Recent Trends and Perspectives in Cerebral Organoids Imaging and Analysis

被引:28
作者
Bremond Martin, Clara [1 ,2 ]
Simon Chane, Camille [1 ]
Clouchoux, Cedric [2 ]
Histace, Aymeric [1 ]
机构
[1] CY Cergy Paris Univ, CNRS, UMR 8051, ETIS Lab,ENSEA, Cergy, France
[2] WITSEE, Paris, France
关键词
image analysis; microscopy; 3D brain cultures; organoid; morphology; HUMAN BRAIN ORGANOIDS; CORTICAL DEVELOPMENT; CELL DIVERSITY; MODEL; REVEAL; MICROSCOPY; SPHEROIDS; SELECTION; DYNAMICS; FEATURES;
D O I
10.3389/fnins.2021.629067
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Purpose: Since their first generation in 2013, the use of cerebral organoids has spread exponentially. Today, the amount of generated data is becoming challenging to analyze manually. This review aims to overview the current image acquisition methods and to subsequently identify the needs in image analysis tools for cerebral organoids. Methods: To address this question, we went through all recent articles published on the subject and annotated the protocols, acquisition methods, and algorithms used. Results: Over the investigated period of time, confocal microscopy and bright-field microscopy were the most used acquisition techniques. Cell counting, the most common task, is performed in 20% of the articles and area; around 12% of articles calculate morphological parameters. Image analysis on cerebral organoids is performed in majority using ImageJ software (around 52%) and Matlab language (4%). Treatments remain mostly semi-automatic. We highlight the limitations encountered in image analysis in the cerebral organoid field and suggest possible solutions and implementations to develop. Conclusions: In addition to providing an overview of cerebral organoids cultures and imaging, this work highlights the need to improve the existing image analysis methods for such images and the need for specific analysis tools. These solutions could specifically help to monitor the growth of future standardized cerebral organoids.
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页数:21
相关论文
共 143 条
[1]   Application of Airy beam light sheet microscopy to examine early neurodevelopmental structures in 3D hiPSC-derived human cortical spheroids [J].
Adhya, Dwaipayan ;
Chennell, George ;
Crowe, James A. ;
Valencia-Alarcon, Eva P. ;
Seyforth, James ;
Hosny, Neveen A. ;
Yasvoina, Marina V. ;
Forster, Robert ;
Baron-Cohen, Simon ;
Vernon, Anthony C. ;
Srivastava, Deepak P. .
MOLECULAR AUTISM, 2021, 12 (01)
[2]   Multiscale 3D phenotyping of human cerebral organoids [J].
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 .
SCIENTIFIC REPORTS, 2020, 10 (01)
[3]   Deep learning guided image-based droplet sorting for on-demand selection and analysis of single cells and 3D cell cultures [J].
Anagnostidis, Vasileios ;
Sherlock, Benjamin ;
Metz, Jeremy ;
Mair, Philip ;
Hollfelder, Florian ;
Gielen, Fabrice .
LAB ON A CHIP, 2020, 20 (05) :889-900
[4]   Human iPSC-Derived Neurons and Cerebral Organoids Establish Differential Effects of Germline NF1 Gene Mutations [J].
Anastasaki, Corina ;
Wegscheid, Michelle L. ;
Hartigan, Kelly ;
Papke, Jason B. ;
Kopp, Nathan D. ;
Chen, Jiayang ;
Cobb, Olivia ;
Dougherty, Joseph D. ;
Gutmann, David H. .
STEM CELL REPORTS, 2020, 14 (04) :541-550
[5]   One-Stop Microfluidic Assembly of Human Brain Organoids To Model Prenatal Cannabis Exposure [J].
Ao, Zheng ;
Cai, Hongwei ;
Havert, Daniel J. ;
Wu, Zhuhao ;
Gong, Zhiyi ;
Beggs, John M. ;
Mackie, Ken ;
Guo, Feng .
ANALYTICAL CHEMISTRY, 2020, 92 (06) :4630-4638
[6]   Cell diversity in the human cerebral cortex: from the embryo to brain organoids [J].
Arlotta, Paola ;
Pasca, Sergiu .
CURRENT OPINION IN NEUROBIOLOGY, 2019, 56 :194-198
[7]   Towards manufacturing of human organoids [J].
Ashok, Aswathi ;
Choudhury, Deepak ;
Fang, Yu ;
Hunziker, Walter .
BIOTECHNOLOGY ADVANCES, 2020, 39 (39)
[8]   Fused cerebral organoids model interactions between brain regions [J].
Bagley, Joshua A. ;
Reumann, Daniel ;
Bian, Shan ;
Levi-Strauss, Julie ;
Knoblich, Juergen A. .
NATURE METHODS, 2017, 14 (07) :743-+
[9]  
Bazin P.-L., 2020, ELIFE, V9, DOI 10.1101/2020.05.26.115865
[10]   Millifluidic culture improves human midbrain organoid vitality and differentiation [J].
Berger, Emanuel ;
Magliaro, Chiara ;
Paczia, Nicole ;
Monzel, Anna S. ;
Antony, Paul ;
Linster, Carole L. ;
Bolognin, Silvia ;
Ahluwalia, Arti ;
Schwamborn, Jens C. .
LAB ON A CHIP, 2018, 18 (20) :3172-3183