Advanced level-set-based cell tracking in time-lapse fluorescence microscopy.
Cell segmentation and tracking in time-lapse fluorescence microscopy images is a task of fundamental importance in many biological studies on cell migration and proliferation. In recent years, level sets have been shown to provide a very appropriate framework for this purpose, as they are well suited to capture topological changes occurring during mitosis, and they easily extend to higher dimensional image data. This model evolution approach has also been extended to deal with many cells concurrently. Notwithstanding its high potential, the multiple-level-set method suffers from a number of shortcomings, which limit its applicability to a larger variety of cell biological imaging studies. In this paper, we propose several modifications and extensions to the coupled-active-surfaces algorithm, which considerably improve its robustness and applicability. Our algorithm was validated by comparing it to the original algorithm and two other cell segmentation algorithms. For the evaluation, four real fluorescence microscopy image datasets were used, involving different cell types and labelings that are representative of a large range of biological experiments. Improved tracking performance in terms of precision (up to 11%), recall (up to 8%), ability to correctly capture all cell division events, and computation time (up to nine times reduction) is achieved.
Dzyubachyk
Oleh
O
Biomedical Imaging Group Rotterdam, Department of Medical Informatics, Erasmus Medical Center, 3015 CE Rotterdam, The Netherlands. o.dzyubachyk@erasmusmc.nl
van Cappellen
Wiggert A
WA
Essers
Jeroen
J
Niessen
Wiro J
WJ
Meijering
Erik
E
D000465:Algorithms; D001499:Bayes Theorem; D015415:Biomarkers; D002455:Cell Division; D002465:Cell Movement / Q000502:physiology*; D002469:Cell Separation / Q000379:methods; D016208:Databases, Factual; D005456:Fluorescent Dyes; D006367:HeLa Cells; D006801:Humans; D008164:Luminescent Proteins; D008856:Microscopy, Fluorescence / Q000379:methods*; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity
D015415:Biomarkers; D005456:Fluorescent Dyes; D008164:Luminescent Proteins