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Tissue integrity is defined by the composition and connection of cells as a structural and functional unit. It is modulated by a magnitude of processes including differentiation, survival, controlled death and adhesion of cells. Besides, external factors such as physical forces are also involved. A suitable model system to study all modalities of tissue integrity is the mammary gland. Postnatally and within the reproductive phase, the mammary gland undergoes morphological and functional modifications that periodically loosen or strengthen tissue integrity. An important point in the development of the mammary gland is the regression during weaning, also termed involution. The transition from lactation to involution is important for a controlled loss of tissue integrity. In this transition, collective cell death is initiated but not yet prominent enabling the mammary gland to fully recover lactation.
In this thesis, modalities of tissue integrity were investigated using three-dimensional cell cultures (i.e. spheroids) and the mammary gland as model systems. In the context of this thesis, I established (1) an immunofluorescence staining protocol and its detailed evaluation. Furthermore, I studied (2) the role of cell survival during mammary gland development, (3) the effect of physical forces that modulate tissue integrity and (4) the contribution of proteins to cell adhesion and growth.
Since a homogeneous fluorescence stain of the specimen is necessary for quantitative analysis, an immunofluorescence staining protocol was established to stain large spheroids in toto. The evaluation contributes qualitative and quantitative criteria that judge the specificity, intensity and homogeneity of the stain. Based on this approach, it was possible to demonstrate the morphological and functional characteristics that spheroids share with the mammary gland in vivo. These characteristics included the synthesis of extracellular matrix, the development of polarized acinar structures and lactogenic differentiation.
The role of cell survival during mammary gland development was analyzed by means of the expression profile of the pro-survival protein BAG3. The expression of BAG3 differed in the progress of mammary gland development. While the expression was low during pregnancy, it rose in the lactation phase and peaked within the first days of involution, indicating that BAG3 is associated with early involution in the mammary gland. In vitro experiments related the expression of BAG3 to cell survival in mammary epithelial cells.
Physical forces naturally occur during developmental processes influence tissue integrity during the initiation of mammary gland involution. The influence of physical force applied as compression on mammary epithelial spheroids was investigated. A morphological analysis showed that following a lag, the cell nuclei volume changed upon compression. A short-term compression induced the activation of caspases. A prolonged compression reduced the activity of caspases. This suggests the induction of a process that allows cells the adaption to changing environmental conditions. BAG3 is known to be involved in mechanical stress-induced autophagy, also known as chaperone assisted selective autophagy (CASA). Compression of spheroids did not induce CASA. The experimentally applied strain was not comparable to the strain found in the alveolar cells during involution in vivo. Thus, whether or not CASA is activated during mammary gland involution remains elusive. Nevertheless, the methodical approach to apply compression on spheroids in vitro is a model to study the influence of physical forces on cell aggregates.
Apart from cell survival and physical forces, growth and adhesion of cells affect tissue integrity. A spheroid formation assay and subsequent data analysis and computational modeling enabled the investigation of these processes in a non-adhesive environment. The analysis suggested that spheroid formation follows a reaction-controlled process, in which cells do not necessarily form a connection when they collide. The loss of function of either E-cadherin or actin strongly inhibited the formation of a spheroid. The analysis further revealed that neither E-cadherin nor actin influence the chance of the cells to form a connection when they collide. Both molecules are more important in stabilizing established connections. Depolymerization of microtubules still allowed spheroids to form, but the formation was decelerated and growth of the final spheroids was inhibited. The results from computational modeling suggested that microtubules act on cell adhesion through different mechanisms, which also vary among different cell types. The inhibition of FAK phosphorylation at Y397, a downstream target of integrin signaling, and the analysis of FAK protein levels in spheroids showed that integrin-mediated signaling is not prominent in three-dimensional spheroids formed from non-invasive cells. A deletion of BAG3 gene expression increased the number of dead cells in forming spheroids suggesting that BAG3 predominantly affects cell survival.
