evaluation and ablation of AF. Other groups have begun to recognize the potential of this approach and to investigate and validate some of our findings. Still others are developing new refinements of the MRI technique driven by the specific needs of this application domain.

Preliminary investigation by CARMA has identified image processing and analysis as the rate-limiting step to the development of MRI-based therapies. Novel forms of MRI can be used to evaluate new patients, predict success before ablation, analyze outcomes post-ablation, and guide repeat ablations. Such MRI-based therapies, however, urgently require advanced tools and software to support efficient workflows and accelerate the quantification and analysis of images. The CARMA-NAMIC DBP project will address some of these needs with the development of algorithms and tools for the automated segmentation of heart structures and the MRI-based evaluation of AF progression and recovery.

This remainder of this wiki page describes ongoing CARMA-NAMIC activities and specific plans. For more background information, references, and description of the specific scientific and clinical aims of this project, please see the project web page: http://www.na-mic.org/pages/DBP:Atrial_Fibrillation .


DBP Specific Aims

  1. Develop and validate image-based longitudinal diagnostic indices for AF
  2. Develop automatic segmentation methods for the atrium and adjacent structures
  3. Develop an AF scoring scheme to evaluate disease progression and recovery from therapy


The CARMA Center's Utah classification for Atrial Fibrillation staging involves segmentation of the left atrial wall from MRI, followed by quantification of enhanced vs. non-enhanced voxels in the wall.

Activities

Slicer Modules

Tutorials

Other Projects

Slicer4 Needs and Plans

Summary of the Slicer4 needs to support CARMA workflows can be found here.

Sample Data