Trellis tree-based analysis reveals stromal regulation of patient-derived organoid drug responses

María Ramos Zapatero(London Cancer), Alexander Tong(Yale University), James W. Opzoomer(London Cancer), Rhianna O’Sullivan(London Cancer), Ferran Cardoso Rodriguez(London Cancer), Jahangir Sufi(London Cancer), Petra Vlckova(London Cancer), Callum Baird Nattress(London Cancer), Xiao Qin(London Cancer), Jeroen Claus, Daniel Hochhauser(London Cancer), Smita Krishnaswamy(Yale University), Christopher J. Tape(Cancer Research UK)
Cell
December 1, 2023
Cited by 62Open Access
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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.


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