1
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Hosseini M, Voisin V, Chegini A, Varesi A, Cathelin S, Ayyathan DM, Liu AC, Yang Y, Wang V, Maher A, Grignano E, Reisz JA, D’Alessandro A, Young K, Wu Y, Fiumara M, Ferrari S, Naldini L, Gaiti F, Pai S, Schimmer AD, Bader GD, Dick JE, Xie SZ, Trowbridge JJ, Chan SM. Metformin reduces the clonal fitness of Dnmt3aR878H hematopoietic stem and progenitor cells by reversing their aberrant metabolic and epigenetic state. Res Sq 2024:rs.3.rs-3874821. [PMID: 38405837 PMCID: PMC10889081 DOI: 10.21203/rs.3.rs-3874821/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Clonal hematopoiesis (CH) arises when a hematopoietic stem cell (HSC) acquires a mutation that confers a competitive advantage over wild-type (WT) HSCs, resulting in its clonal expansion. Individuals with CH are at an increased risk of developing hematologic neoplasms and a range of age-related inflammatory illnesses1-3. Therapeutic interventions that suppress the expansion of mutant HSCs have the potential to prevent these CH-related illnesses; however, such interventions have not yet been identified. The most common CH driver mutations are in the DNA methyltransferase 3 alpha (DNMT3A) gene with arginine 882 (R882) being a mutation hotspot. Here we show that murine hematopoietic stem and progenitor cells (HSPCs) carrying the Dnmt3aR878H/+ mutation, which is equivalent to human DNMT3AR882H/+, have increased mitochondrial respiration compared with WT cells and are dependent on this metabolic reprogramming for their competitive advantage. Importantly, treatment with metformin, an oral anti-diabetic drug with inhibitory activity against complex I in the electron transport chain (ETC), reduced the fitness of Dnmt3aR878H/+ HSCs. Through a multi-omics approach, we discovered that metformin acts by enhancing the methylation potential in Dnmt3aR878H/+ HSPCs and reversing their aberrant DNA CpG methylation and histone H3K27 trimethylation (H3K27me3) profiles. Metformin also reduced the fitness of human DNMT3AR882H HSPCs generated by prime editing. Our findings provide preclinical rationale for investigating metformin as a preventive intervention against illnesses associated with DNMT3AR882 mutation-driven CH in humans.
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Affiliation(s)
| | - Veronique Voisin
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario, Canada
| | - Ali Chegini
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Angelica Varesi
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | | | | | - Alex C.H. Liu
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Yitong Yang
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Vivian Wang
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Abdula Maher
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Eric Grignano
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Julie A. Reisz
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Angelo D’Alessandro
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Kira Young
- The Jackson Laboratory, Bar Harbor, ME, USA
| | - Yiyan Wu
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Martina Fiumara
- San Raffaele Telethon Institute for Gene Therapy, IRCCS San Raffaele Scientific Institute, Milan, 20132, Italy
- Vita-Salute San Raffaele University, Milan, 20132, Italy
| | - Samuele Ferrari
- San Raffaele Telethon Institute for Gene Therapy, IRCCS San Raffaele Scientific Institute, Milan, 20132, Italy
- Vita-Salute San Raffaele University, Milan, 20132, Italy
| | - Luigi Naldini
- San Raffaele Telethon Institute for Gene Therapy, IRCCS San Raffaele Scientific Institute, Milan, 20132, Italy
- Vita-Salute San Raffaele University, Milan, 20132, Italy
| | - Federico Gaiti
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Shraddha Pai
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Aaron D. Schimmer
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Gary D. Bader
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario, Canada
| | - John E. Dick
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | | | | | - Steven M. Chan
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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2
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Iacobucci I, Zeng AGX, Gao Q, Garcia-Prat L, Baviskar P, Shah S, Murison A, Voisin V, Chan-Seng-Yue M, Cheng C, Qu C, Bailey C, Lear M, Witkowski MT, Zhou X, Peraza AZ, Gangwani K, Advani AS, Luger SM, Litzow MR, Rowe JM, Paietta EM, Stock W, Dick JE, Mullighan CG. SINGLE CELL DISSECTION OF DEVELOPMENTAL ORIGINS AND TRANSCRIPTIONAL HETEROGENEITY IN B-CELL ACUTE LYMPHOBLASTIC LEUKEMIA. bioRxiv 2023:2023.12.04.569954. [PMID: 38106088 PMCID: PMC10723356 DOI: 10.1101/2023.12.04.569954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Sequencing of bulk tumor populations has improved genetic classification and risk assessment of B-ALL, but does not directly examine intratumor heterogeneity or infer leukemia cellular origins. We profiled 89 B-ALL samples by single-cell RNA-seq (scRNA-seq) and compared them to a reference map of normal human B-cell development established using both functional and molecular assays. Intra-sample heterogeneity was driven by cell cycle, metabolism, differentiation, and inflammation transcriptional programs. By inference of B lineage developmental state composition, nearly all samples possessed a high abundance of pro-B cells, with variation between samples mainly driven by sub-populations. However, ZNF384- r and DUX4- r B-ALL showed composition enrichment of hematopoietic stem cells, BCR::ABL1 and KMT2A -r ALL of Early Lymphoid progenitors, MEF2D -r and TCF3::PBX1 of Pre-B cells. Enrichment of Early Lymphoid progenitors correlated with high-risk clinical features. Understanding variation in transcriptional programs and developmental states of B-ALL by scRNA-seq refines existing clinical and genomic classifications and improves prediction of treatment outcome.
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3
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Kozlowski HN, Malekjahani A, Li VYC, Lekuti AA, Perusini S, Bell NG, Voisin V, Pouyabahar D, Pai S, Bader GD, Mubareka S, Gubbay JB, Chan WCW. Genotyping SARS-CoV-2 Variants Using Ratiometric Nucleic Acid Barcode Panels. Anal Chem 2023; 95:5877-5885. [PMID: 37000033 DOI: 10.1021/acs.analchem.2c04630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/01/2023]
Abstract
Designing diagnostic assays to genotype rapidly mutating viruses remains a challenge despite the overall improvements in nucleic acid detection technologies. RT-PCR and next-generation sequencing are unsuitable for genotyping during outbreaks or in point-of-care detection due to their infrastructure requirements and longer turnaround times. We developed a quantum dot barcode multiplexing system to genotype mutated viruses. We designed multiple quantum dot barcodes to target conserved, wildtype, and mutated regions of SARS-CoV-2. We calculated ratios of the signal output from different barcodes that enabled SARS-CoV-2 detection and identified SARS-CoV-2 variant strains from a sample. We detected different sequence types, including conserved genes, nucleotide deletions, and single nucleotide substitutions. Our system detected SARS-CoV-2 patient specimens with 98% sensitivity and 94% specificity across 91 patient samples. Further, we leveraged our barcoding and ratio system to track the emergence of the N501Y SARS-CoV-2 mutation from December 2020 to May 2021 and demonstrated that the more transmissible N501Y mutation started to dominate infections by April 2021. Our barcoding and signal ratio approach can genotype viruses and track the emergence of viral mutations in a single diagnostic test. This technology can be extended to tracking other viruses. Combined with smartphone detection technologies, this assay can be adapted for point-of-care tracking of viral mutations in real time.
