PUBLICATION
            An ensemble-averaged, cell density-based digital model of zebrafish embryo development derived from light-sheet microscopy data with single-cell resolution
- Authors
 - Kobitski, A.Y., Otte, J.C., Takamiya, M., Schäfer, B., Mertes, J., Stegmaier, J., Rastegar, S., Rindone, F., Hartmann, V., Stotzka, R., García, A., van Wezel, J., Mikut, R., Strähle, U., Nienhaus, G.U.
 - ID
 - ZDB-PUB-150226-8
 - Date
 - 2015
 - Source
 - Scientific Reports 5: 8601 (Journal)
 - Registered Authors
 - Mikut, Ralf, Nienhaus, Chris, Otte, Jens, Rastegar, Sepand, Strähle, Uwe, Takamiya, Masanari
 - Keywords
 - Light-sheet microscopy, Biological fluorescence
 - MeSH Terms
 - 
    
        
        
            
                
- Embryonic Development*/genetics
 - Image Processing, Computer-Assisted
 - Image Interpretation, Computer-Assisted
 - Morphogenesis
 - Mutation
 - Cell Count
 - Datasets as Topic
 - Animals
 - Zebrafish*/genetics
 - Data Mining
 - Embryo, Nonmammalian*
 - Microscopy, Fluorescence/methods*
 - Microscopy, Fluorescence/standards
 
 - PubMed
 - 25712513 Full text @ Sci. Rep.
 
            Citation
        
        
            Kobitski, A.Y., Otte, J.C., Takamiya, M., Schäfer, B., Mertes, J., Stegmaier, J., Rastegar, S., Rindone, F., Hartmann, V., Stotzka, R., García, A., van Wezel, J., Mikut, R., Strähle, U., Nienhaus, G.U. (2015) An ensemble-averaged, cell density-based digital model of zebrafish embryo development derived from light-sheet microscopy data with single-cell resolution. Scientific Reports. 5:8601.
        
    
                
                    
                        Abstract
                    
                    
                
                
            
        
        
    
        
            
            
 
    
    
        
    
    
    
        
                A new era in developmental biology has been ushered in by recent advances in the quantitative imaging of all-cell morphogenesis in living organisms. Here we have developed a light-sheet fluorescence microscopy-based framework with single-cell resolution for identification and characterization of subtle phenotypical changes of millimeter-sized organisms. Such a comparative study requires analyses of entire ensembles to be able to distinguish sample-to-sample variations from definitive phenotypical changes. We present a kinetic digital model of zebrafish embryos up to 16h of development. The model is based on the precise overlay and averaging of data taken on multiple individuals and describes the cell density and its migration direction at every point in time. Quantitative metrics for multi-sample comparative studies have been introduced to analyze developmental variations within the ensemble. The digital model may serve as a canvas on which the behavior of cellular subpopulations can be studied. As an example, we have investigated cellular rearrangements during germ layer formation at the onset of gastrulation. A comparison of the one-eyed pinhead (oep) mutant with the digital model of the wild-type embryo reveals its abnormal development at the onset of gastrulation, many hours before changes are obvious to the eye.
            
    
        
        
    
    
    
                
                    
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                        Expression
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Phenotype
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Mutations / Transgenics
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Human Disease / Model
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Sequence Targeting Reagents
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Fish
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Orthology
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Engineered Foreign Genes
                    
                    
                
                
            
        
        
    
        
            
            
        
        
    
    
    
                
                    
                        Mapping