Multiscale 3D phenotyping of human cerebral organoids

被引:63
作者
Albanese, Alexandre [1 ,2 ]
Swaney, Justin M. [3 ]
Yun, Dae Hee [1 ,2 ,4 ]
Evans, Nicholas B. [1 ,2 ]
Antonucci, Jenna M. [1 ]
Velasco, Silvia [5 ,6 ]
Sohn, Chang Ho [1 ,2 ]
Arlotta, Paola [5 ,6 ]
Gehrke, Lee [1 ,7 ,8 ]
Chung, Kwanghun [1 ,2 ,3 ,4 ,9 ,10 ]
机构
[1] MIT, Inst Med Engn & Sci, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[2] MIT, Picower Inst Learning & Memory, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[3] MIT, Dept Chem Engn, Cambridge, MA 02139 USA
[4] MIT, Dept Brain & Cognit Sci, E25-618, Cambridge, MA 02139 USA
[5] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA
[6] Broad Inst MIT & Harvard, Stanley Ctr Psychiat Res, Cambridge, MA 02142 USA
[7] Harvard Med Sch, Dept Microbiol & Immunobiol, Boston, MA 02115 USA
[8] Harvard MIT Program Hlth Sci & Technol, Cambridge, MA 02139 USA
[9] Inst Basic Sci IBS, Ctr Nanomed, Seoul, South Korea
[10] Yonsei Univ, Yonsei IBS Inst, Seoul, South Korea
基金
加拿大自然科学与工程研究理事会; 加拿大健康研究院;
关键词
HUMAN BRAIN-DEVELOPMENT; ZIKA VIRUS; CELL DIVERSITY; HUMAN ES; DIFFERENTIATION; DYNAMICS; FEATURES;
D O I
10.1038/s41598-020-78130-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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 similar to 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.
引用
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页数:17
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