The results of this thesis identified and characterized adhesion- and survival-associated proteins that are important for tissue integrity. This thesis suggests that a BAG3-dependent cell survival mechanism is prominent at the beginning of mammary gland involution. Future studies will have to identify the related factors and inducers of tissue integrity loss in the mammary gland. This will shed light on the physiology of the organ and could explain the disorders that destroy its integrity. In addition, this thesis contributes to a better understanding of spontaneous cell aggregation, the aggregate organization and implies a role of cell migration in these processes. Future studies that focus on three-dimensional cell migration could explain, how cell migration is promoted and to which extent it supports tissue integrity.
Research in cell and developmental biology requires the application of three-dimensional model systems that reproduce the natural environment of cells. Processes in developmental biology are therefore studied in entire systems like insects or plants. In cell biology, three-dimensional cell cultures (e.g. spheroids or organoids) model the physiology and pathology of cells, tissues or organs. In all systems, the cellular neighborhood and interactions, but also physicochemical influences, are realistically presented. The production and handling of these model systems is rather simple and allows for reproducible characterization.
Confocal and light sheet-based fluorescence microscopy (LSFM) enable the observation of these systems while maintaining their three-dimensional integrity. LSFM is applicable to imaging live samples at high spatio-temporal resolution over long periods of time. The quality of the acquired datasets enables the extraction of quantitative features about morphology, functionality and dynamics in the context of the complete system. This approach is referred to as image-based systems biology. Exploiting the potential of the generated datasets requires an image analysis pipeline for data management, visualization and the retrieval of biologically meaningful values.
The goal of this thesis was to identify, develop and optimize modules of the image analysis pipeline. The modules cover data management and reduction, visualization, reconstruction of multiview image datasets, the segmentation and tracking of cell nuclei and the extraction of quantitative features. The modules were developed in an application-driven manner to test and ensure their applicability to real datasets from three-dimensional fluorescence microscopy. The underlying datasets were taken from research projects in developmental biology in insects and plants, as well as from cell biology.
The datasets acquired in fluorescence microscopy are typically complex and require common image processing steps in order to manage, visualize, and analyze the datasets. The first module accomplishes automatic structuring of large image datasets, reduces the data amount by image cropping and compression and computes maximum projection images along different spatial directions. The second module corrects for intensity variations in the generated maximum projection images that occur as a function of time. The program was published as a part of an article in Nature Protocols. Another developed module named BugCube provides a web-based platform to visualize and share the processed image datasets.
In LSFM, samples can be rotated in-between two acquisitions enabling the generation of multiview image datasets. Prior to my work, Frederic Strobl and Alexander Ross acquired the complete embryogenesis of the red flour beetle, Tribolium castaneum, and the field cricket, Gryllus bimaculatus, with LSFM. I evaluated a plugin for the software FIJI as a module for the reconstruction of such datasets. The plugin was optimized for automation and efficiency. We obtained the first high quality three-dimensional reconstructions of Tribolium and Gryllus datasets.
Optical clearing increases the penetration depth into samples, thus providing endpoint images of entire three-dimensional objects with cellular detail. This work contributes a quantitative characterization module that was applied to endpoint images of optically cleared spheroids. A program for the generation of ground truth datasets was developed in order to evaluate the cell nuclei segmentation performance. The program was part of a paper that was published in BMC Bioinformatics. Using the program, I could show that the cell nuclei segmentation is robust and accurate. Approaches from computational topology and graph theory complete the segmentation of cell nuclei. Thus, the developed module provides a comprehensive quantitative characterization of spheroids on the level of the individual cell, the cell neighborhood and the whole cell aggregate. The module was employed in four applications to analyze the influence of different stress conditions on the morphology and cellular arrangement of cells in spheroids. The module was accepted for publication in Scientific Reports along with the results for one application. The cell nuclei segmentation further provided a data source for simulation models that used correlation functions to identify structural zones in spheroids. These results were published in Royal Society Interface.
