The drug-induced phenotypic landscape of colorectal cancer organoids

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作者
Johannes Betge
Niklas Rindtorff
Jan Sauer
Benedikt Rauscher
Clara Dingert
Haristi Gaitantzi
Frank Herweck
Kauthar Srour-Mhanna
Thilo Miersch
Erica Valentini
Kim E. Boonekamp
Veronika Hauber
Tobias Gutting
Larissa Frank
Sebastian Belle
Timo Gaiser
Inga Buchholz
Ralf Jesenofsky
Nicolai Härtel
Tianzuo Zhan
Bernd Fischer
Katja Breitkopf-Heinlein
Elke Burgermeister
Matthias P. Ebert
Michael Boutros
机构
[1] Division Signaling and Functional Genomics,German Cancer Research Center (DKFZ)
[2] and Heidelberg University,German Cancer Research Center (DKFZ)
[3] Medical Faculty Mannheim,German Cancer Research Center (DKFZ)
[4] Department of Cell and Molecular Biology,Department of Internal Medicine IV
[5] Heidelberg University,undefined
[6] Department of Medicine II,undefined
[7] University Medical Center Mannheim,undefined
[8] Medical Faculty Mannheim,undefined
[9] Junior Clinical Cooperation Unit Translational Gastrointestinal Oncology and Preclinical Models,undefined
[10] DKFZ-Hector Cancer Institute at University Medical Center Mannheim,undefined
[11] Mannheim Cancer Center,undefined
[12] Computational Genome Biology Group,undefined
[13] Heidelberg University,undefined
[14] Institute of Pathology,undefined
[15] University Medical Center Mannheim,undefined
[16] Medical Faculty Mannheim,undefined
[17] German Cancer Consortium (DKTK),undefined
[18] Heidelberg University,undefined
来源
Nature Communications | / 13卷
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摘要
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.
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