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Cannet F, Sequera C, Veloso PM, El Kaoutari A, Methia M, Richelme S, Kaya M, Cherni A, Dupont M, Borg JP, Morel C, Boursier Y, Maina F. Tracing specificity of immune landscape remodeling associated with distinct anticancer treatments. iScience 2025; 28:112071. [PMID: 40124507 PMCID: PMC11930375 DOI: 10.1016/j.isci.2025.112071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2024] [Revised: 07/18/2024] [Accepted: 02/10/2025] [Indexed: 03/25/2025] Open
Abstract
Immune cells within the tumor microenvironment impact cancer progression, resistance, response to treatments. Despite remarkable outcomes for some cancer patients, immunotherapies remain unsatisfactory for others. Here, we designed an experimental setting using the Alb-R26 Met "inside-out" mouse model, faithfully recapitulating molecular features of liver cancer patients, to explore the effects of distinct anticancer targeted therapies on the tumor immune landscape. Using two treatments in clinical trials for different cancer types, Decitabine and MEK+BCL-XL blockage, we show their capability to trigger tumor regression in Alb-R26 Met mice and to superimpose distinct profiles of immune cell types and immune-checkpoints, impacting immunotherapy response. A machine learning approach processing tumor imaging and immune profile data identified a putative signature predicting tumor treatment response in mice and patients. Outcomes exemplify how the tumor immune microenvironment is differentially reshaped by distinct anticancer agents and highlight the importance of measuring its modulation during treatment to optimize oncotherapy and immunotherapy combinations.
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Affiliation(s)
- Floriane Cannet
- Aix Marseille Univ, CNRS/IN2P3, CPPM, 13009 Marseille, France
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, 13009 Marseille, France
| | - Célia Sequera
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, 13009 Marseille, France
| | - Paula Michea Veloso
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
| | - Abdessamad El Kaoutari
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
| | - Melissa Methia
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
| | - Sylvie Richelme
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, 13009 Marseille, France
| | - Muge Kaya
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
| | - Afef Cherni
- Aix Marseille Univ, CNRS/IN2P3, CPPM, 13009 Marseille, France
| | - Mathieu Dupont
- Aix Marseille Univ, CNRS/IN2P3, CPPM, 13009 Marseille, France
| | - Jean-Paul Borg
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
- Institut Universitaire de France, Paris, France
| | - Christian Morel
- Aix Marseille Univ, CNRS/IN2P3, CPPM, 13009 Marseille, France
| | | | - Flavio Maina
- Aix Marseille Univ, CNRS, Inserm, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), 13009 Marseille, France
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, 13009 Marseille, France
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2
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Sequera C, Grattarola M, Holczbauer A, Dono R, Pizzimenti S, Barrera G, Wangensteen KJ, Maina F. MYC and MET cooperatively drive hepatocellular carcinoma with distinct molecular traits and vulnerabilities. Cell Death Dis 2022; 13:994. [PMID: 36433941 PMCID: PMC9700715 DOI: 10.1038/s41419-022-05411-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 11/05/2022] [Accepted: 11/07/2022] [Indexed: 11/27/2022]
Abstract
Enhanced activation of the transcription factor MYC and of the receptor tyrosine kinase MET are among the events frequently occurring in hepatocellular carcinoma (HCC). Both genes individually act as drivers of liver cancer initiation and progression. However, their concomitant alteration in HCC has not been explored, nor functionally documented. Here, we analysed databases of five independent human HCC cohorts and found a subset of patients with high levels of MYC and MET (MYChigh/METhigh) characterised by poor prognosis. This clinical observation drove us to explore the functionality of MYC and MET co-occurrence in vivo, combining hydrodynamic tail vein injection for MYC expression in the R26stopMet genetic setting, in which wild-type MET levels are enhanced following the genetic deletion of a stop cassette. Results showed that increased MYC and MET expression in hepatocytes is sufficient to induce liver tumorigenesis even in the absence of pre-existing injuries associated with a chronic disease state. Intriguingly, ectopic MYC in MET tumours increases expression of the Mki67 proliferation marker, and switches them into loss of Afp, Spp1, Gpc3, Epcam accompanied by an increase in Hgma1, Vim, and Hep-Par1 levels. We additionally found a switch in the expression of specific immune checkpoints, with an increase in the Ctla-4 and Lag3 lymphocyte co-inhibitory responses, and in the Icosl co-stimulatory responses of tumour cells. We provide in vitro evidence on the vulnerability of some human HCC cell lines to combined MYC and MET targeting, which are otherwise resistant to single inhibition. Mechanistically, combined blockage of MYC and MET converts a partial cytostatic effect, triggered by individual blockage of MYC or MET, into a cytotoxic effect. Together, these findings highlight a subgroup of HCC characterised by MYChigh/METhigh, and document functional cooperativity between MYC and MET in liver tumorigenesis. Thus, the MYC-R26Met model is a relevant setting for HCC biology, patient classification and treatment.