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Affiliation(s)
- Hannah N Kozlowski
- Institute of Biomedical Engineering, University of Toronto, Toronto, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
- MD/PhD Program, Temerty Faculty of Medicine, University of Toronto, 1 King's College Circle, Toronto, Ontario M5S 1A8, Canada
| | - Ayden Malekjahani
- Institute of Biomedical Engineering, University of Toronto, Toronto, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
| | - Vanessa Y C Li
- Institute of Biomedical Engineering, University of Toronto, Toronto, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
| | - Ayokunle A Lekuti
- Institute of Biomedical Engineering, University of Toronto, Toronto, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
| | | | - Natalie G Bell
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario M5S 1A1, Canada
- Faculty of Medicine, University of Toronto, Toronto, Ontario M5S 1A1, Canada
- Biological Sciences, Sunnybrook Research Institute, Toronto, Ontario M4N 3M5, Canada
| | - Veronique Voisin
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
| | - Delaram Pouyabahar
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
| | - Shraddha Pai
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
| | - Gary D Bader
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 3E1, Canada
- Department of Computer Science, University of Toronto, Toronto, Ontario M5S 3E1, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
- The Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, Ontario M5G 1X5, Canada
| | - Samira Mubareka
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario M5S 1A1, Canada
- Biological Sciences, Sunnybrook Research Institute, Toronto, Ontario M4N 3M5, Canada
| | - Jonathan B Gubbay
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario M5S 1A1, Canada
- Public Health Ontario, Toronto, Ontario M5G 1V2, Canada
| | - Warren C W Chan
- Institute of Biomedical Engineering, University of Toronto, Toronto, 164 College Street, Toronto, Ontario M5S 3G9, Canada
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S 3E1, Canada
- Department of Chemical Engineering, University of Toronto, 200 College Street, Toronto, Ontario M5S 3E5, Canada
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4
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Itkin T, Houghton S, Schreiner R, Lin Y, Badwe CR, Voisin V, Murison A, Seyedhassantehrani N, Kaufmann KB, Garcia-Prat L, Booth GT, Geng F, Liu Y, Gomez-Salinero JM, Shieh JH, Redmond D, Xiang JZ, Josefowicz SZ, Trapnell C, Spencer JA, Zangi L, Hadland B, Dick JE, Xie SZ, Rafii S. Transcriptional Activation of Regenerative Hematopoiesis via Vascular Niche Sensing. bioRxiv 2023:2023.03.27.534417. [PMID: 37034724 PMCID: PMC10081204 DOI: 10.1101/2023.03.27.534417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Transition between activation and quiescence programs in hematopoietic stem and progenitor cells (HSC/HSPCs) is perceived to be governed intrinsically and by microenvironmental co-adaptation. However, HSC programs dictating both transition and adaptability, remain poorly defined. Single cell multiome analysis divulging differential transcriptional activity between distinct HSPC states, indicated for the exclusive absence of Fli-1 motif from quiescent HSCs. We reveal that Fli-1 activity is essential for HSCs during regenerative hematopoiesis. Fli-1 directs activation programs while manipulating cellular sensory and output machineries, enabling HSPCs co-adoptability with a stimulated vascular niche. During regenerative conditions, Fli-1 presets and enables propagation of niche-derived Notch1 signaling. Constitutively induced Notch1 signaling is sufficient to recuperate functional HSC impairments in the absence of Fli-1. Applying FLI-1 modified-mRNA transduction into lethargic adult human mobilized HSPCs, enables their vigorous niche-mediated expansion along with superior engraftment capacities. Thus, decryption of stem cell activation programs offers valuable insights for immune regenerative medicine.
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5
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Thomas GE, Egan G, García-Prat L, Botham A, Voisin V, Patel PS, Hoff FW, Chin J, Nachmias B, Kaufmann KB, Khan DH, Hurren R, Wang X, Gronda M, MacLean N, O'Brien C, Singh RP, Jones CL, Harding SM, Raught B, Arruda A, Minden MD, Bader GD, Hakem R, Kornblau S, Dick JE, Schimmer AD. The metabolic enzyme hexokinase 2 localizes to the nucleus in AML and normal haematopoietic stem and progenitor cells to maintain stemness. Nat Cell Biol 2022; 24:872-884. [PMID: 35668135 PMCID: PMC9203277 DOI: 10.1038/s41556-022-00925-9] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 04/22/2022] [Indexed: 11/21/2022]
Abstract
Mitochondrial metabolites regulate leukaemic and normal stem cells by affecting epigenetic marks. How mitochondrial enzymes localize to the nucleus to control stem cell function is less understood. We discovered that the mitochondrial metabolic enzyme hexokinase 2 (HK2) localizes to the nucleus in leukaemic and normal haematopoietic stem cells. Overexpression of nuclear HK2 increases leukaemic stem cell properties and decreases differentiation, whereas selective nuclear HK2 knockdown promotes differentiation and decreases stem cell function. Nuclear HK2 localization is phosphorylation-dependent, requires active import and export, and regulates differentiation independently of its enzymatic activity. HK2 interacts with nuclear proteins regulating chromatin openness, increasing chromatin accessibilities at leukaemic stem cell-positive signature and DNA-repair sites. Nuclear HK2 overexpression decreases double-strand breaks and confers chemoresistance, which may contribute to the mechanism by which leukaemic stem cells resist DNA-damaging agents. Thus, we describe a non-canonical mechanism by which mitochondrial enzymes influence stem cell function independently of their metabolic function. Thomas, Egan et al. report that hexokinase 2 localizes to the nucleus of leukaemic and normal haematopoietic cells to maintain stemness by interacting with nuclear proteins and modulating chromatin accessibility independently of its kinase activity.
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Affiliation(s)
- Geethu Emily Thomas
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Grace Egan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Division of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Laura García-Prat
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Aaron Botham
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Veronique Voisin
- Terrence Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Ontario, Canada
| | - Parasvi S Patel
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Fieke W Hoff
- Department of Pediatric Hematology/Oncology, University Medical Center Groningen, Groningen, The Netherlands
| | - Jordan Chin
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Boaz Nachmias
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Kerstin B Kaufmann
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Dilshad H Khan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Rose Hurren
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Xiaoming Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Marcela Gronda
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Neil MacLean
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Cristiana O'Brien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Rashim P Singh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Courtney L Jones
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Shane M Harding
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Brian Raught
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Andrea Arruda
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Gary D Bader
- Terrence Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Ontario, Canada
| | - Razq Hakem
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Steve Kornblau
- Section of Molecular Hematology and Therapy, Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Aaron D Schimmer
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
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6
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Zeng AGX, Bansal S, Jin L, Mitchell A, Chen WC, Abbas HA, Chan-Seng-Yue M, Voisin V, van Galen P, Tierens A, Cheok M, Preudhomme C, Dombret H, Daver N, Futreal PA, Minden MD, Kennedy JA, Wang JCY, Dick JE. A cellular hierarchy framework for understanding heterogeneity and predicting drug response in acute myeloid leukemia. Nat Med 2022; 28:1212-1223. [PMID: 35618837 DOI: 10.1038/s41591-022-01819-x] [Citation(s) in RCA: 80] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 04/07/2022] [Indexed: 02/08/2023]
Abstract
The treatment landscape of acute myeloid leukemia (AML) is evolving, with promising therapies entering clinical translation, yet patient responses remain heterogeneous, and biomarkers for tailoring treatment are lacking. To understand how disease heterogeneity links with therapy response, we determined the leukemia cell hierarchy makeup from bulk transcriptomes of more than 1,000 patients through deconvolution using single-cell reference profiles of leukemia stem, progenitor and mature cell types. Leukemia hierarchy composition was associated with functional, genomic and clinical properties and converged into four overall classes, spanning Primitive, Mature, GMP and Intermediate. Critically, variation in hierarchy composition along the Primitive versus GMP or Primitive versus Mature axes were associated with response to chemotherapy or drug sensitivity profiles of targeted therapies, respectively. A seven-gene biomarker derived from the Primitive versus Mature axis was associated with response to 105 investigational drugs. Cellular hierarchy composition constitutes a novel framework for understanding disease biology and advancing precision medicine in AML.
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Affiliation(s)
- Andy G X Zeng
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Suraj Bansal
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Liqing Jin
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Amanda Mitchell
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Weihsu Claire Chen
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Biologics Discovery, Amgen British Columbia, Burnaby, BC, Canada
| | - Hussein A Abbas
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | | | - Peter van Galen
- Division of Hematology, Brigham and Women's Hospital, Boston, MA, USA.,Department of Medicine, Harvard Medical School, Boston, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Ludwig Center at Harvard, Harvard Medical School, Boston, MA, USA
| | - Anne Tierens
- Laboratory Medicine Program, Hematopathology, University Health Network, Toronto, ON, Canada
| | - Meyling Cheok
- University of Lille, CNRS, Inserm, CHU Lille, UMR9020-U1277 - CANTHER - Cancer Heterogeneity Plasticity and Resistance to Therapies, Lille, France
| | - Claude Preudhomme
- University of Lille, CNRS, Inserm, CHU Lille, UMR9020-U1277 - CANTHER - Cancer Heterogeneity Plasticity and Resistance to Therapies, Lille, France
| | - Hervé Dombret
- Department of Hematology, Hôpital Saint-Louis, Assistance Publique-Hôpitaux de Paris, Université Paris Cité, Paris, France
| | - Naval Daver
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - P Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.,Department of Medicine, University of Toronto, Toronto, ON, Canada.,Division of Medical Oncology and Hematology, University Health Network, Toronto, ON, Canada
| | - James A Kennedy
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Division of Medical Oncology and Hematology, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Jean C Y Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medicine, University of Toronto, Toronto, ON, Canada.,Division of Medical Oncology and Hematology, University Health Network, Toronto, ON, Canada
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada. .,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.
