Title :
Cells Segmentation From 3-D Confocal Images of Early Zebrafish Embryogenesis
Author :
Zanella, Cecilia ; Campana, Matteo ; Rizzi, Barbara ; Melani, Camilo ; Sanguinetti, Gonzalo ; Bourgine, Paul ; Mikula, Karol ; Peyriéras, Nadine ; Sarti, Alessandro
Author_Institution :
DEIS, Bologna Univ., Bologna, Italy
fDate :
3/1/2010 12:00:00 AM
Abstract :
We designed a strategy for extracting the shapes of cell membranes and nuclei from time lapse confocal images taken throughout early zebrafish embryogenesis using a partial-differential-equation-based segmentation. This segmentation step is a prerequisite for an accurate quantitative analysis of cell morphodynamics during embryogenesis and it is the basis for an integrated understanding of biological processes. The segmentation of embryonic cells requires live zebrafish embryos fluorescently labeled to highlight sub-cellular structures and designing specific algorithms by adapting classical methods to image features. Our strategy includes the following steps: the signal-to-noise ratio is first improved by an edge-preserving filtering, then the cell shape is reconstructed applying a fully automated algorithm based on a generalized version of the Subjective Surfaces technique. Finally we present a procedure for the algorithm validation either from the accuracy and the robustness perspective.
Keywords :
cellular biophysics; feature extraction; image segmentation; medical image processing; partial differential equations; 3D confocal images; Subjective Surfaces technique; cell membranes; cell morphodynamics; cell segmentation; early zebrafish embryogenesis; image features; partial differential equation; shape extraction; subcellular structures; time lapse confocal images; Bioimaging; confocal imaging; image processing; segmentation; subjective surfaces; Algorithms; Animals; Cell Division; Cell Membrane; Cell Nucleus; Cell Shape; Embryo, Nonmammalian; Image Processing, Computer-Assisted; Reproducibility of Results; Zebrafish;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2009.2033629