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4D cell biology: big data image analytics and lattice light-sheet imaging reveal dynamics of clathrin-mediated endocytosis in stem cell-derived intestinal organoids.
- Source :
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Molecular biology of the cell [Mol Biol Cell] 2018 Nov 26; Vol. 29 (24), pp. 2959-2968. Date of Electronic Publication: 2018 Sep 06. - Publication Year :
- 2018
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Abstract
- New methods in stem cell 3D organoid tissue culture, advanced imaging, and big data image analytics now allow tissue-scale 4D cell biology, but currently available analytical pipelines are inadequate for handing and analyzing the resulting gigabytes and terabytes of high-content imaging data. We expressed fluorescent protein fusions of clathrin and dynamin2 at endogenous levels in genome-edited human embryonic stem cells, which were differentiated into hESC-derived intestinal epithelial organoids. Lattice light-sheet imaging with adaptive optics (AO-LLSM) allowed us to image large volumes of these organoids (70 × 60 × 40 µm xyz) at 5.7 s/frame. We developed an open-source data analysis package termed pyLattice to process the resulting large (∼60 Gb) movie data sets and to track clathrin-mediated endocytosis (CME) events. CME tracks could be recorded from ∼35 cells at a time, resulting in ∼4000 processed tracks per movie. On the basis of their localization in the organoid, we classified CME tracks into apical, lateral, and basal events and found that CME dynamics is similar for all three classes, despite reported differences in membrane tension. pyLattice coupled with AO-LLSM makes possible quantitative high temporal and spatial resolution analysis of subcellular events within tissues.
- Subjects :
- Animals
Big Data
Cell Culture Techniques methods
Cell Differentiation physiology
Dynamin II metabolism
Endocytosis physiology
Human Embryonic Stem Cells metabolism
Humans
Intestinal Mucosa cytology
Intestinal Mucosa metabolism
Mice
Organoids cytology
Organoids diagnostic imaging
Organoids metabolism
Clathrin metabolism
Clathrin-Coated Vesicles metabolism
Human Embryonic Stem Cells cytology
Image Processing, Computer-Assisted methods
Intestines cytology
Subjects
Details
- Language :
- English
- ISSN :
- 1939-4586
- Volume :
- 29
- Issue :
- 24
- Database :
- MEDLINE
- Journal :
- Molecular biology of the cell
- Publication Type :
- Academic Journal
- Accession number :
- 30188768
- Full Text :
- https://doi.org/10.1091/mbc.E18-06-0375