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Multiscale 3D phenotyping of human cerebral organoids

Brain organoids grown from human pluripotent stem cells self-organize into cytoarchitectures resembling the developing human brain. These three-dimensional models offer an unprecedented opportunity to study human brain development and dysfunction. Characterization currently sacrifices spatial inform...

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Autores principales: Albanese, Alexandre, Swaney, Justin M., Yun, Dae Hee, Evans, Nicholas B., Antonucci, Jenna M., Velasco, Silvia, Sohn, Chang Ho, Arlotta, Paola, Gehrke, Lee, Chung, Kwanghun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7723053/
https://www.ncbi.nlm.nih.gov/pubmed/33293587
http://dx.doi.org/10.1038/s41598-020-78130-7
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author Albanese, Alexandre
Swaney, Justin M.
Yun, Dae Hee
Evans, Nicholas B.
Antonucci, Jenna M.
Velasco, Silvia
Sohn, Chang Ho
Arlotta, Paola
Gehrke, Lee
Chung, Kwanghun
author_facet Albanese, Alexandre
Swaney, Justin M.
Yun, Dae Hee
Evans, Nicholas B.
Antonucci, Jenna M.
Velasco, Silvia
Sohn, Chang Ho
Arlotta, Paola
Gehrke, Lee
Chung, Kwanghun
author_sort Albanese, Alexandre
collection PubMed
description Brain organoids grown from human pluripotent stem cells self-organize into cytoarchitectures resembling the developing human brain. These three-dimensional models offer an unprecedented opportunity to study human brain development and dysfunction. Characterization currently sacrifices spatial information for single-cell or histological analysis leaving whole-tissue analysis mostly unexplored. Here, we present the SCOUT pipeline for automated multiscale comparative analysis of intact cerebral organoids. Our integrated technology platform can rapidly clear, label, and image intact organoids. Algorithmic- and convolutional neural network-based image analysis extract hundreds of features characterizing molecular, cellular, spatial, cytoarchitectural, and organoid-wide properties from fluorescence microscopy datasets. Comprehensive analysis of 46 intact organoids and ~ 100 million cells reveals quantitative multiscale “phenotypes" for organoid development, culture protocols and Zika virus infection. SCOUT provides a much-needed framework for comparative analysis of emerging 3D in vitro models using fluorescence microscopy.
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spelling pubmed-77230532020-12-09 Multiscale 3D phenotyping of human cerebral organoids Albanese, Alexandre Swaney, Justin M. Yun, Dae Hee Evans, Nicholas B. Antonucci, Jenna M. Velasco, Silvia Sohn, Chang Ho Arlotta, Paola Gehrke, Lee Chung, Kwanghun Sci Rep Article Brain organoids grown from human pluripotent stem cells self-organize into cytoarchitectures resembling the developing human brain. These three-dimensional models offer an unprecedented opportunity to study human brain development and dysfunction. Characterization currently sacrifices spatial information for single-cell or histological analysis leaving whole-tissue analysis mostly unexplored. Here, we present the SCOUT pipeline for automated multiscale comparative analysis of intact cerebral organoids. Our integrated technology platform can rapidly clear, label, and image intact organoids. Algorithmic- and convolutional neural network-based image analysis extract hundreds of features characterizing molecular, cellular, spatial, cytoarchitectural, and organoid-wide properties from fluorescence microscopy datasets. Comprehensive analysis of 46 intact organoids and ~ 100 million cells reveals quantitative multiscale “phenotypes" for organoid development, culture protocols and Zika virus infection. SCOUT provides a much-needed framework for comparative analysis of emerging 3D in vitro models using fluorescence microscopy. Nature Publishing Group UK 2020-12-08 /pmc/articles/PMC7723053/ /pubmed/33293587 http://dx.doi.org/10.1038/s41598-020-78130-7 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
Albanese, Alexandre
Swaney, Justin M.
Yun, Dae Hee
Evans, Nicholas B.
Antonucci, Jenna M.
Velasco, Silvia
Sohn, Chang Ho
Arlotta, Paola
Gehrke, Lee
Chung, Kwanghun
Multiscale 3D phenotyping of human cerebral organoids
title Multiscale 3D phenotyping of human cerebral organoids
title_full Multiscale 3D phenotyping of human cerebral organoids
title_fullStr Multiscale 3D phenotyping of human cerebral organoids
title_full_unstemmed Multiscale 3D phenotyping of human cerebral organoids
title_short Multiscale 3D phenotyping of human cerebral organoids
title_sort multiscale 3d phenotyping of human cerebral organoids
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7723053/
https://www.ncbi.nlm.nih.gov/pubmed/33293587
http://dx.doi.org/10.1038/s41598-020-78130-7
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