• DocumentCode
    3512385
  • 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
  • fYear
    2011
  • fDate
    March 30 2011-April 2 2011
  • Firstpage
    1913
  • Lastpage
    1916
  • 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;
  • 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.2011.5872783
  • Filename
    5872783