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Farin HF, Mosa MH, Ndreshkjana B, Grebbin BM, Ritter B, Menche C, Kennel KB, Ziegler PK, Szabó L, Bollrath J, Rieder D, Michels BE, Kress A, Bozlar M, Darvishi T, Stier S, Kur IM, Bankov K, Kesselring R, Fichtner-Feigl S, Brüne B, Goetze TO, Al-Batran SE, Brandts CH, Bechstein WO, Wild PJ, Weigert A, Müller S, Knapp S, Trajanoski Z, Greten FR. Colorectal Cancer Organoid-Stroma Biobank Allows Subtype-Specific Assessment of Individualized Therapy Responses. Cancer Discov 2023; 13:2192-2211. [PMID: 37489084 PMCID: PMC10551667 DOI: 10.1158/2159-8290.cd-23-0050] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 06/05/2023] [Accepted: 07/21/2023] [Indexed: 07/26/2023]
Abstract
In colorectal cancers, the tumor microenvironment plays a key role in prognosis and therapy efficacy. Patient-derived tumor organoids (PDTO) show enormous potential for preclinical testing; however, cultured tumor cells lose important characteristics, including the consensus molecular subtypes (CMS). To better reflect the cellular heterogeneity, we established the colorectal cancer organoid-stroma biobank of matched PDTOs and cancer-associated fibroblasts (CAF) from 30 patients. Context-specific phenotyping showed that xenotransplantation or coculture with CAFs improves the transcriptomic fidelity and instructs subtype-specific stromal gene expression. Furthermore, functional profiling in coculture exposed CMS4-specific therapeutic resistance to gefitinib and SN-38 and prognostic expression signatures. Chemogenomic library screening identified patient- and therapy-dependent mechanisms of stromal resistance including MET as a common target. Our results demonstrate that colorectal cancer phenotypes are encrypted in the cancer epithelium in a plastic fashion that strongly depends on the context. Consequently, CAFs are essential for a faithful representation of molecular subtypes and therapy responses ex vivo. SIGNIFICANCE Systematic characterization of the organoid-stroma biobank provides a resource for context dependency in colorectal cancer. We demonstrate a colorectal cancer subtype memory of PDTOs that is independent of specific driver mutations. Our data underscore the importance of functional profiling in cocultures for improved preclinical testing and identification of stromal resistance mechanisms. This article is featured in Selected Articles from This Issue, p. 2109.
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Affiliation(s)
- Henner F. Farin
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Mohammed H. Mosa
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Benardina Ndreshkjana
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Britta M. Grebbin
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
| | - Birgit Ritter
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Constantin Menche
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Kilian B. Kennel
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Paul K. Ziegler
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Lili Szabó
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
| | - Julia Bollrath
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
| | - Dietmar Rieder
- Institute of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - Birgitta E. Michels
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
| | - Alena Kress
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Müge Bozlar
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Tahmineh Darvishi
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
| | - Sara Stier
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
| | - Ivan-Maximilano Kur
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- Institute of Biochemistry I, Goethe University, Frankfurt am Main, Germany
| | - Katrin Bankov
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Rebecca Kesselring
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of General and Visceral Surgery, University of Freiburg, Freiburg, Germany
| | - Stefan Fichtner-Feigl
- Department of General and Visceral Surgery, University of Freiburg, Freiburg, Germany
| | - Bernhard Brüne
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Institute of Biochemistry I, Goethe University, Frankfurt am Main, Germany
| | | | | | - Christian H. Brandts
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine, Goethe University, Frankfurt am Main, Germany
| | - Wolf O. Bechstein
- Department of General and Visceral Surgery, Goethe University, Frankfurt am Main, Germany
| | - Peter J. Wild
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Dr. Senckenberg Institute of Pathology, University Hospital Frankfurt, Frankfurt am Main, Germany
- Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany
| | - Andreas Weigert
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Institute of Biochemistry I, Goethe University, Frankfurt am Main, Germany
| | - Susanne Müller
- Institute of Pharmaceutical Chemistry, Goethe University, Frankfurt am Main, Germany
- Structural Genomics Consortium, Goethe University, Frankfurt am Main, Germany
| | - Stefan Knapp
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Institute of Pharmaceutical Chemistry, Goethe University, Frankfurt am Main, Germany
- Structural Genomics Consortium, Goethe University, Frankfurt am Main, Germany
| | - Zlatko Trajanoski
- Institute of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - Florian R. Greten
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
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Wiechmann S, Maisonneuve P, Grebbin BM, Hoffmeister M, Kaulich M, Clevers H, Rajalingam K, Kurinov I, Farin HF, Sicheri F, Ernst A. Conformation-specific inhibitors of activated Ras GTPases reveal limited Ras dependency of patient-derived cancer organoids. J Biol Chem 2020; 295:4526-4540. [PMID: 32086379 DOI: 10.1074/jbc.ra119.011025] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Revised: 02/18/2020] [Indexed: 12/13/2022] Open
Abstract
The small GTPases H, K, and NRAS are molecular switches indispensable for proper regulation of cellular proliferation and growth. Several mutations in the genes encoding members of this protein family are associated with cancer and result in aberrant activation of signaling processes caused by a deregulated recruitment of downstream effector proteins. In this study, we engineered variants of the Ras-binding domain (RBD) of the C-Raf proto-oncogene, Ser/Thr kinase (CRAF). These variants bound with high affinity with the effector-binding site of Ras in an active conformation. Structural characterization disclosed how the newly identified RBD mutations cooperate and thereby enhance affinity with the effector-binding site in Ras compared with WT RBD. The engineered RBD variants closely mimicked the interaction mode of naturally occurring Ras effectors and acted as dominant-negative affinity reagents that block Ras signal transduction. Experiments with cancer cells showed that expression of these RBD variants inhibits Ras signaling, reducing cell growth and inducing apoptosis. Using these optimized RBD variants, we stratified patient-derived colorectal cancer organoids with known Ras mutational status according to their response to Ras inhibition. These results revealed that the presence of Ras mutations was insufficient to predict sensitivity to Ras inhibition, suggesting that not all of these tumors required Ras signaling for proliferation. In summary, by engineering the Ras/Raf interface of the CRAF-RBD, we identified potent and selective inhibitors of Ras in its active conformation that outcompete binding of Ras-signaling effectors.
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Affiliation(s)
- Svenja Wiechmann
- Institute of Biochemistry II, Goethe University Frankfurt-Medical Faculty, University Hospital, 60596 Frankfurt am Main, Germany.,Fraunhofer Institute for Molecular Biology and Applied Ecology IME, Project Group Translational Medicine and Pharmacology TMP, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Pierre Maisonneuve
- Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, Ontario M5G 1X5, Canada
| | - Britta M Grebbin
- German Cancer Consortium (DKTK), 69120 Heidelberg, Germany.,Georg-Speyer-Haus, Institute for Tumor Biology and Experimental Therapy, 60596 Frankfurt am Main, Germany.,German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Meike Hoffmeister
- Institute of Biochemistry II, Goethe University Frankfurt-Medical Faculty, University Hospital, 60596 Frankfurt am Main, Germany.,Institute of Biochemistry, Brandenburg Medical School (MHB) Theodor Fontane, 14770 Brandenburg an der Havel, Germany
| | - Manuel Kaulich
- Institute of Biochemistry II, Goethe University Frankfurt-Medical Faculty, University Hospital, 60596 Frankfurt am Main, Germany.,Frankfurt Cancer Institute, 60596 Frankfurt am Main, Germany
| | - Hans Clevers
- Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences (KNAW) and University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.,Cancer Genomics Netherlands, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.,Center for Molecular Medicine, Department of Genetics, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands
| | | | - Igor Kurinov
- Department of Chemistry and Chemical Biology, Cornell University, NE-CAT, Argonne, Illinois 60439
