Trellis tree-based analysis reveals stromal regulation of patient-derived organoid drug responses
- Cell. 2023 Dec 7;186(25):5606-5619.e24. doi: 10.1016/j.cell.2023.11.005.
- 1. Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London WC1E 6DD, UK.
- 2. Department of Computer Science, Yale University, New Haven, CT, USA; Department of Computer Science and Operations Research, Université de Montréal, Montreal, QC, Canada; Mila - Quebec AI Institute, Montréal, QC, Canada.
- 3. Phospho Biomedical Animation, The Greenhouse Studio 6, London N17 9QU, UK.
- 4. Drug-DNA Interactions Group, Department of Oncology, University College London Cancer Institute, London WC1E 6DD, UK.
- 5. Department of Computer Science, Yale University, New Haven, CT, USA; Department of Genetics, Yale University, New Haven, CT, USA; Program for Computational Biology & Bioinformatics, Yale University, New Haven, CT, USA; Program for Applied Math, Yale University, New Haven, CT, USA; Wu-Tsai Institute, Yale University, New Haven, CT, USA. Electronic address: [email protected].
- 6. Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London WC1E 6DD, UK. Electronic address: [email protected].
Patient-derived organoids (PDOs) can model personalized therapy responses; however, current screening technologies cannot reveal drug response mechanisms or how tumor microenvironment cells alter therapeutic performance. To address this, we developed a highly multiplexed mass cytometry platform to measure post-translational modification (PTM) signaling, DNA damage, cell-cycle activity, and Apoptosis in >2,500 colorectal Cancer (CRC) PDOs and cancer-associated fibroblasts (CAFs) in response to clinical therapies at single-cell resolution. To compare patient- and microenvironment-specific drug responses in thousands of single-cell datasets, we developed "Trellis"-a highly scalable, tree-based treatment effect analysis method. Trellis single-cell screening revealed that on-target cell-cycle blockage and DNA-damage drug effects are common, even in chemorefractory PDOs. However, drug-induced Apoptosis is rarer, patient-specific, and aligns with Cancer cell PTM signaling. We find that CAFs can regulate PDO plasticity-shifting proliferative colonic stem cells (proCSCs) to slow-cycling revival colonic stem cells (revCSCs) to protect Cancer cells from chemotherapy.
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Research Areas: Cancer