Title :
Robust cell segmentation for schizosaccharomyces pombe images with focus gradient
Author :
Jyh-Ying Peng ; Yen-Jen Chen ; Green, Matthew D. ; Forsburg, Susan L. ; Chun-Nan Hsu
Author_Institution :
Inst. of Biomed. Inf., Nat. Yang-Ming Univ., Taipei, Taiwan
Abstract :
Schizosaccharomyces pombe shares many genes and proteins with humans and is a good model for chromosome behavior and DNA dynamics, which can be analyzed by visualizing the behavior of fluorescently tagged proteins in vivo. Performing a genome-wide screen for changes in such proteins requires developing methods that automate analysis of multiple images, the first step of which requires robust segmentation of the cell. We developed a segmentation system, PombeX, that can segment cells from transmitted illumination images with focus gradient and varying contrast. Corrections for focus gradient are applied to the image to accurately detect cell membrane and cytoplasm pixels. Quantitative evaluations show overall good segmentation performance on a large set of images, regardless of different image quality, lighting condition, focus condition and phenotypic profile. Comparisons with recent related methods show that PombeX outperforms current methods for fission yeast cell image segmentation.
Keywords :
biological techniques; biology computing; biomembranes; cellular biophysics; image segmentation; microorganisms; DNA dynamics; PombeX segmentation system; cell membrane detection; chromosome behavior; cytoplasm pixel detection; fission yeast cell image segmentation; fluorescently tagged protein; focus gradient; gene; genome-wide screen; image illumination; image quality; lighting condition; multiple image analysis; phenotypic profile; schizosaccharomyces pombe image; Bioinformatics; Genomics; Image edge detection; Image segmentation; Lighting; Proteins; Robustness; S. pombe; active contour model; focus gradient; image segmentation;
Conference_Titel :
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4673-6456-0
DOI :
10.1109/ISBI.2013.6556500