| | - Henner F Farin
- German Cancer Consortium (DKTK), 69120 Heidelberg, Germany.,Georg-Speyer-Haus, Institute for Tumor Biology and Experimental Therapy, 60596 Frankfurt am Main, Germany.,German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Frank Sicheri
- Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, Ontario M5G 1X5, Canada
| | - Andreas Ernst
- Institute of Biochemistry II, Goethe University Frankfurt-Medical Faculty, University Hospital, 60596 Frankfurt am Main, Germany .,Fraunhofer Institute for Molecular Biology and Applied Ecology IME, Project Group Translational Medicine and Pharmacology TMP, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
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Michels BE, Mosa MH, Grebbin BM, Yepes D, Darvishi T, Hausmann J, Urlaub H, Zeuzem S, Kvasnicka HM, Oellerich T, Farin HF. Human colon organoids reveal distinct physiologic and oncogenic Wnt responses. J Exp Med 2019; 216:704-720. [PMID: 30792186 PMCID: PMC6400532 DOI: 10.1084/jem.20180823] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2018] [Revised: 11/28/2018] [Accepted: 01/18/2019] [Indexed: 12/17/2022] Open
Abstract
Constitutive Wnt activation upon loss of Adenoma polyposis coli (APC) acts as main driver of colorectal cancer (CRC). Targeting Wnt signaling has proven difficult because the pathway is crucial for homeostasis and stem cell renewal. To distinguish oncogenic from physiological Wnt activity, we have performed transcriptome and proteome profiling in isogenic human colon organoids. Culture in the presence or absence of exogenous ligand allowed us to discriminate receptor-mediated signaling from the effects of CRISPR/Cas9-induced APC loss. We could catalog two nonoverlapping molecular signatures that were stable at distinct levels of stimulation. Newly identified markers for normal stem/progenitor cells and adenomas were validated by immunohistochemistry and flow cytometry. We found that oncogenic Wnt signals are associated with good prognosis in tumors of the consensus molecular subtype 2 (CMS2). In contrast, receptor-mediated signaling was linked to CMS4 tumors and poor prognosis. Together, our data represent a valuable resource for biomarkers that allow more precise stratification of Wnt responses in CRC.
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Affiliation(s)
- Birgitta E Michels
- German Cancer Consortium, Germany
- Georg-Speyer-Haus, Institute for Tumor Biology and Experimental Therapy, Frankfurt am Main, Germany
- German Cancer Research Center, Heidelberg, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- Faculty of Biological Sciences, Goethe University, Frankfurt am Main, Germany
| | - Mohammed H Mosa
- German Cancer Consortium, Germany
- Georg-Speyer-Haus, Institute for Tumor Biology and Experimental Therapy, Frankfurt am Main, Germany
- German Cancer Research Center, Heidelberg, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Britta M Grebbin
- German Cancer Consortium, Germany
- Georg-Speyer-Haus, Institute for Tumor Biology and Experimental Therapy, Frankfurt am Main, Germany
- German Cancer Research Center, Heidelberg, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
| | - Diego Yepes
- German Cancer Consortium, Germany
- German Cancer Research Center, Heidelberg, Germany
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt am Main, Germany
| | - Tahmineh Darvishi
- German Cancer Consortium, Germany
- Georg-Speyer-Haus, Institute for Tumor Biology and Experimental Therapy, Frankfurt am Main, Germany
- German Cancer Research Center, Heidelberg, Germany
| | - Johannes Hausmann
- Department of Internal Medicine I, Gastroenterology, Goethe University, Frankfurt am Main, Germany
| | - Henning Urlaub
- Max Planck Institute for Biophysical Chemistry, Göttingen, Germany
- Institute for Clinical Chemistry, University Medical Center Göttingen, Göttingen, Germany
| | - Stefan Zeuzem
- Department of Internal Medicine I, Gastroenterology, Goethe University, Frankfurt am Main, Germany
| | - Hans M Kvasnicka
- Senckenberg Institute of Pathology, Goethe University, Frankfurt am Main, Germany
| | - Thomas Oellerich
- German Cancer Consortium, Germany
- German Cancer Research Center, Heidelberg, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt am Main, Germany
| | - Henner F Farin
- German Cancer Consortium, Germany
- Georg-Speyer-Haus, Institute for Tumor Biology and Experimental Therapy, Frankfurt am Main, Germany
- German Cancer Research Center, Heidelberg, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt am Main, Germany
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