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The drug-induced phenotypic landscape of colorectal cancer organoids

Author

Listed:
  • Johannes Betge

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology
    Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Junior Clinical Cooperation Unit Translational Gastrointestinal Oncology and Preclinical Models
    DKFZ-Hector Cancer Institute at University Medical Center Mannheim)

  • Niklas Rindtorff

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology)

  • Jan Sauer

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology
    Computational Genome Biology Group)

  • Benedikt Rauscher

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology)

  • Clara Dingert

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology)

  • Haristi Gaitantzi

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Frank Herweck

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Kauthar Srour-Mhanna

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Junior Clinical Cooperation Unit Translational Gastrointestinal Oncology and Preclinical Models
    DKFZ-Hector Cancer Institute at University Medical Center Mannheim)

  • Thilo Miersch

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology)

  • Erica Valentini

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology)

  • Kim E. Boonekamp

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology)

  • Veronika Hauber

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Tobias Gutting

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center
    Heidelberg University)

  • Larissa Frank

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology)

  • Sebastian Belle

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Timo Gaiser

    (Mannheim Cancer Center
    Heidelberg University, Institute of Pathology, University Medical Center Mannheim, Medical Faculty Mannheim)

  • Inga Buchholz

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Ralf Jesenofsky

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Nicolai Härtel

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Tianzuo Zhan

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology
    Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Bernd Fischer

    (Computational Genome Biology Group)

  • Katja Breitkopf-Heinlein

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Elke Burgermeister

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    Mannheim Cancer Center)

  • Matthias P. Ebert

    (Heidelberg University, Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim
    DKFZ-Hector Cancer Institute at University Medical Center Mannheim
    Mannheim Cancer Center)

  • Michael Boutros

    (Division Signaling and Functional Genomics, and Heidelberg University, Medical Faculty Mannheim, Department of Cell and Molecular Biology
    German Cancer Consortium (DKTK))

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.

Suggested Citation

  • Johannes Betge & Niklas Rindtorff & Jan Sauer & Benedikt Rauscher & Clara Dingert & Haristi Gaitantzi & Frank Herweck & Kauthar Srour-Mhanna & Thilo Miersch & Erica Valentini & Kim E. Boonekamp & Vero, 2022. "The drug-induced phenotypic landscape of colorectal cancer organoids," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30722-9
    DOI: 10.1038/s41467-022-30722-9
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    References listed on IDEAS

    as
    1. Claudio Isella & Francesco Brundu & Sara E. Bellomo & Francesco Galimi & Eugenia Zanella & Roberta Porporato & Consalvo Petti & Alessandro Fiori & Francesca Orzan & Rebecca Senetta & Carla Boccaccio &, 2017. "Selective analysis of cancer-cell intrinsic transcriptional traits defines novel clinically relevant subtypes of colorectal cancer," Nature Communications, Nature, vol. 8(1), pages 1-16, August.
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