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Abstract
Patient-derived organoids resemble the biology of tissues and tumors, enabling ex vivo modeling of human diseases. They have heterogeneous morphologies with unclear biological causes and relationship to treatment response. Here, we use high-throughput, image-based profiling to quantify phenotypes of over 5 million individual colorectal cancer organoids after treatment with >500 small molecules. Integration of data using multi-omics modeling identifies axes of morphological variation across organoids: Organoid size is linked to IGF1 receptor signaling, and cystic vs. solid organoid architecture is associated with LGR5 + stemness. Treatment-induced organoid morphology reflects organoid viability, drug mechanism of action, and is biologically interpretable. Inhibition of MEK leads to cystic reorganization of organoids and increases expression of LGR5, while inhibition of mTOR induces IGF1 receptor signaling. In conclusion, we identify shared axes of variation for colorectal cancer organoid morphology, their underlying biological mechanisms, and pharmacological interventions with the ability to move organoids along them.
The heterogeneity underlying cancer organoid phenotypes is not yet well understood. Here, the authors develop an imaging analysis assay for high throughput phenotypic screening of colorectal organoids that allows to define specific morphological changes that occur following different drug treatments.
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1 Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373); Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); Junior Clinical Cooperation Unit Translational Gastrointestinal Oncology and Preclinical Models, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584); DKFZ-Hector Cancer Institute at University Medical Center Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); Mannheim Cancer Center, Mannheim, Germany (GRID:grid.411778.c)
2 Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373)
3 Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373); Computational Genome Biology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584)
4 Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); Mannheim Cancer Center, Mannheim, Germany (GRID:grid.411778.c)
5 Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); Junior Clinical Cooperation Unit Translational Gastrointestinal Oncology and Preclinical Models, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584); DKFZ-Hector Cancer Institute at University Medical Center Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728)
6 Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); Mannheim Cancer Center, Mannheim, Germany (GRID:grid.411778.c); Heidelberg University, Department of Internal Medicine IV, Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373)
7 Mannheim Cancer Center, Mannheim, Germany (GRID:grid.411778.c); Heidelberg University, Institute of Pathology, University Medical Center Mannheim, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728)
8 Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373); Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); Mannheim Cancer Center, Mannheim, Germany (GRID:grid.411778.c)
9 Computational Genome Biology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584)
10 Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); DKFZ-Hector Cancer Institute at University Medical Center Mannheim, Mannheim, Germany (GRID:grid.411778.c) (ISNI:0000 0001 2162 1728); Mannheim Cancer Center, Mannheim, Germany (GRID:grid.411778.c)
11 Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373); German Cancer Consortium (DKTK), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584)