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Trellis tree-based analysis reveals stromal regulation of patient-derived organoid drug responses
María Ramos Zapatero1, Alexander Tong2, James W Opzoomer1
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London WC1E 6DD, UK.
Abstract:
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.
Insights
We developed a mass cytometry platform and analysis method to study colorectal cancer (CRC) organoids and their microenvironment. This reveals how cancer-associated fibroblasts (CAFs) protect CRC cells from chemotherapy by altering stem cell states.
Area of Science:
- Oncology
- Biotechnology
- Cell Biology
Background:
- Patient-derived organoids (PDOs) are valuable for modeling personalized cancer therapy responses.
- Current screening methods lack the resolution to uncover drug mechanisms or the influence of tumor microenvironment cells on therapeutic outcomes.
Purpose of the Study:
- To develop a high-throughput platform for analyzing drug response mechanisms in colorectal cancer (CRC) PDOs and their associated stromal cells.
- To investigate the impact of cancer-associated fibroblasts (CAFs) on CRC cell plasticity and therapeutic resistance.
Main Methods:
- Utilized a highly multiplexed mass cytometry platform to assess post-translational modification (PTM) signaling, DNA damage, cell-cycle status, and apoptosis in >2,500 CRC PDOs and CAFs.
- Developed "Trellis," a scalable, tree-based analysis method for comparing patient- and microenvironment-specific drug responses at single-cell resolution.
Main Results:
- Single-cell screening identified common on-target drug effects like cell-cycle blockage and DNA damage, even in drug-resistant PDOs.
- Drug-induced apoptosis was found to be rarer, patient-specific, and correlated with cancer cell PTM signaling.
- Demonstrated that CAFs can induce plasticity in CRC stem cells, shifting them from proliferative (proCSCs) to slow-cycling (revCSCs) states, thereby conferring chemotherapy resistance.
Conclusions:
- The developed platform and Trellis method enable deep mechanistic insights into drug responses within the complex tumor microenvironment.
- Understanding CAF-mediated protection mechanisms is crucial for developing novel therapeutic strategies against chemoresistant colorectal cancer.
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