Title :
LineageTracker: A statistical scoring method for tracking cell lineages in large cell populations with low temporal resolution
Author :
Downey, Mike ; Vance, Keith W. ; Bretschneider, Till
Author_Institution :
Warwick Syst. Biol. Centre, Univ. of Warwick, Coventry, UK
fDate :
March 30 2011-April 2 2011
Abstract :
Automated high-throughput analysis of single-cell timecourse data presents a major bottleneck in live cell imaging. We present LineageTracker, an ImageJ framework to track expression of fluorescent gene reporters over multiple cell divisions. It is able to perform automatic segmentation and tracking, and allows viewing and editing of tracks. The main feature of the tracking algorithm is a statistical scoring method which takes into account characteristic intensity and size changes to classify dividing and non-dividing cells. By including such dynamic features, the method can identify dividing cells in time series with 30 min frame intervals, and handle large cell displacements between frames. We created a manually validated data set of mouse C2C12 cells expressing a fluorescent protein targeted to the cell nucleus which we will make available for benchmarking different segmentation and tracking methods.
Keywords :
biomedical optical imaging; cellular biophysics; fluorescence; image resolution; image segmentation; medical image processing; molecular biophysics; proteins; statistical analysis; automated high-throughput analysis; automatic segmentation; cell displacements; cell expression; cell lineage tracking; cell nucleus; cell populations; fluorescent gene reporters; fluorescent protein; live cell imaging; low-temporal resolution; mouse C2C12 cells; segmentation methods; single-cell timecourse data; statistical scoring method; tracking algorithm; Accuracy; Fluorescence; Image segmentation; Pixel; Software; Tracking; Trajectory; High-throughput live cell imaging; cell lineage profiling; cell tracking;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872783