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

Maria K LagouDimitrios G ArgyrisStepan Sergeevich VodopyanovLeslie G CumminsAlexandros ChardasTheofilos PoutahidisChristos PanoriasSophia DesMaraisConner EntenbergRandall S CarpenterHillary GuzikXheni NishkuJoseph ChuramanMaria MaryanovichVera DesMaraisFrank P MacalusoGeorge S Karagiannis
Published in: bioRxiv : the preprint server for biology (2024)
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.
Keyphrases
  • healthcare
  • flow cytometry
  • machine learning
  • primary care
  • stem cells
  • intensive care unit
  • liver failure
  • single cell
  • deep learning
  • cell therapy
  • optical coherence tomography
  • drug induced