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
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