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1.
Nat Commun ; 13(1): 4864, 2022 08 18.
Article in English | MEDLINE | ID: mdl-35982061

ABSTRACT

Organoids provide an accessible in vitro system to mimic the dynamics of tissue regeneration and development. However, long-term live-imaging of organoids remains challenging. Here we present an experimental and image-processing framework capable of turning long-term light-sheet imaging of intestinal organoids into digital organoids. The framework combines specific imaging optimization combined with data processing via deep learning techniques to segment single organoids, their lumen, cells and nuclei in 3D over long periods of time. By linking lineage trees with corresponding 3D segmentation meshes for each organoid, the extracted information is visualized using a web-based "Digital Organoid Viewer" tool allowing combined understanding of the multivariate and multiscale data. We also show backtracking of cells of interest, providing detailed information about their history within entire organoid contexts. Furthermore, we show cytokinesis failure of regenerative cells and that these cells never reside in the intestinal crypt, hinting at a tissue scale control on cellular fidelity.


Subject(s)
Intestines , Organoids , Image Processing, Computer-Assisted
2.
Nature ; 586(7828): 275-280, 2020 10.
Article in English | MEDLINE | ID: mdl-33029001

ABSTRACT

The development of intestinal organoids from single adult intestinal stem cells in vitro recapitulates the regenerative capacity of the intestinal epithelium1,2. Here we unravel the mechanisms that orchestrate both organoid formation and the regeneration of intestinal tissue, using an image-based screen to assay an annotated library of compounds. We generate multivariate feature profiles for hundreds of thousands of organoids to quantitatively describe their phenotypic landscape. We then use these phenotypic fingerprints to infer regulatory genetic interactions, establishing a new approach to the mapping of genetic interactions in an emergent system. This allows us to identify genes that regulate cell-fate transitions and maintain the balance between regeneration and homeostasis, unravelling previously unknown roles for several pathways, among them retinoic acid signalling. We then characterize a crucial role for retinoic acid nuclear receptors in controlling exit from the regenerative state and driving enterocyte differentiation. By combining quantitative imaging with RNA sequencing, we show the role of endogenous retinoic acid metabolism in initiating transcriptional programs that guide the cell-fate transitions of intestinal epithelium, and we identify an inhibitor of the retinoid X receptor that improves intestinal regeneration in vivo.


Subject(s)
Organoids/cytology , Organoids/physiology , Phenotype , Regeneration/physiology , Animals , Cell Differentiation/drug effects , Cell Differentiation/genetics , Enterocytes/cytology , Enterocytes/drug effects , Homeostasis/drug effects , Intestinal Mucosa/drug effects , Intestinal Mucosa/metabolism , Intestines/cytology , Intestines/drug effects , Male , Mice , Mice, Inbred C57BL , Organoids/drug effects , Organoids/metabolism , Receptors, Retinoic Acid/antagonists & inhibitors , Receptors, Retinoic Acid/metabolism , Regeneration/drug effects , Sequence Analysis, RNA , Signal Transduction/drug effects , Transcription, Genetic/drug effects , Tretinoin/metabolism , Vitamin A/pharmacology
3.
Nature ; 569(7754): 66-72, 2019 05.
Article in English | MEDLINE | ID: mdl-31019299

ABSTRACT

Intestinal organoids are complex three-dimensional structures that mimic the cell-type composition and tissue organization of the intestine by recapitulating the self-organizing ability of cell populations derived from a single intestinal stem cell. Crucial in this process is a first symmetry-breaking event, in which only a fraction of identical cells in a symmetrical sphere differentiate into Paneth cells, which generate the stem-cell niche and lead to asymmetric structures such as the crypts and villi. Here we combine single-cell quantitative genomic and imaging approaches to characterize the development of intestinal organoids from single cells. We show that their development follows a regeneration process that is driven by transient activation of the transcriptional regulator YAP1. Cell-to-cell variability in YAP1, emerging in symmetrical spheres, initiates Notch and DLL1 activation, and drives the symmetry-breaking event and formation of the first Paneth cell. Our findings reveal how single cells exposed to a uniform growth-promoting environment have the intrinsic ability to generate emergent, self-organized behaviour that results in the formation of complex multicellular asymmetric structures.


Subject(s)
Intestines/cytology , Organoids/cytology , Organoids/growth & development , Adaptor Proteins, Signal Transducing/genetics , Adaptor Proteins, Signal Transducing/metabolism , Animals , Calcium-Binding Proteins , Cell Cycle Proteins , Intercellular Signaling Peptides and Proteins/metabolism , Mice , Organoids/metabolism , Paneth Cells/cytology , Phosphoproteins/genetics , Phosphoproteins/metabolism , Receptors, G-Protein-Coupled/metabolism , Single-Cell Analysis , YAP-Signaling Proteins
4.
Nat Cell Biol ; 17(8): 994-1003, 2015 Aug.
Article in English | MEDLINE | ID: mdl-26214132

ABSTRACT

The use of human pluripotent stem cells for in vitro disease modelling and clinical applications requires protocols that convert these cells into relevant adult cell types. Here, we report the rapid and efficient differentiation of human pluripotent stem cells into vascular endothelial and smooth muscle cells. We found that GSK3 inhibition and BMP4 treatment rapidly committed pluripotent cells to a mesodermal fate and subsequent exposure to VEGF-A or PDGF-BB resulted in the differentiation of either endothelial or vascular smooth muscle cells, respectively. Both protocols produced mature cells with efficiencies exceeding 80% within six days. On purification to 99% via surface markers, endothelial cells maintained their identity, as assessed by marker gene expression, and showed relevant in vitro and in vivo functionality. Global transcriptional and metabolomic analyses confirmed that the cells closely resembled their in vivo counterparts. Our results suggest that these cells could be used to faithfully model human disease.


Subject(s)
Cell Differentiation , Cell Lineage , Endothelial Cells/physiology , Induced Pluripotent Stem Cells/physiology , Muscle, Smooth, Vascular/physiology , Myocytes, Smooth Muscle/physiology , Animals , Becaplermin , Biomarkers/metabolism , Bone Morphogenetic Protein 4/pharmacology , Cell Differentiation/drug effects , Cell Line , Cell Lineage/drug effects , Coculture Techniques , Dose-Response Relationship, Drug , Endothelial Cells/drug effects , Endothelial Cells/enzymology , Endothelial Cells/transplantation , Gene Expression Profiling/methods , Gene Expression Regulation, Developmental , Glycogen Synthase Kinase 3/antagonists & inhibitors , Glycogen Synthase Kinase 3/metabolism , Glycogen Synthase Kinase 3 beta , Human Umbilical Vein Endothelial Cells/physiology , Humans , Induced Pluripotent Stem Cells/drug effects , Induced Pluripotent Stem Cells/enzymology , Induced Pluripotent Stem Cells/transplantation , Metabolomics/methods , Mice, Inbred NOD , Mice, SCID , Muscle, Smooth, Vascular/cytology , Muscle, Smooth, Vascular/drug effects , Muscle, Smooth, Vascular/enzymology , Muscle, Smooth, Vascular/transplantation , Myocytes, Smooth Muscle/drug effects , Myocytes, Smooth Muscle/enzymology , Myocytes, Smooth Muscle/transplantation , Neovascularization, Physiologic , Phenotype , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins c-sis/pharmacology , Time Factors , Transcription, Genetic , Transfection , Vascular Endothelial Growth Factor A/pharmacology , Wnt Signaling Pathway/drug effects
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