The final part of this work presents a module for cell tracking and lineage reconstruction. In collaboration with Dr. Alexis Maizel, Dr. Jens Fangerau and Dr. Daniel von Wangenheim, I developed a module to track the positions of all cells involved in lateral root formation in Arabidopsis thaliana and used the extracted positions for extensive data analysis. We reconstructed the cell lineages and established the first atlas of all founder cells that contribute to the formation. The analysis of the retrieved data allowed us to study conserved and individual patterns in lateral root formation. The atlas and parts of the analysis presented in this thesis were published in Current Biology.
In this thesis, I developed modules for an image analysis pipeline in three-dimensional fluorescence microscopy and applied them in interdisciplinary research projects. The modules enabled the organization, processing, visualization and analysis of the datasets. The perspective of the image analysis pipeline is not restricted to image-based systems biology. With ongoing development of the image analysis pipeline, it can also be a valuable tool for medical diagnostics or industrial high-throughput approaches.
The fruit fly Drosophila melanogaster is one of the most important biological model organisms, but only the comparative approach with closely related species provides insights into the evolutionary diversification of insects. Of particular interest is the live imaging of fluorophores in developing embryos. It provides data for the analysis and comparison of the threedimensional morphogenesis as a function of time. However, for all species apart from Drosophila, for example the red flour beetle Tribolium castaneum, essentially no established standard operation procedures are available and the pool of data and resources is sparse. The goal of my PhD project was to address these limitations. I was able to accomplish the following milestones:
- Development of the hemisphere and cobweb mounting methods for the non-invasive imaging of Tribolium embryos in light sheet-based fluorescence microscopes and characterization of most crucial embryogenetic events.
- Comprehensive documentation of methods as protocols that describe (i) beetle rearing in the laboratory, (ii) preparation of embryos, (ii) calibration of light sheet-based fluorescence microscopes, (iv) recording over several days, (v) embryo retrieval as a quality control as well as (vi) data processing.
- Adaption of the methods to record and analyze embryonic morphogenesis of the Mediterranean fruit fly Ceratitis capitata and the two-spotted cricket Gryllus bimaculatus as well as integration of the data into an evolutionary context.
- Further development of the hemisphere method to allow the bead-based / landmark-based registration and fusion of three-dimensional images acquired along multiple directions to compensate the shadowing effect.
- Development of the BugCube, a web-based computer program that allows to share image data, which was recorded by using light sheet-based fluorescence microscopy, with colleagues.
- Invention and experimental proof-of-principle of the (i) AGameOfClones vector concept that creates homozygous transgenic insect lines systematically. Additionally, partial proof-of-principle of the (ii) AClashOfStrings vector concept that creates double homozygous transgenic insect lines systematically, as well as preliminary evaluation of the (iii) AStormOfRecords vector concept that creates triple homozygous transgenic insect lines systematically.
- Creation and performance screening of more than fifty transgenic Tribolium lines for the long-term imaging of embryogenesis in fluorescence microscopes, including the first Lifeact and histone subunit-based lines.
My primary results contribute significantly to the advanced fluorescence imaging approaches of insect species beyond Drosophila. The image data can be used to compare different strategies of embryonic morphogenesis and thus to interpret the respective phylogenetic context. My technological developments extend the methodological arsenal for insect model organisms considerably.
Within my perspective, I emphasize the importance of non-invasive long-term fluorescence live imaging to establish speciesspecific morphogenetic standards, discuss the feasibly of a morphologic ontology on the cellular level, suggest the ‘nested linearly decreasing phylogenetic relationship’ approach for evolutionary developmental biology, propose the live imaging of species hybrids to investigate speciation and finally outline how light sheet-based fluorescence microscopy contributes to the transition from on-demand to systematic data acquisition in developmental biology.
During my PhD project, I wrote a total of ten manuscripts, six of which were already published in peer-reviewed scientific journals. Additionally, I supervised four Master and two Bachelor projects whose scientific questions were inspired by the topic of my PhD work.