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The drug-induced phenotypic landscape of colorectal cancer organoids
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170716/ https://www.ncbi.nlm.nih.gov/pubmed/35668108 http://dx.doi.org/10.1038/s41467-022-30722-9 |
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author | Betge, Johannes Rindtorff, Niklas Sauer, Jan Rauscher, Benedikt Dingert, Clara Gaitantzi, Haristi Herweck, Frank Srour-Mhanna, Kauthar Miersch, Thilo Valentini, Erica Boonekamp, Kim E. Hauber, Veronika Gutting, Tobias Frank, Larissa Belle, Sebastian Gaiser, Timo Buchholz, Inga Jesenofsky, Ralf Härtel, Nicolai Zhan, Tianzuo Fischer, Bernd Breitkopf-Heinlein, Katja Burgermeister, Elke Ebert, Matthias P. Boutros, Michael |
author_facet | Betge, Johannes Rindtorff, Niklas Sauer, Jan Rauscher, Benedikt Dingert, Clara Gaitantzi, Haristi Herweck, Frank Srour-Mhanna, Kauthar Miersch, Thilo Valentini, Erica Boonekamp, Kim E. Hauber, Veronika Gutting, Tobias Frank, Larissa Belle, Sebastian Gaiser, Timo Buchholz, Inga Jesenofsky, Ralf Härtel, Nicolai Zhan, Tianzuo Fischer, Bernd Breitkopf-Heinlein, Katja Burgermeister, Elke Ebert, Matthias P. Boutros, Michael |
author_sort | Betge, Johannes |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9170716 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-91707162022-06-08 The drug-induced phenotypic landscape of colorectal cancer organoids Betge, Johannes Rindtorff, Niklas Sauer, Jan Rauscher, Benedikt Dingert, Clara Gaitantzi, Haristi Herweck, Frank Srour-Mhanna, Kauthar Miersch, Thilo Valentini, Erica Boonekamp, Kim E. Hauber, Veronika Gutting, Tobias Frank, Larissa Belle, Sebastian Gaiser, Timo Buchholz, Inga Jesenofsky, Ralf Härtel, Nicolai Zhan, Tianzuo Fischer, Bernd Breitkopf-Heinlein, Katja Burgermeister, Elke Ebert, Matthias P. Boutros, Michael Nat Commun Article 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. Nature Publishing Group UK 2022-06-06 /pmc/articles/PMC9170716/ /pubmed/35668108 http://dx.doi.org/10.1038/s41467-022-30722-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Betge, Johannes Rindtorff, Niklas Sauer, Jan Rauscher, Benedikt Dingert, Clara Gaitantzi, Haristi Herweck, Frank Srour-Mhanna, Kauthar Miersch, Thilo Valentini, Erica Boonekamp, Kim E. Hauber, Veronika Gutting, Tobias Frank, Larissa Belle, Sebastian Gaiser, Timo Buchholz, Inga Jesenofsky, Ralf Härtel, Nicolai Zhan, Tianzuo Fischer, Bernd Breitkopf-Heinlein, Katja Burgermeister, Elke Ebert, Matthias P. Boutros, Michael The drug-induced phenotypic landscape of colorectal cancer organoids |
title | The drug-induced phenotypic landscape of colorectal cancer organoids |
title_full | The drug-induced phenotypic landscape of colorectal cancer organoids |
title_fullStr | The drug-induced phenotypic landscape of colorectal cancer organoids |
title_full_unstemmed | The drug-induced phenotypic landscape of colorectal cancer organoids |
title_short | The drug-induced phenotypic landscape of colorectal cancer organoids |
title_sort | drug-induced phenotypic landscape of colorectal cancer organoids |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170716/ https://www.ncbi.nlm.nih.gov/pubmed/35668108 http://dx.doi.org/10.1038/s41467-022-30722-9 |
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