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Cancer-Associated Fibroblasts Regulate Patient-Derived Organoid Drug Responses

View ORCID ProfileMaría Ramos Zapatero, View ORCID ProfileAlexander Tong, View ORCID ProfileJahangir Sufi, View ORCID ProfilePetra Vlckova, View ORCID ProfileFerran Cardoso Rodriguez, View ORCID ProfileCallum Nattress, View ORCID ProfileXiao Qin, View ORCID ProfileDaniel Hochhauser, View ORCID ProfileSmita Krishnaswamy, View ORCID ProfileChristopher J. Tape
doi: https://doi.org/10.1101/2022.10.19.512668
María Ramos Zapatero
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London, UK
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Alexander Tong
2Department of Computer Science, Yale University, New Haven, CT, USA
3Department of Computer Science and Operations Research, Université de Montréal, Mila — The Quebec AI Institute, Montreal, Canada
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Jahangir Sufi
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London, UK
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Petra Vlckova
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London, UK
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  • ORCID record for Petra Vlckova
Ferran Cardoso Rodriguez
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London, UK
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Callum Nattress
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London, UK
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Xiao Qin
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London, UK
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Daniel Hochhauser
4Drug-DNA Interactions Group, Department of Oncology, University College London Cancer Institute, London, UK
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  • ORCID record for Daniel Hochhauser
Smita Krishnaswamy
2Department of Computer Science, Yale University, New Haven, CT, USA
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  • For correspondence: c.tape@ucl.ac.uk smita.krishnaswamy@yale.edu
Christopher J. Tape
1Cell Communication Lab, Department of Oncology, University College London Cancer Institute, London, UK
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  • ORCID record for Christopher J. Tape
  • For correspondence: c.tape@ucl.ac.uk smita.krishnaswamy@yale.edu
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Abstract

Patient-derived organoids (PDOs) model personalized cancer therapy responses. However, existing bulk PDO screening technologies cannot reveal drug response mechanisms or model how cells of the tumor microenvironment alter therapy performance. To address this, we developed a highly-multiplexed thiol-reactive organoid barcoding in situ (TOBis) mass cytometry platform to perform single-cell post translational modification (PTM) signaling analysis of colorectal cancer (CRC) PDOs and cancer-associated fibroblasts (CAFs) in response to clinical therapies. To compare patient- and microenvironment-specific treatment effects in thousands of single-cell PTM datasets, we developed Trellis — a highly-scalable, hierarchical tree-based treatment effect analysis method. Trellis analysis of >2,500 single-cell PTM PDO-CAF organoid cultures revealed that on-target cell-cycle blockage and DNA-damage drug effects are common, even in chemorefractory PDOs. However, drug-induced apoptosis is patient-specific. We found drug-induced apoptosis does not correlate with genotype or clinical staging, but does align with cell-intrinsic PTM signaling in PDOs. We observe that CAFs protect chemosensitive PDOs by shifting cancer cells into a slow-cycling cell-state in a patient-specific manner and show that CAF chemoprotection can be reversed by inhibiting YAP. These results reveal that PTM signaling flux is a major determinant of chemosensitivity and demonstrate CAFs regulate patient-specific drug responses by altering cancer cell-state.

Competing Interest Statement

S.K. is on the scientific advisory board of KovaDx and AI Therapeutics.

Footnotes

  • https://community.cytobank.org/cytobank/projects/1461

  • https://github.com/KrishnaswamyLab/Trellis

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted October 21, 2022.
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Cancer-Associated Fibroblasts Regulate Patient-Derived Organoid Drug Responses
María Ramos Zapatero, Alexander Tong, Jahangir Sufi, Petra Vlckova, Ferran Cardoso Rodriguez, Callum Nattress, Xiao Qin, Daniel Hochhauser, Smita Krishnaswamy, Christopher J. Tape
bioRxiv 2022.10.19.512668; doi: https://doi.org/10.1101/2022.10.19.512668
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Cancer-Associated Fibroblasts Regulate Patient-Derived Organoid Drug Responses
María Ramos Zapatero, Alexander Tong, Jahangir Sufi, Petra Vlckova, Ferran Cardoso Rodriguez, Callum Nattress, Xiao Qin, Daniel Hochhauser, Smita Krishnaswamy, Christopher J. Tape
bioRxiv 2022.10.19.512668; doi: https://doi.org/10.1101/2022.10.19.512668

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