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Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells

Three-dimensional (3D) segmentation of cells in microscopy images is crucial to accurately capture signals that extend across optical sections. Using brightfield images for segmentation has the advantage of being minimally phototoxic and leaving all other channels available for signals of interest....

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Autores principales: Baybay, Erod Keaton, Esposito, Eric, Hauf, Silke
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7538417/
https://www.ncbi.nlm.nih.gov/pubmed/33024177
http://dx.doi.org/10.1038/s41598-020-73597-w
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author Baybay, Erod Keaton
Esposito, Eric
Hauf, Silke
author_facet Baybay, Erod Keaton
Esposito, Eric
Hauf, Silke
author_sort Baybay, Erod Keaton
collection PubMed
description Three-dimensional (3D) segmentation of cells in microscopy images is crucial to accurately capture signals that extend across optical sections. Using brightfield images for segmentation has the advantage of being minimally phototoxic and leaving all other channels available for signals of interest. However, brightfield images only readily provide information for two-dimensional (2D) segmentation. In radially symmetric cells, such as fission yeast and many bacteria, this 2D segmentation can be computationally extruded into the third dimension. However, current methods typically make the simplifying assumption that cells are straight rods. Here, we report Pomegranate, a pipeline that performs the extrusion into 3D using spheres placed along the topological skeletons of the 2D-segmented regions. The diameter of these spheres adapts to the cell diameter at each position. Thus, Pomegranate accurately represents radially symmetric cells in 3D even if cell diameter varies and regardless of whether a cell is straight, bent or curved. We have tested Pomegranate on fission yeast and demonstrate its ability to 3D segment wild-type cells as well as classical size and shape mutants. The pipeline is available as a macro for the open-source image analysis software Fiji/ImageJ. 2D segmentations created within or outside Pomegranate can serve as input, thus making this a valuable extension to the image analysis portfolio already available for fission yeast and other radially symmetric cell types.
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spelling pubmed-75384172020-10-07 Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells Baybay, Erod Keaton Esposito, Eric Hauf, Silke Sci Rep Article Three-dimensional (3D) segmentation of cells in microscopy images is crucial to accurately capture signals that extend across optical sections. Using brightfield images for segmentation has the advantage of being minimally phototoxic and leaving all other channels available for signals of interest. However, brightfield images only readily provide information for two-dimensional (2D) segmentation. In radially symmetric cells, such as fission yeast and many bacteria, this 2D segmentation can be computationally extruded into the third dimension. However, current methods typically make the simplifying assumption that cells are straight rods. Here, we report Pomegranate, a pipeline that performs the extrusion into 3D using spheres placed along the topological skeletons of the 2D-segmented regions. The diameter of these spheres adapts to the cell diameter at each position. Thus, Pomegranate accurately represents radially symmetric cells in 3D even if cell diameter varies and regardless of whether a cell is straight, bent or curved. We have tested Pomegranate on fission yeast and demonstrate its ability to 3D segment wild-type cells as well as classical size and shape mutants. The pipeline is available as a macro for the open-source image analysis software Fiji/ImageJ. 2D segmentations created within or outside Pomegranate can serve as input, thus making this a valuable extension to the image analysis portfolio already available for fission yeast and other radially symmetric cell types. Nature Publishing Group UK 2020-10-06 /pmc/articles/PMC7538417/ /pubmed/33024177 http://dx.doi.org/10.1038/s41598-020-73597-w Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Baybay, Erod Keaton
Esposito, Eric
Hauf, Silke
Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells
title Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells
title_full Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells
title_fullStr Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells
title_full_unstemmed Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells
title_short Pomegranate: 2D segmentation and 3D reconstruction for fission yeast and other radially symmetric cells
title_sort pomegranate: 2d segmentation and 3d reconstruction for fission yeast and other radially symmetric cells
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7538417/
https://www.ncbi.nlm.nih.gov/pubmed/33024177
http://dx.doi.org/10.1038/s41598-020-73597-w
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