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7
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Krivdova G, Voisin V, Schoof EM, Marhon SA, Murison A, McLeod JL, Gabra MM, Zeng AGX, Aigner S, Yee BA, Shishkin AA, Van Nostrand EL, Hermans KG, Trotman-Grant AC, Mbong N, Kennedy JA, Gan OI, Wagenblast E, De Carvalho DD, Salmena L, Minden MD, Bader GD, Yeo GW, Dick JE, Lechman ER. Identification of the global miR-130a targetome reveals a role for TBL1XR1 in hematopoietic stem cell self-renewal and t(8;21) AML. Cell Rep 2022; 38:110481. [PMID: 35263585 DOI: 10.1016/j.celrep.2022.110481] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 12/03/2021] [Accepted: 02/11/2022] [Indexed: 11/18/2022] Open
Abstract
Gene expression profiling and proteome analysis of normal and malignant hematopoietic stem cells (HSCs) point to shared core stemness properties. However, discordance between mRNA and protein signatures highlights an important role for post-transcriptional regulation by microRNAs (miRNAs) in governing this critical nexus. Here, we identify miR-130a as a regulator of HSC self-renewal and differentiation. Enforced expression of miR-130a impairs B lymphoid differentiation and expands long-term HSCs. Integration of protein mass spectrometry and chimeric AGO2 crosslinking and immunoprecipitation (CLIP) identifies TBL1XR1 as a primary miR-130a target, whose loss of function phenocopies miR-130a overexpression. Moreover, we report that miR-130a is highly expressed in t(8;21) acute myeloid leukemia (AML), where it is critical for maintaining the oncogenic molecular program mediated by the AML1-ETO complex. Our study establishes that identification of the comprehensive miRNA targetome within primary cells enables discovery of genes and molecular networks underpinning stemness properties of normal and leukemic cells.
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Affiliation(s)
- Gabriela Krivdova
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S1A5, Canada
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Erwin M Schoof
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Sajid A Marhon
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Jessica L McLeod
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Martino M Gabra
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Andy G X Zeng
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S1A5, Canada
| | - Stefan Aigner
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Brian A Yee
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Alexander A Shishkin
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Eric L Van Nostrand
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Karin G Hermans
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Program of Developmental & Stem Cell Biology, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, Toronto, ON M5G0A4, Canada
| | - Aaron C Trotman-Grant
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Nathan Mbong
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - James A Kennedy
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Division of Medical Oncology and Hematology, Sunnybrook Health Sciences Centre, Toronto, ON M4N3M5, Canada
| | - Olga I Gan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Elvin Wagenblast
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Daniel D De Carvalho
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Leonardo Salmena
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Gary D Bader
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S1A5, Canada; The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada; Department of Computer Science, University of Toronto, Toronto, ON M5T 3A1, Canada
| | - Gene W Yeo
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S1A5, Canada.
| | - Eric R Lechman
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada.
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8
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Nachmias B, Khan DH, Voisin V, Mer AS, Thomas GE, Segev N, St-Germain J, Hurren R, Gronda M, Botham A, Wang X, Maclean N, Seneviratne AK, Duong N, Xu C, Arruda A, Orouji E, Algouneh A, Hakem R, Shlush L, Minden MD, Raught B, Bader GD, Schimmer AD. IPO11 regulates the nuclear import of BZW1/2 and is necessary for AML cells and stem cells. Leukemia 2022; 36:1283-1295. [PMID: 35152270 PMCID: PMC9061300 DOI: 10.1038/s41375-022-01513-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2021] [Revised: 01/06/2022] [Accepted: 01/26/2022] [Indexed: 12/24/2022]
Abstract
AML cells are arranged in a hierarchy with stem/progenitor cells giving rise to more differentiated bulk cells. Despite the importance of stem/progenitors in the pathogenesis of AML, the determinants of the AML stem/progenitor state are not fully understood. Through a comparison of genes that are significant for growth and viability of AML cells by way of a CRISPR screen, with genes that are differentially expressed in leukemia stem cells (LSC), we identified importin 11 (IPO11) as a novel target in AML. Importin 11 (IPO11) is a member of the importin β family of proteins that mediate transport of proteins across the nuclear membrane. In AML, knockdown of IPO11 decreased growth, reduced engraftment potential of LSC, and induced differentiation. Mechanistically, we identified the transcription factors BZW1 and BZW2 as novel cargo of IPO11. We further show that BZW1/2 mediate a transcriptional signature that promotes stemness and survival of LSC. Thus, we demonstrate for the first time how specific cytoplasmic-nuclear regulation supports stem-like transcriptional signature in relapsed AML.
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9
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Jiang Z, Li H, Schroer SA, Voisin V, Ju Y, Pacal M, Erdmann N, Shi W, Chung PED, Deng T, Chen NJ, Ciavarra G, Datti A, Mak TW, Harrington L, Dick FA, Bader GD, Bremner R, Woo M, Zacksenhaus E. Hypophosphorylated pRb knock-in mice exhibit hallmarks of aging and vitamin C-preventable diabetes. EMBO J 2022; 41:e106825. [PMID: 35023164 PMCID: PMC8844977 DOI: 10.15252/embj.2020106825] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 10/29/2021] [Accepted: 12/08/2021] [Indexed: 12/25/2022] Open
Abstract
Despite extensive analysis of pRB phosphorylation in vitro, how this modification influences development and homeostasis in vivo is unclear. Here, we show that homozygous Rb∆K4 and Rb∆K7 knock‐in mice, in which either four or all seven phosphorylation sites in the C‐terminal region of pRb, respectively, have been abolished by Ser/Thr‐to‐Ala substitutions, undergo normal embryogenesis and early development, notwithstanding suppressed phosphorylation of additional upstream sites. Whereas Rb∆K4 mice exhibit telomere attrition but no other abnormalities, Rb∆K7 mice are smaller and display additional hallmarks of premature aging including infertility, kyphosis, and diabetes, indicating an accumulative effect of blocking pRb phosphorylation. Diabetes in Rb∆K7 mice is insulin‐sensitive and associated with failure of quiescent pancreatic β‐cells to re‐enter the cell cycle in response to mitogens, resulting in induction of DNA damage response (DDR), senescence‐associated secretory phenotype (SASP), and reduced pancreatic islet mass and circulating insulin level. Pre‐treatment with the epigenetic regulator vitamin C reduces DDR, increases cell cycle re‐entry, improves islet morphology, and attenuates diabetes. These results have direct implications for cell cycle regulation, CDK‐inhibitor therapeutics, diabetes, and longevity.
