Difference between revisions of "2013 Summer Project Week:TractAtlasCluster"

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Image:PW-MIT2013.png|[[2013_Summer_Project_Week#Projects|Projects List]]
 
Image:PW-MIT2013.png|[[2013_Summer_Project_Week#Projects|Projects List]]
 
Image:Clusters.png|Tract clusters in a healthy control brain.
 
Image:Clusters.png|Tract clusters in a healthy control brain.
Image:genuFA.jpg|Regression of FA data; solid line represents the mean and dotted lines the standard deviation.
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Image:Clusters_points.png|Clusters across subjects, relative to landmarks from fMRI.
 
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Revision as of 09:51, 17 June 2013

Home < 2013 Summer Project Week:TractAtlasCluster

Key Investigators

  • BWH: Lauren O'Donnell
  • Slicer gurus
  • Open source/python/vtk gurus.

Objective

The goal is to work on Slicer integration and user packaging to enable open-source release of Python tract atlasing and clustering code.


Approach, Plan

Our python package includes code implementing tract clustering, atlas labeling, registration, and fMRI-DTI modeling as part of the atlas. References are below. Our plan for the project week is to focus on Slicer compatibility and user accessibility/cleanup/documentation of the code.

Progress


Delivery Mechanism

This work will be delivered to the NA-MIC Kit as a (please select the appropriate options by noting YES against them below)

  1. ITK Module
  2. Slicer Module
    1. Built-in
    2. Extension -- commandline
    3. Extension -- loadable
  3. Other (Please specify) YES: eventual plan is an extension but depends on packages not yet in Slicer python.

References

  • Fiber clustering versus the parcellation-based connectome

LJ O’Donnell, AJ Golby, CF Westin NeuroImage 2013

  • Unbiased Groupwise Registration of White Matter Tractography

LJ O’Donnell, WM Wells III, AJ Golby, CF Westin Medical Image Computing and Computer-Assisted Intervention–MICCAI 2012, 123-130

  • fMRI-DTI modeling via landmark distance atlases for prediction and detection of fiber tracts

LJ O'Donnell, L Rigolo, I Norton, WM Wells III, CF Westin, AJ Golby NeuroImage 60 (1), 456-70

  • Automatic tractography segmentation using a high-dimensional white matter atlas

LJ O'Donnell, CF Westin Medical Imaging, IEEE Transactions on 26 (11), 1562-1575