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      Morphometric Analysis of the Thymic Epithelial Cell (TEC) Network Using Integrated and Orthogonal Digital Pathology Approaches

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          Abstract

          The thymus, a central primary lymphoid organ of the immune system, plays a key role in T cell development. Surprisingly, the thymus is quite neglected with regards to standardized pathology approaches and practices for assessing structure and function. Most studies use multispectral flow cytometry to define the dynamic composition of the thymus at the cell population level, but they are limited by lack of contextual insight. This knowledge gap hinders our understanding of various thymic conditions and pathologies, particularly how they affect thymic architecture, and subsequently, immune competence. Here, we introduce a digital pathology pipeline to address these challenges. Our approach can be coupled to analytical algorithms and utilizes rationalized morphometric assessments of thymic tissue, ranging from tissue-wide down to microanatomical and ultrastructural levels. This pipeline enables the quantitative assessment of putative changes and adaptations of thymic structure to stimuli, offering valuable insights into the pathophysiology of thymic disorders. This versatile pipeline can be applied to a wide range of conditions that may directly or indirectly affect thymic structure, ranging from various cytotoxic stimuli inducing acute thymic involution to autoimmune diseases, such as myasthenia gravis. Here, we demonstrate applicability of the method in a mouse model of age-dependent thymic involution, both by confirming established knowledge, and by providing novel insights on intrathymic remodeling in the aged thymus. Our orthogonal pipeline, with its high versatility and depth of analysis, promises to be a valuable and practical toolset for both basic and translational immunology laboratories investigating thymic function and disease.

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          Most cited references153

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          QuPath: Open source software for digital pathology image analysis

          QuPath is new bioimage analysis software designed to meet the growing need for a user-friendly, extensible, open-source solution for digital pathology and whole slide image analysis. In addition to offering a comprehensive panel of tumor identification and high-throughput biomarker evaluation tools, QuPath provides researchers with powerful batch-processing and scripting functionality, and an extensible platform with which to develop and share new algorithms to analyze complex tissue images. Furthermore, QuPath’s flexible design makes it suitable for a wide range of additional image analysis applications across biomedical research.
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            Computer visualization of three-dimensional image data using IMOD.

            We have developed a computer software package, IMOD, as a tool for analyzing and viewing three-dimensional biological image data. IMOD is useful for studying and modeling data from tomographic, serial section, and optical section reconstructions. The software allows image data to be visualized by several different methods. Models of the image data can be visualized by volume or contour surface rendering and can yield quantitative information.
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              Lymphocyte egress from thymus and peripheral lymphoid organs is dependent on S1P receptor 1.

              Adaptive immunity depends on T-cell exit from the thymus and T and B cells travelling between secondary lymphoid organs to survey for antigens. After activation in lymphoid organs, T cells must again return to circulation to reach sites of infection; however, the mechanisms regulating lymphoid organ exit are unknown. An immunosuppressant drug, FTY720, inhibits lymphocyte emigration from lymphoid organs, and phosphorylated FTY720 binds and activates four of the five known sphingosine-1-phosphate (S1P) receptors. However, the role of S1P receptors in normal immune cell trafficking is unclear. Here we show that in mice whose haematopoietic cells lack a single S1P receptor (S1P1; also known as Edg1) there are no T cells in the periphery because mature T cells are unable to exit the thymus. Although B cells are present in peripheral lymphoid organs, they are severely deficient in blood and lymph. Adoptive cell transfer experiments establish an intrinsic requirement for S1P1 in T and B cells for lymphoid organ egress. Furthermore, S1P1-dependent chemotactic responsiveness is strongly upregulated in T-cell development before exit from the thymus, whereas S1P1 is downregulated during peripheral lymphocyte activation, and this is associated with retention in lymphoid organs. We find that FTY720 treatment downregulates S1P1, creating a temporary pharmacological S1P1-null state in lymphocytes, providing an explanation for the mechanism of FTY720-induced lymphocyte sequestration. These findings establish that S1P1 is essential for lymphocyte recirculation and that it regulates egress from both thymus and peripheral lymphoid organs.
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                Author and article information

                Journal
                bioRxiv
                BIORXIV
                bioRxiv
                Cold Spring Harbor Laboratory
                14 March 2024
                : 2024.03.11.584509
                Affiliations
                [1 ]Department of Microbiology and Immunology, Albert Einstein College of Medicine, Bronx, NY, USA
                [2 ]Tumor Microenvironment and Metastasis Program, Montefiore-Einstein Comprehensive Cancer Center, Bronx, NY, USA
                [3 ]Integrated Imaging Program for Cancer Research, Montefiore-Einstein Comprehensive Cancer Center, Bronx, NY, USA
                [4 ]Gruss-Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, NY, USA
                [5 ]Analytical Imaging Facility, Albert Einstein College of Medicine, Bronx, NY, USA
                [6 ]Department of Cell Biology, Albert Einstein College of Medicine, Bronx, NY, USA
                [7 ]Montefiore-Einstein Comprehensive Cancer, Center, Bronx, NY, USA
                [8 ]Department of Pathobiology and Population Sciences, The Royal Veterinary College, North Mymms, Hatfield, United Kingdom.
                [9 ]Laboratory of Pathology, School of Veterinary Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
                [10 ]Division of Statistics and Operational Research, Department of Mathematics, Aristotle University of Thessaloniki, Thessaloniki, Greece
                [11 ]Ruth L. and David S. Gottesman Institute for Stem Cell and Regenerative Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
                [12 ]Cancer Dormancy and Tumor Microenvironment Institute, Montefiore-Einstein Comprehensive Cancer, Center, Bronx, NY, USA
                Author notes

                Author contributions: M.K. Lagou and G.S. Karagiannis designed the study; M.K. Lagou, D.G. Argyris, S. Vodopyanov, L. Gunther-Cummins and C. Entenberg performed experiments; L. Gunther-Cummins, H. Guzik, X. Nishku, J. Churaman performed sample preparation for all the imaging studies; M.K. Lagou, D.G. Argyris, S. Vodopyanov, L. Gunther-Cummins, S. DesMarais, C. Entenberg, R.S. Carpenter, V. DesMarais, and F.P. Macaluso performed image analysis; A. Hardas, and T. Poutahidis performed reviews of all thymic and splenic slides and diagnostic pathology reviews on the spontaneous lesions of aged mice; M.K. Lagou, D.G. Argyris, C. Panorias, M. Maryanovich, and G.S. Karagiannis performed data analyses and statistical analyses. M.K. Lagou, D.G. Argyris, S. Vodopyanov, and G.S. Karagiannis wrote the final report. All authors contributed to the editing of the final report. All authors agree to the content of the submitted manuscript.

                Author information
                http://orcid.org/0000-0002-3247-5495
                http://orcid.org/0009-0001-9639-4619
                http://orcid.org/0000-0003-1429-9835
                http://orcid.org/0000-0002-9652-5578
                http://orcid.org/0000-0001-9906-7552
                http://orcid.org/0000-0002-2951-1811
                http://orcid.org/0000-0002-0613-6094
                http://orcid.org/0000-0003-4655-8280
                http://orcid.org/0000-0002-2015-0538
                http://orcid.org/0000-0002-3714-0248
                http://orcid.org/0000-0002-5321-6118
                http://orcid.org/0000-0002-8808-707X
                Article
                10.1101/2024.03.11.584509
                10979902
                38559037
                c0b4ecf8-e68f-4ddb-8bbe-fa2f03e84bab

                This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.

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