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Henriet E, Knutsdottir H, Grasset EM, Dunworth M, Haynes M, Bader JS, Ewald AJ. Triple negative breast tumors contain heterogeneous cancer cells expressing distinct KRAS-dependent collective and disseminative invasion programs. Oncogene 2023; 42:737-747. [PMID: 36604566 PMCID: PMC10760065 DOI: 10.1038/s41388-022-02586-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 06/10/2022] [Revised: 12/13/2022] [Accepted: 12/19/2022] [Indexed: 01/06/2023]
Abstract
Inter-patient and intra-tumoral heterogeneity complicate the identification of predictive biomarkers and effective treatments for basal triple negative breast cancer (b-TNBC). Invasion is the initiating event in metastasis and can occur by both collective and single-cell mechanisms. We cultured primary organoids from a b-TNBC genetically engineered mouse model in 3D collagen gels to characterize their invasive behavior. We observed that organoids from the same tumor presented different phenotypes that we classified as non-invasive, collective and disseminative. To identify molecular regulators driving these invasive phenotypes, we developed a workflow to isolate individual organoids from the collagen gels based on invasive morphology and perform RNA sequencing. We next tested the requirement of differentially regulated genes for invasion using shRNA knock-down. Strikingly, KRAS was required for both collective and disseminative phenotypes. We then performed a drug screen targeting signaling nodes upstream and downstream of KRAS. We found that inhibition of EGFR, MAPK/ERK, or PI3K/AKT signaling reduced invasion. Of these, ERK inhibition was striking for its ability to potently inhibit collective invasion and dissemination. We conclude that different cancer cells in the same b-TNBC tumor can express different metastatic molecular programs and identified KRAS and ERK as essential regulators of collective and single cell dissemination.
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Affiliation(s)
- Elodie Henriet
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Hildur Knutsdottir
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Eloise M Grasset
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Matthew Dunworth
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Meagan Haynes
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Joel S Bader
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, 21205, USA
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Andrew J Ewald
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA.
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, 21205, USA.
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA.
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Torrino S, Grasset EM, Audebert S, Belhadj I, Lacoux C, Haynes M, Pisano S, Abélanet S, Brau F, Chan SY, Mari B, Oldham WM, Ewald AJ, Bertero T. Mechano-induced cell metabolism promotes microtubule glutamylation to force metastasis. Cell Metab 2021; 33:1342-1357.e10. [PMID: 34102109 DOI: 10.1016/j.cmet.2021.05.009] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 03/31/2021] [Accepted: 05/07/2021] [Indexed: 01/11/2023]
Abstract
Mechanical signals from the tumor microenvironment modulate cell mechanics and influence cell metabolism to promote cancer aggressiveness. Cells withstand external forces by adjusting the stiffness of their cytoskeleton. Microtubules (MTs) act as compression-bearing elements. Yet how cancer cells regulate MT dynamic in response to the locally constrained environment has remained unclear. Using breast cancer as a model of a disease in which mechanical signaling promotes disease progression, we show that matrix stiffening rewires glutamine metabolism to promote MT glutamylation and force MT stabilization, thereby promoting cell invasion. Pharmacologic inhibition of glutamine metabolism decreased MT glutamylation and affected their mechanical stabilization. Similarly, decreased MT glutamylation by overexpressing tubulin mutants lacking glutamylation site(s) decreased MT stability, thereby hampering cancer aggressiveness in vitro and in vivo. Together, our results decipher part of the enigmatic tubulin code that coordinates the fine-tunable properties of MT and link cell metabolism to MT dynamics and cancer aggressiveness.
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Affiliation(s)
| | - Eloise M Grasset
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Stephane Audebert
- Aix-Marseille Univ, INSERM, CNRS, Institut Paoli-Calmettes, CRCM, Marseille, France
| | - Ilyes Belhadj
- Université Côte d'Azur, CNRS, IPMC, Valbonne, France
| | | | - Meagan Haynes
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sabrina Pisano
- Université Côte d'Azur, CNRS, INSERM, IRCAN, Nice, France
| | | | - Frederic Brau
- Université Côte d'Azur, CNRS, IPMC, Valbonne, France
| | - Stephen Y Chan
- Center for Pulmonary Vascular Biology and Medicine, Pittsburgh Heart, Lung, Blood, and Vascular Medicine Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Bernard Mari
- Université Côte d'Azur, CNRS, IPMC, Valbonne, France
| | - William M Oldham
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Andrew J Ewald
- Department of Cell Biology, Center for Cell Dynamics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Carrieri FA, Connis N, Grasset EM, Chan IS, Luidy-Imada E, Lam C, Wang H, Ewald AJ, Marchionni L, Hann CL, Tran PT. Abstract 3926: Establishment of patient-derived organoids as ex vivo tool to characterize the molecular mechanisms of SCLC chemo-radiation resistance. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-3926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Small cell lung cancer (SCLC) is the most aggressive form of lung malignancies and accounts for 15-20% of all lung cancers. It has the tendency to metastasize early, thus limited-stage SCLC patients receive systemic chemo-radiotherapy (XRT) treatments. SCLC is exceptionally sensitive to XRT and exhibits high response rates; however, the recurrence rate is almost 100% and patients relapse with tumors that resist further chemotherapy. Clearly, elucidating the mechanisms of chemo-radiation resistance in SCLC will contribute to understanding how SCLC resists further treatments, to develop improved therapies and positively impact patient outcomes. Significant limitations for SCLC therapeutic development have been the lack of germane reliable and tractable model systems. Recent advances in establishing 3D organotypic culture have shown that this model can preserve the majority of pathways, key genes, histology and behavior of in situ tumors. Furthermore, patient-derived organoids (PDO) represent a powerful preclinical model that enable real-time cellular and molecular analysis of patient-derived xenograft (PDX) behavior ex vivo. Here, we present a novel patient-derived cancer organoid model to study the molecular underpinnings of XRT resistance in SCLC. Classic and variant SCLC PDX tumor tissues were isolated from mice and mechanically dissociated. Derived organoids were cultured in basal organoid medium. PDOs have been characterized using the SCLC molecular subtype classification reported in literature. RNA for transcriptomic analyses has been obtained to further characterize gene expression profiles of primary PDXs and PDOs, and to reconstruct gene regulatory network associated with XRT resistance. A SCLC PDX served as in vivo system to characterize the response to chemo-radiation resistance. Briefly, PDX tumor bearing mice were treated with: 1) vehicle control; 2) Cisplatin 5mg/kg on d1 plus Etoposide 8mg/kg on d1-2 (EP); 3) Radiotherapy 3Gy x1 on d3 (RT); and 4) both EP/RT. Whole transcriptome profiling among all treatments arms reveals molecular pathways and biological processes associated with XRT resistance. Also, by comparing our data with two previous SCLC patient cohort studies, we identified ideal candidates for functional analyses. SCLC XRT resistance candidate genes will be tested by either treating PDOs with small molecule inhibitors or by cDNA/shRNA lentiviral infection. To assess changes in chemo-radiation sensitivity, chemo-radiation protocols have been established and immunofluorescence staining for Ki67, γH2AX and cleaved caspase 3 served as markers for proliferation, DNA damage and apoptosis, respectively. Although further in-depth characterization is required, we aim to utilize our novel SCLC PDO model as a tool to identify candidate biomarkers to be used for developing therapy responses and translational research.
Citation Format: Francesca A. Carrieri, Nick Connis, Eloise M. Grasset, Isaac S. Chan, Eddie Luidy-Imada, Christine Lam, Hailun Wang, Andrew J. Ewald, Luigi Marchionni, Christine L. Hann, Phuoc T. Tran. Establishment of patient-derived organoids as ex vivo tool to characterize the molecular mechanisms of SCLC chemo-radiation resistance [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 3926.
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Padmanaban V, Grasset EM, Neumann NM, Fraser AK, Henriet E, Matsui W, Tran PT, Cheung KJ, Georgess D, Ewald AJ. Organotypic culture assays for murine and human primary and metastatic-site tumors. Nat Protoc 2020; 15:2413-2442. [PMID: 32690957 PMCID: PMC8202162 DOI: 10.1038/s41596-020-0335-3] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [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: 06/25/2019] [Accepted: 04/16/2020] [Indexed: 01/20/2023]
Abstract
Cancer invasion and metastasis are challenging to study in vivo since they occur deep inside the body over extended time periods. Organotypic 3D culture of fresh tumor tissue enables convenient real-time imaging, genetic and microenvironmental manipulation and molecular analysis. Here, we provide detailed protocols to isolate and culture heterogenous organoids from murine and human primary and metastatic site tumors. The time required to isolate organoids can vary based on the tissue and organ type but typically takes <7 h. We describe a suite of assays that model specific aspects of metastasis, including proliferation, survival, invasion, dissemination and colony formation. We also specify comprehensive protocols for downstream applications of organotypic cultures that will allow users to (i) test the role of specific genes in regulating various cellular processes, (ii) distinguish the contributions of several microenvironmental factors and (iii) test the effects of novel therapeutics.
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Affiliation(s)
- Veena Padmanaban
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Eloise M. Grasset
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Neil M. Neumann
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Andrew K. Fraser
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Elodie Henriet
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA
| | - William Matsui
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Phuoc T. Tran
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland.,Department of Radiation Oncology and Molecular Radiation Sciences, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Kevin J. Cheung
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA,Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Dan Georgess
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA,Department of Natural Sciences, School of Arts & Sciences, Lebanese American University, Beirut, Lebanon
| | - Andrew J. Ewald
- Department of Cell Biology, Center for Cell Dynamics, School of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA,Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland.,Author for Correspondence: Andrew J. Ewald, 855 N. Wolfe Street, Rangos 452, Baltimore, MD 21205, Tel: 410-614-9288,
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Grasset EM, Bertero T, Bozec A, Friard J, Bourget I, Pisano S, Lecacheur M, Maiel M, Bailleux C, Emelyanov A, Ilie M, Hofman P, Meneguzzi G, Duranton C, Bulavin DV, Gaggioli C. Matrix Stiffening and EGFR Cooperate to Promote the Collective Invasion of Cancer Cells. Cancer Res 2018; 78:5229-5242. [DOI: 10.1158/0008-5472.can-18-0601] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Revised: 05/23/2018] [Accepted: 07/10/2018] [Indexed: 11/16/2022]
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