1. Automated spatial omics landscape analysis approach reveals novel tissue architectures in ulcerative colitis
- Author
-
Derek R. Holman, Samuel J. S. Rubin, Mariusz Ferenc, Elizabeth A. Holman, Alexander N. Koron, Robel Daniel, Brigid S. Boland, Garry P. Nolan, John T. Chang, and Stephan Rogalla
- Subjects
Spatial omics ,Computational analysis ,Inflammatory bowel disease ,Medicine ,Science - Abstract
Abstract The utility of spatial omics in leveraging cellular interactions in normal and diseased states for precision medicine is hampered by a lack of strategies for matching disease states with spatial heterogeneity-guided cellular annotations. Here we use a spatial context-dependent approach that matches spatial pattern detection to cell annotation. Using this approach in existing datasets from ulcerative colitis patient colonic biopsies, we identified architectural complexities and associated difficult-to-detect rare cell types in ulcerative colitis germinal-center B cell follicles. Our approach deepens our understanding of health and disease pathogenesis, illustrates a strategy for automating nested architecture detection for highly multiplexed spatial biology data, and informs precision diagnosis and therapeutic strategies.
- Published
- 2024
- Full Text
- View/download PDF