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Affiliation(s)
- Zhe Jiang
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
| | - Huiqin Li
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
| | - Stephanie A Schroer
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
| | - Veronique Voisin
- The Donnelly Centre, Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - YoungJun Ju
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
| | - Marek Pacal
- Lunenfeld Tanenbaum Research Institute - Sinai Health System, Mount Sinai Hospital, Department of Ophthalmology and Vision Science, University of Toronto, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Natalie Erdmann
- Campbell Family Institute for Breast Cancer Research, Princess Margaret Hospital, Toronto, ON, Canada
| | - Wei Shi
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
| | - Philip E D Chung
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Tao Deng
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada
| | - Nien-Jung Chen
- Campbell Family Institute for Breast Cancer Research, Princess Margaret Hospital, Toronto, ON, Canada
| | - Giovanni Ciavarra
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Alessandro Datti
- Department of Agriculture, Food, and Environmental Sciences, University of Perugia, Perugia, Italy.,Network Biology Collaborative Centre, SMART Laboratory for High-Throughput Screening Programs, Mount Sinai Hospital, Toronto, ON, Canada
| | - Tak W Mak
- Campbell Family Institute for Breast Cancer Research, Princess Margaret Hospital, Toronto, ON, Canada
| | - Lea Harrington
- Department of Medicine, Institute for Research in Immunology and Cancer, University of Montreal, Montreal, QC, Canada
| | - Frederick A Dick
- Department of Biochemistry, Western University, London, ON, Canada
| | - Gary D Bader
- The Donnelly Centre, Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Rod Bremner
- Lunenfeld Tanenbaum Research Institute - Sinai Health System, Mount Sinai Hospital, Department of Ophthalmology and Vision Science, University of Toronto, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Minna Woo
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada.,Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Eldad Zacksenhaus
- Max Bell Research Centre, Toronto General Research Institute, University Health Network, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.,Department of Medicine, University of Toronto, Toronto, ON, Canada
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10
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Vanner RJ, Dobson SM, Gan OI, McLeod J, Schoof EM, Grandal I, Wintersinger JA, Garcia-Prat L, Hosseini M, Xie SZ, Jin L, Mbong N, Voisin V, Chan-Seng-Yue M, Kennedy JA, Waanders E, Morris Q, Porse B, Chan SM, Guidos CJ, Danska JS, Minden MD, Mullighan CG, Dick JE. Multiomic Profiling of Central Nervous System Leukemia Identifies mRNA Translation as a Therapeutic Target. Blood Cancer Discov 2022; 3:16-31. [PMID: 35019858 PMCID: PMC9783958 DOI: 10.1158/2643-3230.bcd-20-0216] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [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: 12/03/2020] [Revised: 06/29/2021] [Accepted: 09/20/2021] [Indexed: 11/16/2022] Open
Abstract
Central nervous system (CNS) dissemination of B-precursor acute lymphoblastic leukemia (B-ALL) has poor prognosis and remains a therapeutic challenge. Here we performed targeted DNA sequencing as well as transcriptional and proteomic profiling of paired leukemia-infiltrating cells in the bone marrow (BM) and CNS of xenografts. Genes governing mRNA translation were upregulated in CNS leukemia, and subclonal genetic profiling confirmed this in both BM-concordant and BM-discordant CNS mutational populations. CNS leukemia cells were exquisitely sensitive to the translation inhibitor omacetaxine mepesuccinate, which reduced xenograft leptomeningeal disease burden. Proteomics demonstrated greater abundance of secreted proteins in CNS-infiltrating cells, including complement component 3 (C3), and drug targeting of C3 influenced CNS disease in xenografts. CNS-infiltrating cells also exhibited selection for stemness traits and metabolic reprogramming. Overall, our study identifies targeting of mRNA translation as a potential therapeutic approach for B-ALL leptomeningeal disease. SIGNIFICANCE: Cancer metastases are often driven by distinct subclones with unique biological properties. Here we show that in B-ALL CNS disease, the leptomeningeal environment selects for cells with unique functional dependencies. Pharmacologic inhibition of mRNA translation signaling treats CNS disease and offers a new therapeutic approach for this condition.This article is highlighted in the In This Issue feature, p. 1.
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Affiliation(s)
- Robert J Vanner
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie M Dobson
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Olga I Gan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Jessica McLeod
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | | | - Ildiko Grandal
- Genetics and Genome Biology, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Jeff A Wintersinger
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada
| | - Laura Garcia-Prat
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mohsen Hosseini
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Stephanie Z Xie
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Liqing Jin
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Nathan Mbong
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Veronique Voisin
- Terrence Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | | | - James A Kennedy
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Esmé Waanders
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
- Department of Genetics, University Medical Center, Utrecht, the Netherlands
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Quaid Morris
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Genetics and Genome Biology, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada
- Terrence Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Vector Institute, Toronto, Ontario, Canada
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Bo Porse
- The Finsen Laboratory, Rigshospitalet, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
- Danish Stem Cell Centre (DanStem), University of Copenhagen, Copenhagen, Denmark
| | - Steven M Chan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Cynthia J Guidos
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Jayne S Danska
- Genetics and Genome Biology, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Charles G Mullighan
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
- Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
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11
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Subedi A, Liu Q, Ayyathan DM, Sharon D, Cathelin S, Hosseini M, Xu C, Voisin V, Bader GD, D'Alessandro A, Lechman ER, Dick JE, Minden MD, Wang JCY, Chan SM. Nicotinamide phosphoribosyltransferase inhibitors selectively induce apoptosis of AML stem cells by disrupting lipid homeostasis. Cell Stem Cell 2021; 28:1851-1867.e8. [PMID: 34293334 DOI: 10.1016/j.stem.2021.06.004] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 05/05/2021] [Accepted: 06/22/2021] [Indexed: 12/29/2022]
Abstract
Current treatments for acute myeloid leukemia (AML) are often ineffective in eliminating leukemic stem cells (LSCs), which perpetuate the disease. Here, we performed a metabolic drug screen to identify LSC-specific vulnerabilities and found that nicotinamide phosphoribosyltransferase (NAMPT) inhibitors selectively killed LSCs, while sparing normal hematopoietic stem and progenitor cells. Treatment with KPT-9274, a NAMPT inhibitor, suppressed the conversion of saturated fatty acids to monounsaturated fatty acids, a reaction catalyzed by the stearoyl-CoA desaturase (SCD) enzyme, resulting in apoptosis of AML cells. Transcriptomic analysis of LSCs treated with KPT-9274 revealed an upregulation of sterol regulatory-element binding protein (SREBP)-regulated genes, including SCD, which conferred partial protection against NAMPT inhibitors. Inhibition of SREBP signaling with dipyridamole enhanced the cytotoxicity of KPT-9274 on LSCs in vivo. Our work demonstrates that altered lipid homeostasis plays a key role in NAMPT inhibitor-induced apoptosis and identifies NAMPT inhibition as a therapeutic strategy for targeting LSCs in AML.
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Affiliation(s)
- Amit Subedi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Qiang Liu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Dhanoop M Ayyathan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - David Sharon
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Severine Cathelin
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mohsen Hosseini
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Changjiang Xu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON, Canada
| | - Veronique Voisin
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON, Canada
| | - Gary D Bader
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON, Canada
| | - Angelo D'Alessandro
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, Aurora, CO, USA
| | - Eric R Lechman
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medicine, University of Toronto, ON, Canada; Division of Medical Oncology and Hematology, Department of Medicine, University Health Network, Toronto, ON, Canada
| | - Jean C Y Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medicine, University of Toronto, ON, Canada; Division of Medical Oncology and Hematology, Department of Medicine, University Health Network, Toronto, ON, Canada
| | - Steven M Chan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medicine, University of Toronto, ON, Canada; Division of Medical Oncology and Hematology, Department of Medicine, University Health Network, Toronto, ON, Canada.
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12
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Egan G, Thomas G, Patel P, Voisin V, Hurren R, MacLean N, Hakem R, Schimmer AD. Abstract 3098: Leukemia stem cells demonstrate enhanced DNA damage repair and chemoresistance in AML. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-3098] [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
Leukemia stem cells demonstrate enhanced DNA damage repair and chemoresistance in AML
Relapse of acute myeloid leukemia (AML) is common and the main cause of mortality in this disease. Leukemia stem cells (LSCs) contribute to relapse however the mechanisms underpinning chemoresistance are not well understood. Here, we explored the DNA damage response in AML LSCs to investigate if enhanced DNA repair contributes to relapse and chemoresistance.
We discovered that expression of DNA repair pathway genes were up-regulated in functionally defined LSC vs bulk AML cells (n= 227, accession number GSE76008), NES = 1.74, FDR = 0.057, and undifferentiated (n= 7) vs committed AML samples (n = 4, Princess Margaret Cancer Centre cohort), NES = 2.041, FDR = 0.000. Next, we investigated the expression of DNA damage repair genes and response to DNA damage in FACs sorted stem and bulk fractions of 8227 cells. 8227 cells are low passage primary AML cells that maintain a hierarchical organization with functionally defined stem cells in the CD34+CD38- fraction. Compared to bulk cells, the stem cell fraction of 8227 cells had increased expression of genes associated with DNA repair through homologous recombination (RAD51, XRCC2, XRCC3) and non-homologous end joining (XRCC4, XRCC5, PRKDC). Sorted 8227 cells were treated with daunorubicin, an intercalating anthracycline that causes double stranded breaks. DNA damage and repair were evaluated by measuring foci of 53BP1, RAD51 and γH2AX by fluorescent microscopy and quantified using image J. Compared to bulk cells, 8227 stem cells demonstrated increased DNA damage repair with increased foci of 53BP1 and RAD51 and decreased γH2AX foci.
We recently discovered that the metabolic enzyme hexokinase 2 (HK2) localizes to the nucleus to maintain stem cell number and function. Therefore, to understand how stemness impacts DNA damage repair, we selectively over-expressed HK2 in the nucleus of 8227 and NB4 cells by tagging HK2 with a nuclear localizing sequence. Over-expressing nuclear HK2 increased stem cell function as shown by clonogenic growth assays and engraftment into mouse marrow. We then treated these cells with daunorubicin and measured DNA damage repair. Increasing stem cell number and function by over-expressing nuclear HK2, increased 53BP1 and RAD51 foci and decreased γH2AX foci, similar to the phenotype observed in LSCs. As measured by the COMET assay, these cells had decreased levels of double strand DNA breaks under basal conditions and increased repair of DNA breaks after treatment with daunorubicin treatment. Over-expression of nuclear HK2 also conferred resistance to daunorubicin as measured by clonogenic growth assays.
In summary, LSCs have increased levels of DNA repair genes and increased rates of DNA damage repair after exposure to chemotherapy. The accelerated DNA damage repair seen in LSCs may contribute to chemoresistance and subsequent disease relapse.
Citation Format: Grace Egan, G.E. Thomas, Parasvi Patel, Veronique Voisin, Rose Hurren, Neil MacLean, Razq Hakem, Aaron D. Schimmer. Leukemia stem cells demonstrate enhanced DNA damage repair and chemoresistance in AML [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 3098.
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Affiliation(s)
- Grace Egan
- University Health Network, Toronto, Ontario, Canada
| | - G.E. Thomas
- University Health Network, Toronto, Ontario, Canada
| | | | | | - Rose Hurren
- University Health Network, Toronto, Ontario, Canada
| | - Neil MacLean
- University Health Network, Toronto, Ontario, Canada
| | - Razq Hakem
- University Health Network, Toronto, Ontario, Canada
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13
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Mirali S, Botham A, Voisin V, Xu C, St-Germain J, Sharon D, Hoff FW, Qiu Y, Hurren R, Gronda M, Jitkova Y, Nachmias B, MacLean N, Wang X, Arruda A, Minden MD, Horton TM, Kornblau SM, Chan SM, Bader GD, Raught B, Schimmer AD. The mitochondrial peptidase, neurolysin, regulates respiratory chain supercomplex formation and is necessary for AML viability. Sci Transl Med 2021; 12:12/538/eaaz8264. [PMID: 32269163 DOI: 10.1126/scitranslmed.aaz8264] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2019] [Accepted: 03/09/2020] [Indexed: 12/18/2022]
Abstract
Neurolysin (NLN) is a zinc metallopeptidase whose mitochondrial function is unclear. We found that NLN was overexpressed in almost half of patients with acute myeloid leukemia (AML), and inhibition of NLN was selectively cytotoxic to AML cells and stem cells while sparing normal hematopoietic cells. Mechanistically, NLN interacted with the mitochondrial respiratory chain. Genetic and chemical inhibition of NLN impaired oxidative metabolism and disrupted the formation of respiratory chain supercomplexes (RCS). Furthermore, NLN interacted with the known RCS regulator, LETM1, and inhibition of NLN disrupted LETM1 complex formation. RCS were increased in patients with AML and positively correlated with NLN expression. These findings demonstrate that inhibiting RCS formation selectively targets AML cells and stem cells and highlights the therapeutic potential of pharmacologically targeting NLN in AML.
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Affiliation(s)
- Sara Mirali
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada.,Institute of Medical Science, University of Toronto, Toronto M5S 1A8, Ontario, Canada
| | - Aaron Botham
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto M5G 1L7, Ontario, Canada
| | - Veronique Voisin
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario M5S 3E1, Canada
| | - Changjiang Xu
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario M5S 3E1, Canada
| | | | - David Sharon
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Fieke W Hoff
- Department of Pediatric Oncology/Hematology, University Medical Center Groningen, Groningen 9700 RB, Netherlands.,Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yihua Qiu
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rose Hurren
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Marcela Gronda
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Yulia Jitkova
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Boaz Nachmias
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Neil MacLean
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Xiaoming Wang
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Andrea Arruda
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada.,Institute of Medical Science, University of Toronto, Toronto M5S 1A8, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto M5G 1L7, Ontario, Canada
| | - Terzah M Horton
- Texas Children's Cancer and Hematology Centers, Baylor College of Medicine, Houston, TX 77030, USA
| | - Steven M Kornblau
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Steven M Chan
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto M5G 1L7, Ontario, Canada
| | - Gary D Bader
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario M5S 3E1, Canada.,Department of Molecular Genetics, University of Toronto, Toronto M5S 1A8, Ontario, Canada
| | - Brian Raught
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto M5G 1L7, Ontario, Canada
| | - Aaron D Schimmer
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada. .,Institute of Medical Science, University of Toronto, Toronto M5S 1A8, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto M5G 1L7, Ontario, Canada
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14
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Hussain A, Voisin V, Poon S, Karamboulas C, Bui NHB, Meens J, Dmytryshyn J, Ho VW, Tang KH, Paterson J, Clarke BA, Bernardini MQ, Bader GD, Neel BG, Ailles LE. Distinct fibroblast functional states drive clinical outcomes in ovarian cancer and are regulated by TCF21. J Exp Med 2021; 217:151793. [PMID: 32434219 PMCID: PMC7398174 DOI: 10.1084/jem.20191094] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Revised: 03/06/2020] [Accepted: 04/20/2020] [Indexed: 12/21/2022] Open
Abstract
Recent studies indicate that cancer-associated fibroblasts (CAFs) are phenotypically and functionally heterogeneous. However, little is known about CAF subtypes, the roles they play in cancer progression, and molecular mediators of the CAF “state.” Here, we identify a novel cell surface pan-CAF marker, CD49e, and demonstrate that two distinct CAF states, distinguished by expression of fibroblast activation protein (FAP), coexist within the CD49e+ CAF compartment in high-grade serous ovarian cancers. We show for the first time that CAF state influences patient outcomes and that this is mediated by the ability of FAP-high, but not FAP-low, CAFs to aggressively promote proliferation, invasion and therapy resistance of cancer cells. Overexpression of the FAP-low–specific transcription factor TCF21 in FAP-high CAFs decreases their ability to promote invasion, chemoresistance, and in vivo tumor growth, indicating that it acts as a master regulator of the CAF state. Understanding CAF states in more detail could lead to better patient stratification and novel therapeutic strategies.
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Affiliation(s)
- Ali Hussain
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Poon
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Christina Karamboulas
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Ngoc Hoang Bao Bui
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Jalna Meens
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Julia Dmytryshyn
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Victor W Ho
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Kwan Ho Tang
- Laura and Isaac Perlmutter Cancer Center, New York Langone Health, New York, NY
| | - Joshua Paterson
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Blaise A Clarke
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada.,Department of Pathology, University Health Network, Toronto, Ontario, Canada
| | - Marcus Q Bernardini
- Division of Gynaecologic Oncology, University Health Network, Toronto, Ontario, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Benjamin G Neel
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Laura and Isaac Perlmutter Cancer Center, New York Langone Health, New York, NY
| | - Laurie E Ailles
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
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15
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Xie SZ, Kaufmann KB, Wang W, Chan-Seng-Yue M, Gan OI, Laurenti E, Garcia-Prat L, Takayanagi SI, Ng SWK, Xu C, Zeng AGX, Jin L, McLeod J, Wagenblast E, Mitchell A, Kennedy JA, Liu Q, Boutzen H, Kleinau M, Jargstorf J, Holmes G, Zhang Y, Voisin V, Bader GD, Wang JCY, Hannun YA, Luberto C, Schroeder T, Minden MD, Dick JE. Sphingosine-1-phosphate receptor 3 potentiates inflammatory programs in normal and leukemia stem cells to promote differentiation. Blood Cancer Discov 2021; 2:32-53. [PMID: 33458693 PMCID: PMC7116590 DOI: 10.1158/2643-3230.bcd-20-0155] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 10/27/2020] [Accepted: 11/16/2020] [Indexed: 12/13/2022] Open
Abstract
Acute myeloid leukemia (AML) is a caricature of normal hematopoiesis, driven from leukemia stem cells (LSC) that share some hematopoietic stem cell (HSC) programs including responsiveness to inflammatory signaling. Although inflammation dysregulates mature myeloid cells and influences stemness programs and lineage determination in HSC by activating stress myelopoiesis, such roles in LSC are poorly understood. Here, we show that S1PR3, a receptor for the bioactive lipid sphingosine-1-phosphate, is a central regulator which drives myeloid differentiation and activates inflammatory programs in both HSC and LSC. S1PR3-mediated inflammatory signatures varied in a continuum from primitive to mature myeloid states across AML patient cohorts, each with distinct phenotypic and clinical properties. S1PR3 was high in LSC and blasts of mature myeloid samples with linkages to chemosensitivity, while S1PR3 activation in primitive samples promoted LSC differentiation leading to eradication. Our studies open new avenues for therapeutic target identification specific for each AML subset.
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Affiliation(s)
- Stephanie Z Xie
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
| | - Kerstin B Kaufmann
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Weijia Wang
- Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland
| | - Michelle Chan-Seng-Yue
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Olga I Gan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Elisa Laurenti
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Wellcome Trust - Medical Research Council Cambridge Stem Cell Institute, Department of Haematology, University of Cambridge, Cambridge, United Kingdom
| | - Laura Garcia-Prat
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Shin-Ichiro Takayanagi
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Cell Therapy Project, R&D Division, Kirin Holdings Company, Limited, Kanagawa, Japan
| | - Stanley W K Ng
- Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario, Canada
| | - ChangJiang Xu
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Andy G X Zeng
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Liqing Jin
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Jessica McLeod
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Elvin Wagenblast
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Amanda Mitchell
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - James A Kennedy
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Division of Medical Oncology and Hematology, Department of Medicine, University Health Network, Toronto, Ontario, Canada
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Qiang Liu
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Héléna Boutzen
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Melissa Kleinau
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Joseph Jargstorf
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Gareth Holmes
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Yang Zhang
- Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Jean C Y Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Division of Medical Oncology and Hematology, Department of Medicine, University Health Network, Toronto, Ontario, Canada
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Yusuf A Hannun
- Stony Brook Cancer Center and Departments of Medicine, Biochemistry, and Pathology, Stony Brook University, Stony Brook, New York
| | - Chiara Luberto
- Department of Physiology and Biophysics, Stony Brook School of Medicine, Stony Brook, New York
| | - Timm Schroeder
- Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Division of Medical Oncology and Hematology, Department of Medicine, University Health Network, Toronto, Ontario, Canada
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
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16
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Xie S, Kaufmann K, Wang W, Chan-Seng-Yue M, Gan O, Laurenti E, Garcia-Prat L, Ng S, Xu C, Voisin V, Bader G, Wang J, Schroeder T, Minden M, Dick J. 3147 – SPHINGOSINE-1-PHOSPHATE RECEPTOR 3 SIGNALING DEPLETES LEUKEMIA STEM CELLS BY INDUCING DIFFERENTIATION. Exp Hematol 2020. [DOI: 10.1016/j.exphem.2020.09.154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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17
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Krivdova G, Voisin V, Schoof E, Murison A, Lechman E, Dick J. 3099 – REPRESSION OF TBL1XR1 BY MIR-130A REINFORCES THE ABERRANT MOLECULAR PROGRAM IN T(8,21) AML. Exp Hematol 2020. [DOI: 10.1016/j.exphem.2020.09.112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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18
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Singh RP, Jeyaraju DV, Voisin V, Hurren R, Xu C, Hawley JR, Barghout SH, Khan DH, Gronda M, Wang X, Jitkova Y, Sharon D, Liyanagae S, MacLean N, Seneviratene AK, Mirali S, Borenstein A, Thomas GE, Soriano J, Orouji E, Minden MD, Arruda A, Chan SM, Bader GD, Lupien M, Schimmer AD. Disrupting Mitochondrial Copper Distribution Inhibits Leukemic Stem Cell Self-Renewal. Cell Stem Cell 2020; 26:926-937.e10. [PMID: 32416059 DOI: 10.1016/j.stem.2020.04.010] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [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: 05/03/2019] [Revised: 02/27/2020] [Accepted: 04/15/2020] [Indexed: 12/14/2022]
Abstract
Leukemic stem cells (LSCs) rely on oxidative metabolism and are differentially sensitive to targeting mitochondrial pathways, which spares normal hematopoietic cells. A subset of mitochondrial proteins is folded in the intermembrane space via the mitochondrial intermembrane assembly (MIA) pathway. We found increased mRNA expression of MIA pathway substrates in acute myeloid leukemia (AML) stem cells. Therefore, we evaluated the effects of inhibiting this pathway in AML. Genetic and chemical inhibition of ALR reduces AML growth and viability, disrupts LSC self-renewal, and induces their differentiation. ALR inhibition preferentially decreases its substrate COX17, a mitochondrial copper chaperone, and knockdown of COX17 phenocopies ALR loss. Inhibiting ALR and COX17 increases mitochondrial copper levels which in turn inhibit S-adenosylhomocysteine hydrolase (SAHH) and lower levels of S-adenosylmethionine (SAM), DNA methylation, and chromatin accessibility to lower LSC viability. These results provide insight into mechanisms through which mitochondrial copper controls epigenetic status and viability of LSCs.
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Affiliation(s)
- Rashim Pal Singh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Danny V Jeyaraju
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Rose Hurren
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Changjiang Xu
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - James R Hawley
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Samir H Barghout
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Dilshad H Khan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Marcela Gronda
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Xiaoming Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Yulia Jitkova
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - David Sharon
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Sanduni Liyanagae
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Neil MacLean
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Sara Mirali
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Adina Borenstein
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Geethu E Thomas
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Joelle Soriano
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Elias Orouji
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Andrea Arruda
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Steven M Chan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Aaron D Schimmer
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
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19
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Dobson SM, García-Prat L, Vanner RJ, Wintersinger J, Waanders E, Gu Z, McLeod J, Gan OI, Grandal I, Payne-Turner D, Edmonson MN, Ma X, Fan Y, Voisin V, Chan-Seng-Yue M, Xie SZ, Hosseini M, Abelson S, Gupta P, Rusch M, Shao Y, Olsen SR, Neale G, Chan SM, Bader G, Easton J, Guidos CJ, Danska JS, Zhang J, Minden MD, Morris Q, Mullighan CG, Dick JE. Relapse-Fated Latent Diagnosis Subclones in Acute B Lineage Leukemia Are Drug Tolerant and Possess Distinct Metabolic Programs. Cancer Discov 2020; 10:568-587. [PMID: 32086311 PMCID: PMC7122013 DOI: 10.1158/2159-8290.cd-19-1059] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Revised: 12/21/2019] [Accepted: 02/18/2020] [Indexed: 12/26/2022]
Abstract
Disease recurrence causes significant mortality in B-progenitor acute lymphoblastic leukemia (B-ALL). Genomic analysis of matched diagnosis and relapse samples shows relapse often arising from minor diagnosis subclones. However, why therapy eradicates some subclones while others survive and progress to relapse remains obscure. Elucidation of mechanisms underlying these differing fates requires functional analysis of isolated subclones. Here, large-scale limiting dilution xenografting of diagnosis and relapse samples, combined with targeted sequencing, identified and isolated minor diagnosis subclones that initiate an evolutionary trajectory toward relapse [termed diagnosis Relapse Initiating clones (dRI)]. Compared with other diagnosis subclones, dRIs were drug-tolerant with distinct engraftment and metabolic properties. Transcriptionally, dRIs displayed enrichment for chromatin remodeling, mitochondrial metabolism, proteostasis programs, and an increase in stemness pathways. The isolation and characterization of dRI subclones reveals new avenues for eradicating dRI cells by targeting their distinct metabolic and transcriptional pathways before further evolution renders them fully therapy-resistant. SIGNIFICANCE: Isolation and characterization of subclones from diagnosis samples of patients with B-ALL who relapsed showed that relapse-fated subclones had increased drug tolerance and distinct metabolic and survival transcriptional programs compared with other diagnosis subclones. This study provides strategies to identify and target clinically relevant subclones before further evolution toward relapse.
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Affiliation(s)
- Stephanie M Dobson
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Laura García-Prat
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Robert J Vanner
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | | | - Esmé Waanders
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
- Department of Genetics, University Medical Center Utrecht, Utrecht, the Netherlands
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Zhaohui Gu
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Jessica McLeod
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Olga I Gan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Ildiko Grandal
- Genetics and Genome Biology, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Debbie Payne-Turner
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Michael N Edmonson
- Department of Computational Biology and Bioinformatics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Xiaotu Ma
- Department of Computational Biology and Bioinformatics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Yiping Fan
- Department of Computational Biology and Bioinformatics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Veronique Voisin
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario, Canada
| | - Michelle Chan-Seng-Yue
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Stephanie Z Xie
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mohsen Hosseini
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Sagi Abelson
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Pankaj Gupta
- Department of Computational Biology and Bioinformatics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Michael Rusch
- Department of Computational Biology and Bioinformatics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Ying Shao
- Pediatric Cancer Genome Project Laboratory, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Scott R Olsen
- Hartwell Center for Bioinformatics and Biotechnology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Geoffrey Neale
- Hartwell Center for Bioinformatics and Biotechnology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Steven M Chan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Gary Bader
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario, Canada
| | - John Easton
- Pediatric Cancer Genome Project Laboratory, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Cynthia J Guidos
- Developmental & Stem Cell Biology Program, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Jayne S Danska
- Genetics and Genome Biology, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Developmental & Stem Cell Biology Program, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Jinghui Zhang
- Department of Computational Biology and Bioinformatics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Quaid Morris
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Department of Computer Science, University of Toronto. Toronto, Ontario, Canada
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, Ontario, Canada
- Vector Institute, Toronto, Canada
| | - Charles G Mullighan
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee.
| | - John E Dick
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
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20
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Hussain A, Voisin V, Poon S, Meens J, Dmytryshyn J, Paterson J, Bernardini M, Bader G, Neel BG, Ailles LE. Abstract AP17: MOLECULAR AND FUNCTIONAL HETEROGENEITY OF CANCER ASSOCIATED FIBROBLASTS IN HIGH-GRADE SEROUS OVARIAN CANCER. Clin Cancer Res 2019. [DOI: 10.1158/1557-3265.ovcasymp18-ap17] [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
High grade serous ovarian cancer (HGSC) is typically diagnosed at an advanced stage and the vast majority of patients relapse and die within 5 years of diagnosis. Significant clinical problems in HGSC include wide-spread abdominal dissemination of disease and chemotherapy resistance. Cancer-associated fibroblasts (CAFs) have been shown to play a role in promotion of cancer cell proliferation and invasion, and mediation of chemotherapy resistance. To interrogate the molecular properties of CAFs in HGSC we used fluorescence activated cell sorting to isolate CAFs directly from primary tumor samples and performed gene expression profiling. We found that patients stratify into two classes based on their CAF gene signatures: One with high expression of Fibroblast Activation Protein (FAP-High; FH) and one with low expression of FAP (FAP-Low; FL). FH CAFs express classical CAF genes whereas FL CAFs possesses a preadipocyte-like molecular signature. The FL phenotype has remained largely unnoticed as it is generally out-competed in vitro by FH cells when grown under classical CAF culture conditions. Patients from The Cancer Genome Atlas (TCGA), as well as from our own institute, can be stratified into FH and FL subtypes; in both cohorts patients with FH CAFs have a significantly shorter disease-free and overall survival. In vitro and in vivo functional assays performed with isolated CAFs of both types indicate that FH CAFs aggressively promote proliferation, invasion and therapy resistance of cancer cells, whereas FL CAFs do not. Finally, we identified TCF21, a transcriptional repressor, as a FL-specific transcription factor. Analysis of published TCF21 ChIP-Seq data indicates that TCF21 targets a large number of genes specific to FH CAFs. Overexpression of TCF21 in FH CAFs partially reversed their ability to promote cancer cell invasion and tumor growth. Our discovery of CAF heterogeneity in HGSC highlights the need to personalize patient treatment with respect to both cancer and stromal phenotypes. FH patients may benefit from inhibition of cancer-stroma interactions or from epigenetic modulators that reprogram cancer-promoting FH CAFs into the non-supportive FL state.
Citation Format: Ali Hussain, Veronique Voisin, Stephanie Poon, Jalna Meens, Julia Dmytryshyn, Josh Paterson, Marcus Bernardini3, Gary Bader, Benjamin G Neel, Laurie E Ailles. MOLECULAR AND FUNCTIONAL HETEROGENEITY OF CANCER ASSOCIATED FIBROBLASTS IN HIGH-GRADE SEROUS OVARIAN CANCER [abstract]. In: Proceedings of the 12th Biennial Ovarian Cancer Research Symposium; Sep 13-15, 2018; Seattle, WA. Philadelphia (PA): AACR; Clin Cancer Res 2019;25(22 Suppl):Abstract nr AP17.
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Affiliation(s)
- Ali Hussain
- 1Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada,
| | - Veronique Voisin
- 2The Donnelly Centre, University of Toronto, Toronto, ON, Canada,
| | - Stephanie Poon
- 1Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada,
| | - Jalna Meens
- 3Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | - Julia Dmytryshyn
- 3Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | - Josh Paterson
- 3Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | - Marcus Bernardini
- 3Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | - Gary Bader
- 2The Donnelly Centre, University of Toronto, Toronto, ON, Canada,
| | - Benjamin G Neel
- 4New York University Langone Medical Center, Laura and Isaac Perlmutter Cancer Center, New York, NY
| | - Laurie E Ailles
- 1Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada,
- 3Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
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21
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Magomedova L, Tiefenbach J, Zilberman E, Le Billan F, Voisin V, Saikali M, Boivin V, Robitaille M, Gueroussov S, Irimia M, Ray D, Patel R, Xu C, Jeyasuria P, Bader GD, Hughes TR, Morris QD, Scott MS, Krause H, Angers S, Blencowe BJ, Cummins CL. ARGLU1 is a transcriptional coactivator and splicing regulator important for stress hormone signaling and development. Nucleic Acids Res 2019; 47:2856-2870. [PMID: 30698747 PMCID: PMC6451108 DOI: 10.1093/nar/gkz010] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2017] [Revised: 12/21/2018] [Accepted: 01/04/2019] [Indexed: 12/17/2022] Open
Abstract
Stress hormones bind and activate the glucocorticoid receptor (GR) in many tissues including the brain. We identified arginine and glutamate rich 1 (ARGLU1) in a screen for new modulators of glucocorticoid signaling in the CNS. Biochemical studies show that the glutamate rich C-terminus of ARGLU1 coactivates multiple nuclear receptors including the glucocorticoid receptor (GR) and the arginine rich N-terminus interacts with splicing factors and binds to RNA. RNA-seq of neural cells depleted of ARGLU1 revealed significant changes in the expression and alternative splicing of distinct genes involved in neurogenesis. Loss of ARGLU1 is embryonic lethal in mice, and knockdown in zebrafish causes neurodevelopmental and heart defects. Treatment with dexamethasone, a GR activator, also induces changes in the pattern of alternatively spliced genes, many of which were lost when ARGLU1 was absent. Importantly, the genes found to be alternatively spliced in response to glucocorticoid treatment were distinct from those under transcriptional control by GR, suggesting an additional mechanism of glucocorticoid action is present in neural cells. Our results thus show that ARGLU1 is a novel factor for embryonic development that modulates basal transcription and alternative splicing in neural cells with consequences for glucocorticoid signaling.
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Affiliation(s)
- Lilia Magomedova
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Jens Tiefenbach
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Emma Zilberman
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Florian Le Billan
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Veronique Voisin
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Michael Saikali
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Vincent Boivin
- Département de biochimie, Faculté de médecine et des sciences de la santé, Université de Sherbrooke, Sherbrooke, QC J1E 4K8, Canada
| | - Melanie Robitaille
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Serge Gueroussov
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Manuel Irimia
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Debashish Ray
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Rucha Patel
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - ChangJiang Xu
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Pancharatnam Jeyasuria
- Department of Obstetrics and Gynecology, Wayne State University Perinatal Initiative, School of Medicine, Wayne State University, Detroit, MI, USA
| | - Gary D Bader
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Timothy R Hughes
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Quaid D Morris
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Michelle S Scott
- Département de biochimie, Faculté de médecine et des sciences de la santé, Université de Sherbrooke, Sherbrooke, QC J1E 4K8, Canada
| | - Henry Krause
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Stephane Angers
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada.,Department of Biochemistry,University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Benjamin J Blencowe
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON M5S 3E1, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Carolyn L Cummins
- Department of Pharmaceutical Sciences, University of Toronto, Toronto, ON M5S 3M2, Canada
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22
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Xie SZ, Garcia-Prat L, Voisin V, Ferrari R, Gan OI, Wagenblast E, Kaufmann KB, Zeng AGX, Takayanagi SI, Patel I, Lee EK, Jargstorf J, Holmes G, Romm G, Pan K, Shoong M, Vedi A, Luberto C, Minden MD, Bader GD, Laurenti E, Dick JE. Sphingolipid Modulation Activates Proteostasis Programs to Govern Human Hematopoietic Stem Cell Self-Renewal. Cell Stem Cell 2019; 25:639-653.e7. [PMID: 31631013 PMCID: PMC6838675 DOI: 10.1016/j.stem.2019.09.008] [Citation(s) in RCA: 65] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2019] [Revised: 07/09/2019] [Accepted: 09/23/2019] [Indexed: 12/30/2022]
Abstract
Cellular stress responses serve as crucial decision points balancing persistence or culling of hematopoietic stem cells (HSCs) for lifelong blood production. Although strong stressors cull HSCs, the linkage between stress programs and self-renewal properties that underlie human HSC maintenance remains unknown, particularly at quiescence exit when HSCs must also dynamically shift metabolic state. Here, we demonstrate distinct wiring of the sphingolipidome across the human hematopoietic hierarchy and find that genetic or pharmacologic modulation of the sphingolipid enzyme DEGS1 regulates lineage differentiation. Inhibition of DEGS1 in hematopoietic stem and progenitor cells during the transition from quiescence to cellular activation with N-(4-hydroxyphenyl) retinamide activates coordinated stress pathways that coalesce on endoplasmic reticulum stress and autophagy programs to maintain immunophenotypic and functional HSCs. Thus, our work identifies a linkage between sphingolipid metabolism, proteostatic quality control systems, and HSC self-renewal and provides therapeutic targets for improving HSC-based cellular therapeutics.
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Affiliation(s)
- Stephanie Z Xie
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada.
| | - Laura Garcia-Prat
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S3E1, Canada
| | - Robin Ferrari
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Olga I Gan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Elvin Wagenblast
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Kerstin B Kaufmann
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Andy G X Zeng
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S1A8, Canada
| | - Shin-Ichiro Takayanagi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada; R&D Division, Kyowa Kirin Co., Ltd., Tokyo 194-8533, Japan
| | - Ishita Patel
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Esther K Lee
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Joseph Jargstorf
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Gareth Holmes
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Guy Romm
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Kristele Pan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Michelle Shoong
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada
| | - Aditi Vedi
- Wellcome-Medical Research Council Cambridge Stem Cell Institute, Department of Haematology, University of Cambridge, Cambridge, UK
| | - Chiara Luberto
- Department of Physiology and Biophysics, Stony Brook University School of Medicine, Stony Brook, NY 11794, USA
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada; Division of Medical Oncology and Hematology, Department of Medicine, University Health Network, Toronto, ON, Canada; Department of Medicine, University of Toronto, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, ON M5S3E1, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S1A8, Canada
| | - Elisa Laurenti
- Wellcome-Medical Research Council Cambridge Stem Cell Institute, Department of Haematology, University of Cambridge, Cambridge, UK
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G0A3, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S1A8, Canada.
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23
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Seneviratne AK, Xu M, Aristizabal Henao JJ, Fajardo VA, Hao Z, Voisin V, Xu GW, Hurren R, Kim S, MacLean N, Wang X, Gronda M, Jeyaraju D, Jitkova Y, Ketela T, Mullokandov M, Sharon D, Thomas G, Chouinard-Watkins R, Hawley JR, Schafer C, Yau HL, Khuchua Z, Aman A, Al-awar R, Gross A, Claypool SM, Bazinet RP, Lupien M, Chan S, De Carvalho DD, Minden MD, Bader GD, Stark KD, LeBlanc P, Schimmer AD. The Mitochondrial Transacylase, Tafazzin, Regulates AML Stemness by Modulating Intracellular Levels of Phospholipids. Cell Stem Cell 2019; 24:1007. [DOI: 10.1016/j.stem.2019.04.020] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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24
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Seneviratne AK, Xu M, Henao JJA, Fajardo VA, Hao Z, Voisin V, Xu GW, Hurren R, Kim S, MacLean N, Wang X, Gronda M, Jeyaraju D, Jitkova Y, Ketela T, Mullokandov M, Sharon D, Thomas G, Chouinard-Watkins R, Hawley JR, Schafer C, Yau HL, Khuchua Z, Aman A, Al-Awar R, Gross A, Claypool SM, Bazinet RP, Lupien M, Chan S, De Carvalho DD, Minden MD, Bader GD, Stark KD, LeBlanc P, Schimmer AD. The Mitochondrial Transacylase, Tafazzin, Regulates for AML Stemness by Modulating Intracellular Levels of Phospholipids. Cell Stem Cell 2019; 24:621-636.e16. [PMID: 30930145 DOI: 10.1016/j.stem.2019.02.020] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 12/19/2018] [Accepted: 02/27/2019] [Indexed: 12/17/2022]
Abstract
Tafazzin (TAZ) is a mitochondrial transacylase that remodels the mitochondrial cardiolipin into its mature form. Through a CRISPR screen, we identified TAZ as necessary for the growth and viability of acute myeloid leukemia (AML) cells. Genetic inhibition of TAZ reduced stemness and increased differentiation of AML cells both in vitro and in vivo. In contrast, knockdown of TAZ did not impair normal hematopoiesis under basal conditions. Mechanistically, inhibition of TAZ decreased levels of cardiolipin but also altered global levels of intracellular phospholipids, including phosphatidylserine, which controlled AML stemness and differentiation by modulating toll-like receptor (TLR) signaling.
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Affiliation(s)
- Ayesh K Seneviratne
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Institute of Medical Sciences, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Mingjing Xu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Juan J Aristizabal Henao
- Laboratory of Nutritional Lipidomics, Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Val A Fajardo
- Department of Health Sciences, Faculty of Applied Health Sciences, Brock University, St. Catharines, ON, Canada
| | - Zhenyue Hao
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Veronique Voisin
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - G Wei Xu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Rose Hurren
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - S Kim
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Neil MacLean
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Xiaoming Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Marcela Gronda
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Danny Jeyaraju
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Yulia Jitkova
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Troy Ketela
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - David Sharon
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Geethu Thomas
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - James R Hawley
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Caitlin Schafer
- Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Helen Loo Yau
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Zaza Khuchua
- Department of Biochemistry, Sechenov Medical University, Moscow, Russian Federation; Institute of Medical Research Ilia State University, Tbilisi, Georgia
| | - Ahmed Aman
- