• DocumentCode
    3512382
  • Title

    CellCut: A framework for interactive tracking of protein translocations between cell nucleus and cytoplasm

  • Author

    Du, Cheng-Jin ; Marcello, Marco ; Spiller, David G. ; White, Michael R H ; Bretschneider, Till

  • Author_Institution
    Warwick Syst. Biol. Centre, Univ. of Warwick, Coventry, UK
  • fYear
    2011
  • fDate
    March 30 2011-April 2 2011
  • Firstpage
    1909
  • Lastpage
    1912
  • Abstract
    We present a framework for interactive tracking of protein translocations between nuclei and cytoplasm of single cells. Initially, we segment selected keyframes using a novel interactive segmentation method, which employs a constrained density weighted Nyström method for eigenvector decomposition, and the geodesic commute distance for pixel classification. Tracking is achieved by both forward and backward propagation from two keyframes using a group of overlapping subwindow segmenters around nuclei and cytoplasm boundaries. Experiments demonstrate that the system is able to track complex cell sequences reasonably well. In combination with efficient interfaces for validation and manual corrections our method will help to speed up the parallel analysis of multiple cells in long time-series.
  • Keywords
    biological techniques; biology computing; cellular biophysics; eigenvalues and eigenfunctions; image classification; image segmentation; image sequences; molecular biophysics; proteins; CellCut; backward propagation; cell nucleus; complex cell sequences; constrained density weighted Nyström method; cytoplasm; eigenvector decomposition; forward propagation; geodesic commute distance; interactive segmentation method; interactive tracking; overlapping subwindow segmenters; pixel classification; protein translocations; Complexity theory; Image edge detection; Image segmentation; Pixel; Proteins; Shape; Tracking; Nyström approximation; cellular segmentation; constrained clustering; keyframe tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
  • Conference_Location
    Chicago, IL
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-4127-3
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2011.5872782
  • Filename
    5872782