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Affiliation(s)
- Celia Sequera
- grid.462081.90000 0004 0598 4854Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, Parc Scientifique de Luminy, Marseille, France
| | - Margherita Grattarola
- grid.462081.90000 0004 0598 4854Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, Parc Scientifique de Luminy, Marseille, France ,grid.7605.40000 0001 2336 6580Department of Clinical and Biological Science, University of Turin, 10125 Turin, Italy
| | - Agnes Holczbauer
- grid.66875.3a0000 0004 0459 167XDivision of Gastroenterology, Department of Medicine, Mayo Clinic, Rochester, NY USA
| | - Rosanna Dono
- grid.462081.90000 0004 0598 4854Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, Parc Scientifique de Luminy, Marseille, France
| | - Stefania Pizzimenti
- grid.7605.40000 0001 2336 6580Department of Clinical and Biological Science, University of Turin, 10125 Turin, Italy
| | - Giuseppina Barrera
- grid.7605.40000 0001 2336 6580Department of Clinical and Biological Science, University of Turin, 10125 Turin, Italy
| | - Kirk J. Wangensteen
- grid.66875.3a0000 0004 0459 167XDivision of Gastroenterology, Department of Medicine, Mayo Clinic, Rochester, NY USA
| | - Flavio Maina
- grid.462081.90000 0004 0598 4854Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, Parc Scientifique de Luminy, Marseille, France
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3
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Rada P, Lamballe F, Carceller-López E, Hitos AB, Sequera C, Maina F, Valverde ÁM. Enhanced Wild-Type MET Receptor Levels in Mouse Hepatocytes Attenuates Insulin-Mediated Signaling. Cells 2022; 11:cells11050793. [PMID: 35269415 PMCID: PMC8909847 DOI: 10.3390/cells11050793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2021] [Revised: 02/16/2022] [Accepted: 02/22/2022] [Indexed: 11/26/2022] Open
Abstract
Compelling evidence points to the MET receptor tyrosine kinase as a key player during liver development and regeneration. Recently, a role of MET in the pathophysiology of insulin resistance and obesity is emerging. Herein, we aimed to determine whether MET regulates hepatic insulin sensitivity. To achieve this, mice in which the expression of wild-type MET in hepatocytes is slightly enhanced above endogenous levels (Alb-R26Met mice) were analyzed to document glucose homeostasis, energy balance, and insulin signaling in hepatocytes. We found that Alb-R26Met mice exhibited higher body weight and food intake when compared to R26stopMet control mice. Metabolic analyses revealed that Alb-R26Met mice presented age-related glucose and pyruvate intolerance in comparison to R26stopMet controls. Additionally, in Alb-R26Met mice, high MET levels decreased insulin-induced insulin receptor (IR) and AKT phosphorylation compared to control mice. These results were corroborated in vitro by analyzing IR and AKT phosphorylation in primary mouse hepatocytes from Alb-R26Met and R26stopMet mice upon insulin stimulation. Moreover, co-immunoprecipitation assays revealed MET-IR interaction under both basal and insulin stimulation conditions; this effect was enhanced in Alb-R26Met hepatocytes. Altogether, our results indicate that enhanced MET levels alter hepatic glucose homeostasis, which can be an early event for subsequent liver pathologies.
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Affiliation(s)
- Patricia Rada
- Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain; (E.C.-L.); (A.B.H.)
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), 28029 Madrid, Spain
- Correspondence: (P.R.); (F.M.); (Á.M.V.)
| | - Fabienne Lamballe
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, Parc Scientifique de Luminy, 13009 Marseille, France; (F.L.); (C.S.)
| | - Elena Carceller-López
- Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain; (E.C.-L.); (A.B.H.)
| | - Ana B. Hitos
- Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain; (E.C.-L.); (A.B.H.)
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), 28029 Madrid, Spain
| | - Celia Sequera
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, Parc Scientifique de Luminy, 13009 Marseille, France; (F.L.); (C.S.)
| | - Flavio Maina
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Turing Center for Living Systems, Parc Scientifique de Luminy, 13009 Marseille, France; (F.L.); (C.S.)
- Correspondence: (P.R.); (F.M.); (Á.M.V.)
| | - Ángela M. Valverde
- Instituto de Investigaciones Biomédicas Alberto Sols, CSIC-UAM, 28029 Madrid, Spain; (E.C.-L.); (A.B.H.)
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), 28029 Madrid, Spain
- Correspondence: (P.R.); (F.M.); (Á.M.V.)
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4
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Helmbacher F. Astrocyte-intrinsic and -extrinsic Fat1 activities regulate astrocyte development and angiogenesis in the retina. Development 2022; 149:274046. [PMID: 35050341 DOI: 10.1242/dev.192047] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 12/13/2021] [Indexed: 01/25/2023]
Abstract
Angiogenesis is a stepwise process leading to blood vessel formation. In the vertebrate retina, endothelial cells are guided by astrocytes migrating along the inner surface, and the two processes are coupled by a tightly regulated cross-talks between the two cell types. Here, I have investigated how the FAT1 cadherin, a regulator of tissue morphogenesis that governs tissue cross-talk, influences retinal vascular development. Late-onset Fat1 inactivation in the neural lineage in mice, by interfering with astrocyte progenitor migration polarity and maturation, delayed postnatal retinal angiogenesis, leading to persistent vascular abnormalities in adult retinas. Impaired astrocyte migration and polarity were not associated with alterations of retinal ganglion cell axonal trajectories or of the inner limiting membrane. In contrast, inducible Fat1 ablation in postnatal astrocytes was sufficient to alter their migration polarity and proliferation. Altogether, this study uncovers astrocyte-intrinsic and -extrinsic Fat1 activities that influence astrocyte migration polarity, proliferation and maturation, disruption of which impacts retinal vascular development and maintenance.
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Affiliation(s)
- Françoise Helmbacher
- Aix Marseille Univ, CNRS, IBDM UMR 7288, Parc Scientifique de Luminy, Case 907, 13288 Marseille, France
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5
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Diaz RE, Taylor-Diaz EA, Trainor PA, Diogo R, Molnar JL. Comparative development of limb musculature in phylogenetically and ecologically divergent lizards. Dev Dyn 2021; 251:1576-1612. [PMID: 34927301 DOI: 10.1002/dvdy.447] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Revised: 12/15/2021] [Accepted: 12/16/2021] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Squamate reptiles (lizards, snakes, and amphisbaenians) exhibit incredible diversity in their locomotion, behavior, morphology, and ecological breadth. Although they often are used as models of locomotor diversity, surprisingly little attention has been given to muscle development in squamate reptiles. In fact, the most detailed examination was conducted almost 80 years ago and solely focused on the proximal limb regions. Herein, we present forelimb and hindlimb muscle morphogenesis data for three lizard species with different locomotion and feeding strategies: the desert grassland whiptail lizard, the central bearded dragon, and the veiled chameleon. This study fills critical gaps in our understanding of muscle morphogenesis in squamate reptiles and presents a comparative and temporospatial analysis of muscle development. RESULTS Our results reveal a conserved pattern of early muscle development among lizards with different adult morphologies and ecologies. The variations that exist are concentrated in distal regions, particularly the specialized autopodia of chameleons, where differentiation of muscles associated with the digits is delayed. CONCLUSIONS The chameleon autopod provides an example of major evolutionary modifications to the skeleton with only minor disruption of the conserved order and pattern of limb muscle development. This robustness of muscle patterning facilitates the evolution of extreme yet functional phenotypes.
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Affiliation(s)
- Raul E Diaz
- Department of Biological Sciences, California State University, Los Angeles, California, USA.,Department of Herpetology, Natural History Museum of Los Angeles County, Los Angeles, California, USA
| | - Elizabeth A Taylor-Diaz
- Department of Biological Sciences, California State University, Los Angeles, California, USA
| | - Paul A Trainor
- Investigator, Stowers Institute for Medical Research, Kansas City, Missouri, USA.,Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City, Kansas, USA
| | - Rui Diogo
- Department of Anatomy, Howard University College of Medicine, Washington, District of Columbia, USA
| | - Julia L Molnar
- Department of Anatomy, New York Institute of Technology, College of Osteopathic Medicine, Old Westbury, New York, USA
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Kh SD, Keshan B. Larval feeding status regulates the transcript levels of genes encoding PTTH and allatoregulatory peptides in silkworm Bombyx mori. INSECT SCIENCE 2021; 28:680-691. [PMID: 32401387 DOI: 10.1111/1744-7917.12802] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2019] [Revised: 04/17/2020] [Accepted: 05/06/2020] [Indexed: 06/11/2023]
Abstract
In Bombyx mori, two dorsolateral neurosecretory cells (NSCs) in each of the two brain lobes have been identified as prothoracicotropic hormone (PTTH) producing cells. This neuropeptide in insects stimulates the prothoracic gland for the synthesis and release of ecdysone, responsible for the molting events. Allatotropin (AT) and allatostatin (AST) are allatoregulatory neuropeptides that regulate juvenile hormone biosynthesis. Here, by using RT-qPCR, we showed that in B. mori, nutritional stress modulates the mRNA expression of AT and AST-C (allatostain type C) in the central nervous system consisting of the brain lobes and all the associated ganglia. Using whole-mount in situ hybridization, we showed that the feeding status of Bombyx larvae also influences the expression of PTTH in the NSCs of the brain. Food deprivation significantly decreased the mRNA expression levels of PTTH in larvae at active or terminal growth period. Further, we showed that insulin modulates the expression level of PTTH. However, its action was dependent on the feeding status of the larvae. At feeding, the insulin decreased the PTTH expression level, while at food deprivation, the insulin increased the PTTH expression level. The data thus indicates that larval feeding status plays an important role in altering the mRNA expression levels of allatoregulatory peptide genes and PTTH.
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Affiliation(s)
- Sanathoibi D Kh
- Department of Zoology, North-Eastern Hill University, Shillong, Meghalaya, India
| | - Bela Keshan
- Department of Zoology, North-Eastern Hill University, Shillong, Meghalaya, India
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7
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Arechederra M, Bazai SK, Abdouni A, Sequera C, Mead TJ, Richelme S, Daian F, Audebert S, Dono R, Lozano A, Gregoire D, Hibner U, Allende DS, Apte SS, Maina F. ADAMTSL5 is an epigenetically activated gene underlying tumorigenesis and drug resistance in hepatocellular carcinoma. J Hepatol 2021; 74:893-906. [PMID: 33197513 DOI: 10.1016/j.jhep.2020.11.008] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 10/29/2020] [Accepted: 11/02/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND & AIMS The tumour microenvironment shapes tumour growth through cellular communications that include both direct interactions and secreted factors. The aim of this study was to characterize the impact of the secreted glycoprotein ADAMTSL5, whose role in cancer has not been previously investigated, on hepatocellular carcinoma (HCC). METHODS ADAMTSL5 methylation status was evaluated through bisulfite sequencing, and publicly available data analysis. ADAMTSL5 RNA and protein expression were assessed in mouse models and HCC patient samples and compared to data from published datasets. Functional studies, including association of ADAMTSL5 depletion with responsiveness to clinically relevant drugs, were performed in cellular and in vivo models. Molecular alterations associated with ADAMTSL5 targeting were determined using proteomics, biochemistry, and reverse-transcription quantitative PCR. RESULTS Methylome analysis revealed hypermethylated gene body CpG islands at the ADAMTSL5 locus in both mouse and human HCC, correlating with higher ADAMTSL5 expression. ADAMTSL5 targeting interfered with tumorigenic properties of HCC cells in vitro and in vivo, whereas ADAMTSL5 overexpression conferred tumorigenicity to pre-tumoural hepatocytes sensitized to transformation by a modest level of MET receptor expression. Mechanistically, ADAMTSL5 abrogation led to a reduction of several oncogenic inputs relevant to HCC, including reduced expression and/or phosphorylation levels of receptor tyrosine kinases MET, EGFR, PDGFRβ, IGF1Rβ, or FGFR4. This phenotype was associated with significantly increased sensitivity of HCC cells to clinically relevant drugs, namely sorafenib, lenvatinib, and regorafenib. Moreover, ADAMTSL5 depletion drastically increased expression of AXL, accompanied by a sensitization to bemcentinib. CONCLUSIONS Our results point to a role for ADAMTSL5 in maintaining the function of key oncogenic signalling pathways, suggesting that it may act as a master regulator of tumorigenicity and drug resistance in HCC. LAY SUMMARY The environment of cancer cells has profound effects on establishment, progression, and response of a tumour to treatment. Herein, we show that ADAMTSL5, a protein secreted by liver cancer cells and overlooked in cancer so far, is increased in this tumour type, is necessary for tumour formation and supports drug resistance. Adamtsl5 removal conferred sensitivity of liver cancer cells to drugs used in current treatment. This suggests ADAMTSL5 as a potential marker in liver cancer as well as a possible drug target.
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Affiliation(s)
- Maria Arechederra
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France
| | - Sehrish K Bazai
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France
| | - Ahmed Abdouni
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France
| | - Celia Sequera
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France
| | - Timothy J Mead
- Department of Biomedical Engineering, Cleveland Clinic Lerner Research Institute, Cleveland, OH, 44195, USA
| | - Sylvie Richelme
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France
| | - Fabrice Daian
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France
| | - Stéphane Audebert
- Aix-Marseille Univ, CRCM, Marseille Proteomics, INSERM, CNRS, Institut Paoli-Calmettes, Marseille, France
| | - Rosanna Dono
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France
| | - Anthony Lozano
- Institut de Génétique Moléculaire de Montpellier, Univ Montpellier, CNRS, Montpellier, France
| | - Damien Gregoire
- Institut de Génétique Moléculaire de Montpellier, Univ Montpellier, CNRS, Montpellier, France
| | - Urszula Hibner
- Institut de Génétique Moléculaire de Montpellier, Univ Montpellier, CNRS, Montpellier, France
| | - Daniela S Allende
- Pathology Department, Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Suneel S Apte
- Department of Biomedical Engineering, Cleveland Clinic Lerner Research Institute, Cleveland, OH, 44195, USA
| | - Flavio Maina
- Aix-Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), UMR7288, Parc Scientifique de Luminy, Marseille, France.
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Lamballe F, Ahmad F, Vinik Y, Castellanet O, Daian F, Müller A, Köhler UA, Bailly A, Josselin E, Castellano R, Cayrou C, Charafe‐Jauffret E, Mills GB, Géli V, Borg J, Lev S, Maina F. Modeling Heterogeneity of Triple-Negative Breast Cancer Uncovers a Novel Combinatorial Treatment Overcoming Primary Drug Resistance. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2021; 8:2003049. [PMID: 33552868 PMCID: PMC7856896 DOI: 10.1002/advs.202003049] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 10/12/2020] [Indexed: 05/03/2023]
Abstract
Triple-negative breast cancer (TNBC) is a highly aggressive breast cancer subtype characterized by a remarkable molecular heterogeneity. Currently, there are no effective druggable targets and advanced preclinical models of the human disease. Here, a unique mouse model (MMTV-R26Met mice) of mammary tumors driven by a subtle increase in the expression of the wild-type MET receptor is generated. MMTV-R26Met mice develop spontaneous, exclusive TNBC tumors, recapitulating primary resistance to treatment of patients. Proteomic profiling of MMTV-R26Met tumors and machine learning approach show that the model faithfully recapitulates intertumoral heterogeneity of human TNBC. Further signaling network analysis highlights potential druggable targets, of which cotargeting of WEE1 and BCL-XL synergistically kills TNBC cells and efficiently induces tumor regression. Mechanistically, BCL-XL inhibition exacerbates the dependency of TNBC cells on WEE1 function, leading to Histone H3 and phosphoS33RPA32 upregulation, RRM2 downregulation, cell cycle perturbation, mitotic catastrophe, and apoptosis. This study introduces a unique, powerful mouse model for studying TNBC formation and evolution, its heterogeneity, and for identifying efficient therapeutic targets.
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Affiliation(s)
- Fabienne Lamballe
- Aix Marseille UnivCNRSDevelopmental Biology Institute of Marseille (IBDM)Turing Center for Living SystemsParc Scientifique de LuminyMarseille13009France
| | - Fahmida Ahmad
- Aix Marseille UnivCNRSDevelopmental Biology Institute of Marseille (IBDM)Turing Center for Living SystemsParc Scientifique de LuminyMarseille13009France
| | - Yaron Vinik
- Department of Molecular Cell BiologyWeizmann Institute of ScienceRehovot76100Israel
| | - Olivier Castellanet
- Aix Marseille UnivCNRSDevelopmental Biology Institute of Marseille (IBDM)Turing Center for Living SystemsParc Scientifique de LuminyMarseille13009France
| | - Fabrice Daian
- Aix Marseille UnivCNRSDevelopmental Biology Institute of Marseille (IBDM)Turing Center for Living SystemsParc Scientifique de LuminyMarseille13009France
| | | | - Ulrike A. Köhler
- Department of Molecular Cell BiologyWeizmann Institute of ScienceRehovot76100Israel
| | - Anne‐Laure Bailly
- Aix Marseille UnivCentre de Recherche en Cancérologie de Marseille (CRCM)Equipes labellisées Ligue ‘Cell polarity, cell signaling and cancer’ and ‘Telomere and Chromatin’InsermCNRSInstitut Paoli‐CalmettesMarseille13009France
| | - Emmanuelle Josselin
- Aix Marseille UnivInsermCNRSInstitut Paoli‐CalmettesCRCMTrGET PlatformMarseille13009France
| | - Rémy Castellano
- Aix Marseille UnivInsermCNRSInstitut Paoli‐CalmettesCRCMTrGET PlatformMarseille13009France
| | - Christelle Cayrou
- Aix Marseille UnivCentre de Recherche en Cancérologie de Marseille (CRCM)Equipes labellisées Ligue ‘Cell polarity, cell signaling and cancer’ and ‘Telomere and Chromatin’InsermCNRSInstitut Paoli‐CalmettesMarseille13009France
| | - Emmanuelle Charafe‐Jauffret
- Aix Marseille UnivInsermCNRSInstitut Paoli‐CalmettesCRCMExperimental Histo‐Pathology PlatformMarseille13009France
| | | | - Vincent Géli
- Aix Marseille UnivCentre de Recherche en Cancérologie de Marseille (CRCM)Equipes labellisées Ligue ‘Cell polarity, cell signaling and cancer’ and ‘Telomere and Chromatin’InsermCNRSInstitut Paoli‐CalmettesMarseille13009France
| | - Jean‐Paul Borg
- Aix Marseille UnivCentre de Recherche en Cancérologie de Marseille (CRCM)Equipes labellisées Ligue ‘Cell polarity, cell signaling and cancer’ and ‘Telomere and Chromatin’InsermCNRSInstitut Paoli‐CalmettesMarseille13009France
- Institut Universitaire de France (IUF)1 rue DescartesParis75231France
| | - Sima Lev
- Department of Molecular Cell BiologyWeizmann Institute of ScienceRehovot76100Israel
| | - Flavio Maina
- Aix Marseille UnivCNRSDevelopmental Biology Institute of Marseille (IBDM)Turing Center for Living SystemsParc Scientifique de LuminyMarseille13009France
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C3G Is Upregulated in Hepatocarcinoma, Contributing to Tumor Growth and Progression and to HGF/MET Pathway Activation. Cancers (Basel) 2020; 12:cancers12082282. [PMID: 32823931 PMCID: PMC7463771 DOI: 10.3390/cancers12082282] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 08/11/2020] [Accepted: 08/12/2020] [Indexed: 12/28/2022] Open
Abstract
The complexity of hepatocellular carcinoma (HCC) challenges the identification of disease-relevant signals. C3G, a guanine nucleotide exchange factor for Rap and other Ras proteins, plays a dual role in cancer acting as either a tumor suppressor or promoter depending on tumor type and stage. The potential relevance of C3G upregulation in HCC patients suggested by database analysis remains unknown. We have explored C3G function in HCC and the underlying mechanisms using public patient data and in vitro and in vivo human and mouse HCC models. We found that C3G is highly expressed in progenitor cells and neonatal hepatocytes, whilst being down-regulated in adult hepatocytes and re-expressed in human HCC patients, mouse HCC models and HCC cell lines. Moreover, high C3G mRNA levels correlate with tumor progression and a lower patient survival rate. C3G expression appears to be tightly modulated within the HCC program, influencing distinct cell biological properties. Hence, high C3G expression levels are necessary for cell tumorigenic properties, as illustrated by reduced colony formation in anchorage-dependent and -independent growth assays induced by permanent C3G silencing using shRNAs. Additionally, we demonstrate that C3G down-regulation interferes with primary HCC tumor formation in xenograft assays, increasing apoptosis and decreasing proliferation. In vitro assays also revealed that C3G down-regulation enhances the pro-migratory, invasive and metastatic properties of HCC cells through an epithelial-mesenchymal switch that favors the acquisition of a more mesenchymal phenotype. Consistently, a low C3G expression in HCC cells correlates with lung metastasis formation in mice. However, the subsequent restoration of C3G levels is associated with metastatic growth. Mechanistically, C3G down-regulation severely impairs HGF/MET signaling activation in HCC cells. Collectively, our results indicate that C3G is a key player in HCC. C3G promotes tumor growth and progression, and the modulation of its levels is essential to ensure distinct biological features of HCC cells throughout the oncogenic program. Furthermore, C3G requirement for HGF/MET signaling full activation provides mechanistic data on how it works, pointing out the relevance of assessing whether high C3G levels could identify HCC responders to MET inhibitors.
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10
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Helmbacher F, Stricker S. Tissue cross talks governing limb muscle development and regeneration. Semin Cell Dev Biol 2020; 104:14-30. [PMID: 32517852 DOI: 10.1016/j.semcdb.2020.05.005] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2020] [Revised: 05/07/2020] [Accepted: 05/08/2020] [Indexed: 12/14/2022]
Abstract
For decades, limb development has been a paradigm of three-dimensional patterning. Moreover, as the limb muscles and the other tissues of the limb's musculoskeletal system arise from distinct developmental sources, it has been a prime example of integrative morphogenesis and cross-tissue communication. As the limbs grow, all components of the musculoskeletal system (muscles, tendons, connective tissue, nerves) coordinate their growth and differentiation, ultimately giving rise to a functional unit capable of executing elaborate movement. While the molecular mechanisms governing global three-dimensional patterning and formation of the skeletal structures of the limbs has been a matter of intense research, patterning of the soft tissues is less understood. Here, we review the development of limb muscles with an emphasis on their interaction with other tissue types and the instructive roles these tissues play. Furthermore, we discuss the role of adult correlates of these embryonic accessory tissues in muscle regeneration.
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Affiliation(s)
| | - Sigmar Stricker
- Institute of Chemistry and Biochemistry, Freie Universität Berlin, 14195, Berlin, Germany.
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11
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Tracking Dynamics of Spontaneous Tumors in Mice Using Photon-Counting Computed Tomography. iScience 2019; 21:68-83. [PMID: 31655257 PMCID: PMC6820243 DOI: 10.1016/j.isci.2019.10.015] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Revised: 09/30/2019] [Accepted: 10/02/2019] [Indexed: 12/20/2022] Open
Abstract
Computed tomography is a powerful medical imaging modality for longitudinal studies in cancer to follow neoplasia progression and evaluate anticancer therapies. Here, we report the generation of a photon-counting micro-computed tomography (PC-CT) method based on hybrid pixel detectors with enhanced sensitivity and precision of tumor imaging. We then applied PC-CT for longitudinal imaging in a clinically relevant liver cancer model, the Alb-R26Met mice, and found a remarkable heterogeneity in the dynamics for tumors at the initiation phases. Instead, the growth curve of evolving tumors exhibited a comparable exponential growth, with a constant doubling time. Furthermore, longitudinal PC-CT imaging in mice treated with a combination of MEK and BCL-XL inhibitors revealed a drastic tumor regression accompanied by a striking remodeling of macrophages in the tumor microenvironment. Thus, PC-CT is a powerful system to detect cancer initiation and progression, and to monitor its evolution during treatment. Development of photon-counting micro-computed tomography (PC-CT) with hybrid pixels PC-CT allows longitudinal imaging of tumor dynamics in mouse cancer models RTK-driven tumors are heterogeneous at onset, but grow steadily during progression MEK + BCL-XL targeting leads to tumor regression and microenvironment remodeling
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12
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Evaluating the landscape of gene cooperativity with receptor tyrosine kinases in liver tumorigenesis using transposon-mediated mutagenesis. J Hepatol 2019; 70:470-482. [PMID: 30529386 DOI: 10.1016/j.jhep.2018.11.027] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Revised: 11/20/2018] [Accepted: 11/25/2018] [Indexed: 12/12/2022]
Abstract
BACKGROUND & AIMS The variety of alterations found in hepatocellular carcinoma (HCC) makes the identification of functionally relevant genes and their combinatorial actions in tumorigenesis challenging. Deregulation of receptor tyrosine kinases (RTKs) is frequent in HCC, yet little is known about the molecular events that cooperate with RTKs and whether these cooperative events play an active role at the root of liver tumorigenesis. METHODS A forward genetic screen was performed using Sleeping Beauty transposon insertional mutagenesis to accelerate liver tumour formation in a genetic context in which subtly increased MET RTK levels predispose mice to tumorigenesis. Systematic sequencing of tumours identified common transposon insertion sites, thus uncovering putative RTK cooperators for liver cancer. Bioinformatic analyses were applied to transposon outcomes and human HCC datasets. In vitro and in vivo (through xenografts) functional screens were performed to assess the relevance of distinct cooperative modes to the tumorigenic properties conferred by RTKs. RESULTS We identified 275 genes, most of which are altered in patients with HCC. Unexpectedly, these genes are not restricted to a small set of pathway/cellular processes, but cover a large spectrum of cellular functions, including signalling, metabolism, chromatin remodelling, mRNA degradation, proteasome, ubiquitination, cell cycle regulation, and chromatid segregation. We validated 15 tumour suppressor candidates, as shRNA-mediated targeting confers tumorigenicity to RTK-sensitized cells, but not to cells with basal RTK levels. This demonstrates that the context of enhanced RTK levels is essential for their action in tumour initiation. CONCLUSION Our study identifies unanticipated genetic interactions underlying gene cooperativity with RTKs in HCC. Moreover, these results show how subtly increased levels of wild-type RTKs provide a tumour permissive cellular environment allowing a large spectrum of deregulated mechanisms to initiate liver cancer. LAY SUMMARY Receptor tyrosine kinases (RTKs) are among signals frequently deregulated in patients with hepatocellular carcinoma and their deregulation confers essential biological properties to cancer cells. We have applied a genetic method to randomly mutate large numbers of genes in the context of a mouse model with increased RTK levels, predisposed to develop liver cancer. We identified mechanisms that accelerate tumour formation in cooperation with enhanced RTK levels. The wide array of cellular functions among these cooperators illustrates an extraordinary capability of RTKs to render the liver more vulnerable to additional alterations, by priming cells for tumour initiation.
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13
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Arechederra M, Daian F, Yim A, Bazai SK, Richelme S, Dono R, Saurin AJ, Habermann BH, Maina F. Hypermethylation of gene body CpG islands predicts high dosage of functional oncogenes in liver cancer. Nat Commun 2018; 9:3164. [PMID: 30089774 PMCID: PMC6082886 DOI: 10.1038/s41467-018-05550-5] [Citation(s) in RCA: 134] [Impact Index Per Article: 19.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2017] [Accepted: 07/10/2018] [Indexed: 02/07/2023] Open
Abstract
Epigenetic modifications such as aberrant DNA methylation reshape the gene expression repertoire in cancer. Here, we used a clinically relevant hepatocellular carcinoma (HCC) mouse model (Alb-R26Met) to explore the impact of DNA methylation on transcriptional switches associated with tumorigenesis. We identified a striking enrichment in genes simultaneously hypermethylated in CpG islands (CGIs) and overexpressed. These hypermethylated CGIs are located either in the 5′-UTR or in the gene body region. Remarkably, such CGI hypermethylation accompanied by gene upregulation also occurs in 56% of HCC patients, which belong to the “HCC proliferative-progenitor” subclass. Most of the genes upregulated and with hypermethylated CGIs in the Alb-R26Met HCC model undergo the same change in a large proportion of HCC patients. Among reprogrammed genes, several are well-known oncogenes. For others not previously linked to cancer, we demonstrate here their action together as an “oncogene module”. Thus, hypermethylation of gene body CGIs is predictive of elevated oncogene levels in cancer, offering a novel stratification strategy and perspectives to normalise cancer gene dosages. Changes in the DNA methylation status are commonly observed in cancer but their impact on cancer development is unclear. Here, combining DNA methylation and expression profiles from a murine model of hepatocellular carcinoma with those from human samples, the authors report an epigenetic reprogramming process ensuring increased dosage of an “oncogene module”.
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Affiliation(s)
- Maria Arechederra
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France
| | - Fabrice Daian
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France
| | - Annie Yim
- Computational Biology Group, Max Planck Institute of Biochemistry, 82152, Martinsried, Germany
| | - Sehrish K Bazai
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France
| | - Sylvie Richelme
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France
| | - Rosanna Dono
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France
| | - Andrew J Saurin
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France
| | - Bianca H Habermann
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France
| | - Flavio Maina
- Aix Marseille Univ, CNRS, Developmental Biology Institute of Marseille (IBDM), Parc Scientifique de Luminy, Aix Marseille Univ, 13009, Marseille, France.
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14
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Helmbacher F. Tissue-specific activities of the Fat1 cadherin cooperate to control neuromuscular morphogenesis. PLoS Biol 2018; 16:e2004734. [PMID: 29768404 PMCID: PMC5973635 DOI: 10.1371/journal.pbio.2004734] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 05/29/2018] [Accepted: 04/13/2018] [Indexed: 12/12/2022] Open
Abstract
Muscle morphogenesis is tightly coupled with that of motor neurons (MNs). Both MNs and muscle progenitors simultaneously explore the surrounding tissues while exchanging reciprocal signals to tune their behaviors. We previously identified the Fat1 cadherin as a regulator of muscle morphogenesis and showed that it is required in the myogenic lineage to control the polarity of progenitor migration. To expand our knowledge on how Fat1 exerts its tissue-morphogenesis regulator activity, we dissected its functions by tissue-specific genetic ablation. An emblematic example of muscle under such morphogenetic control is the cutaneous maximus (CM) muscle, a flat subcutaneous muscle in which progenitor migration is physically separated from the process of myogenic differentiation but tightly associated with elongating axons of its partner MNs. Here, we show that constitutive Fat1 disruption interferes with expansion and differentiation of the CM muscle, with its motor innervation and with specification of its associated MN pool. Fat1 is expressed in muscle progenitors, in associated mesenchymal cells, and in MN subsets, including the CM-innervating pool. We identify mesenchyme-derived connective tissue (CT) as a cell type in which Fat1 activity is required for the non-cell-autonomous control of CM muscle progenitor spreading, myogenic differentiation, motor innervation, and for motor pool specification. In parallel, Fat1 is required in MNs to promote their axonal growth and specification, indirectly influencing muscle progenitor progression. These results illustrate how Fat1 coordinates the coupling of muscular and neuronal morphogenesis by playing distinct but complementary actions in several cell types.
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15
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Peacock JD, Pridgeon MG, Tovar EA, Essenburg CJ, Bowman M, Madaj Z, Koeman J, Boguslawski EA, Grit J, Dodd RD, Khachaturov V, Cardona DM, Chen M, Kirsch DG, Maina F, Dono R, Winn ME, Graveel CR, Steensma MR. Genomic Status of MET Potentiates Sensitivity to MET and MEK Inhibition in NF1-Related Malignant Peripheral Nerve Sheath Tumors. Cancer Res 2018; 78:3672-3687. [PMID: 29720369 DOI: 10.1158/0008-5472.can-17-3167] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Revised: 02/08/2018] [Accepted: 04/24/2018] [Indexed: 02/06/2023]
Abstract
Malignant peripheral nerve sheath tumors (MPNST) are highly resistant sarcomas that occur in up to 13% of individuals with neurofibromatosis type I (NF1). Genomic analysis of longitudinally collected tumor samples in a case of MPNST disease progression revealed early hemizygous microdeletions in NF1 and TP53, with progressive amplifications of MET, HGF, and EGFR To examine the role of MET in MPNST progression, we developed mice with enhanced MET expression and Nf1 ablation (Nf1fl/ko;lox-stop-loxMETtg/+;Plp-creERTtg/+ ; referred to as NF1-MET). NF1-MET mice express a robust MPNST phenotype in the absence of additional mutations. A comparison of NF1-MET MPNSTs with MPNSTs derived from Nf1ko/+;p53R172H;Plp-creERTtg/+ (NF1-P53) and Nf1ko/+;Plp-creERTtg/+ (NF1) mice revealed unique Met, Ras, and PI3K signaling patterns. NF1-MET MPNSTs were uniformly sensitive to the highly selective MET inhibitor, capmatinib, whereas a heterogeneous response to MET inhibition was observed in NF1-P53 and NF1 MPNSTs. Combination therapy of capmatinib and the MEK inhibitor trametinib resulted in reduced response variability, enhanced suppression of tumor growth, and suppressed RAS/ERK and PI3K/AKT signaling. These results highlight the influence of concurrent genomic alterations on RAS effector signaling and therapy response to tyrosine kinase inhibitors. Moreover, these findings expand our current understanding of the role of MET signaling in MPNST progression and identify a potential therapeutic niche for NF1-related MPNSTs.Significance: Longitudinal genomic analysis reveals a positive selection for MET and HGF copy number gain early in malignant peripheral nerve sheath tumor progression. Cancer Res; 78(13); 3672-87. ©2018 AACR.
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Affiliation(s)
- Jacqueline D Peacock
- Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, Michigan.,College of Health Professions, Ferris State University, Big Rapids, Michigan
| | - Matthew G Pridgeon
- Spectrum Health System, Helen DeVos Children's Hospital, Grand Rapids, Michigan
| | - Elizabeth A Tovar
- Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, Michigan
| | - Curt J Essenburg
- Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, Michigan
| | - Megan Bowman
- Bioinformatics and Biostatistics Core, Van Andel Research Institute, Grand Rapids, Michigan
| | - Zachary Madaj
- Bioinformatics and Biostatistics Core, Van Andel Research Institute, Grand Rapids, Michigan
| | - Julie Koeman
- Genomics Core, Van Andel Research Institute, Grand Rapids, Michigan
| | - Elissa A Boguslawski
- Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, Michigan
| | - Jamie Grit
- Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, Michigan
| | - Rebecca D Dodd
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina
| | - Vadim Khachaturov
- Spectrum Health System, Helen DeVos Children's Hospital, Grand Rapids, Michigan
| | - Diana M Cardona
- Department of Pathology, Duke University Medical Center, Durham, North Carolina
| | - Mark Chen
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina
| | - David G Kirsch
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina.,Department Pharmacology and Cancer Biology, Duke University Medical Center, Durham, North Carolina
| | - Flavio Maina
- Aix-Marseille Univ, CNRS, IBDM, Marseille, France
| | - Rosanna Dono
- Aix-Marseille Univ, CNRS, IBDM, Marseille, France
| | - Mary E Winn
- Bioinformatics and Biostatistics Core, Van Andel Research Institute, Grand Rapids, Michigan
| | - Carrie R Graveel
- Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, Michigan
| | - Matthew R Steensma
- Center for Cancer and Cell Biology, Van Andel Research Institute, Grand Rapids, Michigan. .,Spectrum Health System, Helen DeVos Children's Hospital, Grand Rapids, Michigan.,Michigan State University College of Human Medicine, Grand Rapids, Michigan
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16
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Dobrzycki T, Krecsmarik M, Bonkhofer F, Patient R, Monteiro R. An optimised pipeline for parallel image-based quantification of gene expression and genotyping after in situ hybridisation. Biol Open 2018. [PMID: 29535102 PMCID: PMC5936060 DOI: 10.1242/bio.031096] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Advances in genome engineering have resulted in the generation of numerous zebrafish mutant lines. A commonly used method to assess gene expression in the mutants is in situ hybridisation (ISH). Because the embryos can be distinguished by genotype after ISH, comparing gene expression between wild-type and mutant siblings can be done blinded and in parallel. Such experimental design reduces the technical variation between samples and minimises the risk of bias. This approach, however, requires an efficient method of genomic DNA extraction from post-ISH fixed zebrafish samples to ascribe phenotype to genotype. Here we describe a method to obtain PCR-quality DNA from 95-100% of zebrafish embryos, suitable for genotyping after ISH. In addition, we provide an image analysis protocol for quantifying gene expression of ISH-probed embryos, adaptable for the analysis of different expression patterns. Finally, we show that intensity-based image analysis enables accurate representation of the variability of gene expression detected by ISH and that it can complement quantitative methods like qRT-PCR. By combining genotyping after ISH and computer-based image analysis, we have established a high-confidence, unbiased methodology to assign gene expression levels to specific genotypes, and applied it to the analysis of molecular phenotypes of newly generated lmo4a mutants. Summary: Our optimised protocol to genotype zebrafish mutant embryos after in situ hybridisation and digitally quantify the in situ signal will help to standardise existing experimental designs and methods of analysis.
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Affiliation(s)
- Tomasz Dobrzycki
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK
| | - Monika Krecsmarik
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK.,BHF Centre of Research Excellence, Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK
| | - Florian Bonkhofer
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK
| | - Roger Patient
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK.,BHF Centre of Research Excellence, Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK
| | - Rui Monteiro
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK .,BHF Centre of Research Excellence, Weatherall Institute of Molecular Medicine, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DS, UK
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17
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Fan Y, Arechederra M, Richelme S, Daian F, Novello C, Calderaro J, Di Tommaso L, Morcrette G, Rebouissou S, Donadon M, Morenghi E, Zucman-Rossi J, Roncalli M, Dono R, Maina F. A phosphokinome-based screen uncovers new drug synergies for cancer driven by liver-specific gain of nononcogenic receptor tyrosine kinases. Hepatology 2017; 66:1644-1661. [PMID: 28586114 DOI: 10.1002/hep.29304] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2016] [Revised: 05/24/2017] [Accepted: 06/02/2017] [Indexed: 12/14/2022]
Abstract
UNLABELLED Genetic mutations leading to oncogenic variants of receptor tyrosine kinases (RTKs) are frequent events during tumorigenesis; however, the cellular vulnerability to nononcogenic RTK fluctuations has not been characterized. Here, we demonstrated genetically that in the liver subtle increases in wild-type Met RTK levels are sufficient for spontaneous tumors in mice (Alb-R26Met ), conceptually illustrating how the shift from physiological to pathological conditions results from slight perturbations in signaling dosage. By analyzing 96 different genes in a panel of tumor samples, we demonstrated that liver tumorigenesis modeled by Alb-R26Met mice corresponds to a subset of hepatocellular carcinoma (HCC) patients, thus establishing the clinical relevance of this HCC mouse model. We elucidated the regulatory networks underlying tumorigenesis by combining a phosphokinome screen with bioinformatics analysis. We then used the signaling diversity results obtained from Alb-R26Met HCC versus control livers to design an "educated guess" drug screen, which led to the identification of new, deleterious synthetic lethal interactions. In particular, we report synergistic effects of mitogen-activated protein kinase kinase, ribosomal S6 kinase, and cyclin-dependent kinase 1/2 in combination with Bcl-XL inhibition on a panel of liver cancer cells. Focusing on mitogen-activated protein kinase kinase and Bcl-XL targeting, we mechanistically demonstrated concomitant down-regulation of phosphorylated extracellular signal-regulated kinase and myeloid cell leukemia 1 levels. Of note, a phosphorylated extracellular signal-regulated kinase+/BCL-XL+ /myeloid cell leukemia 1+ signature, deregulated in Alb-R26Met tumors, characterizes a subgroup of HCC patients with poor prognosis. CONCLUSION Our genetic studies highlight the heightened vulnerability of liver cells to subtle changes in nononcogenic RTK levels, allowing them to acquire a molecular profile that facilitates the full tumorigenic program; furthermore, our outcomes uncover new synthetic lethal interactions as potential therapies for a cluster of HCC patients. (Hepatology 2017;66:1644-1661).
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Affiliation(s)
- Yannan Fan
- Aix Marseille Univ., CNRS, Institute of Developmental Biology of Marseille, Parc Scientifique de Luminy, Marseille, France
| | - Maria Arechederra
- Aix Marseille Univ., CNRS, Institute of Developmental Biology of Marseille, Parc Scientifique de Luminy, Marseille, France
| | - Sylvie Richelme
- Aix Marseille Univ., CNRS, Institute of Developmental Biology of Marseille, Parc Scientifique de Luminy, Marseille, France
| | - Fabrice Daian
- Aix Marseille Univ., CNRS, Institute of Developmental Biology of Marseille, Parc Scientifique de Luminy, Marseille, France
| | - Chiara Novello
- Pathology Unit, Humanitas Clinical and Research Center, and Department of Biomedical Sciences, Humanitas University, Rozzano, Milan, Italy
| | - Julien Calderaro
- Département de Pathologie, APHP, Groupe Hospitalier Henri Mondor.,INSERM U955, Team 18, Institut Mondor de Recherche Biomédicale, Créteil, France
| | - Luca Di Tommaso
- Pathology Unit, Humanitas Clinical and Research Center, and Department of Biomedical Sciences, Humanitas University, Rozzano, Milan, Italy
| | - Guillaume Morcrette
- Institut National de la Santé et de la Recherche Médicale (INSERM), UMR674, Génomique Fonctionnelle des Tumeurs Solides, Institut Universitaire d'Hematologie, Paris, France
| | - Sandra Rebouissou
- Institut National de la Santé et de la Recherche Médicale (INSERM), UMR674, Génomique Fonctionnelle des Tumeurs Solides, Institut Universitaire d'Hematologie, Paris, France
| | - Matteo Donadon
- Hepatobiliary and General Surgery, Humanitas Clinical and Research Center, Rozzano, Milan, Italy
| | - Emanuela Morenghi
- Biostatistics Unit, Humanitas Clinical and Research Center, Rozzano, Milan, Italy
| | - Jessica Zucman-Rossi
- Institut National de la Santé et de la Recherche Médicale (INSERM), UMR674, Génomique Fonctionnelle des Tumeurs Solides, Institut Universitaire d'Hematologie, Paris, France
| | - Massimo Roncalli
- Pathology Unit, Humanitas Clinical and Research Center, and Department of Biomedical Sciences, Humanitas University, Rozzano, Milan, Italy
| | - Rosanna Dono
- Aix Marseille Univ., CNRS, Institute of Developmental Biology of Marseille, Parc Scientifique de Luminy, Marseille, France
| | - Flavio Maina
- Aix Marseille Univ., CNRS, Institute of Developmental Biology of Marseille, Parc Scientifique de Luminy, Marseille, France
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18
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Wen B, Yuan H, Liu X, Wang H, Chen S, Chen Z, de The H, Zhou J, Zhu J. GATA5 SUMOylation is indispensable for zebrafish cardiac development. Biochim Biophys Acta Gen Subj 2017; 1861:1691-1701. [PMID: 28285006 DOI: 10.1016/j.bbagen.2017.03.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2016] [Revised: 01/07/2017] [Accepted: 03/07/2017] [Indexed: 12/15/2022]
Abstract
BACKGROUND SUMOylation is a critical regulatory protein modification in eukaryotic cells and plays a pivotal role in cardiac development and disease. Several cardiac transcription factors are modified by SUMO, but little is known about the impact of SUMOylation on their function during cardiac development. METHODS We used a zebrafish model to address the impact of SUMOylation on GATA5, an essential transcription factor in zebrafish cardiac development. GATA5 SUMOylation was probed by western blot, the subcellular localization and transcriptional activity of GATA5 mutants were examined by immunostaining and luciferase reporter assay. The in vivo function of GATA5 SUMOylation was evaluated by gata5 mutants mRNA microinjection and in situ hybridization in gata5 morphants and ubc9 mutants. RESULTS Firstly, we identified GATA5 as a SUMO substrate, and lysine 324 (K324) and lysine 360 (K360) as two major modification sites. Conversion of lysine to arginine at these two sites did not affect subcellular localization, but did affect the transcriptional activity of GATA5. Secondly, in vivo experiments demonstrated that the wild type (WT) and K324R mutant of gata5 could rescue impaired cardiac precursor differentiation, while the K360R mutant of gata5 drastically lost this potency in gata5 morphant. Furthermore, in SUMOylation-deficient ubc9 mutants, the abnormal expression pattern displayed by the early markers of cardiac development (nkx2.5 and mef2cb) could be restored using a sumo-gata5 fusion, but not with a WT gata5. CONCLUSION GATA5 SUMOylation is indispensable for early zebrafish cardiac development. GENERAL SIGNIFICANCE Our studies highlight the potential importance of transcription factor SUMOylation in cardiac development.
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Affiliation(s)
- Bin Wen
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hao Yuan
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaohui Liu
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haihong Wang
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Saijuan Chen
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Zhu Chen
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hugues de The
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Université de Paris 7/INSERM/CNRS UMR 944/7212, Equipe Labellisée No. 11 Ligue Nationale Contre le Cancer, Hôpital St. Louis, Paris, France
| | - Jun Zhou
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Jun Zhu
- CNRS-LIA Hematology and Cancer, Sino-French Research Center for Life Sciences and Genomics, State Key Laboratory of Medical Genomics, Rui-Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Université de Paris 7/INSERM/CNRS UMR 944/7212, Equipe Labellisée No. 11 Ligue Nationale Contre le Cancer, Hôpital St. Louis, Paris, France.
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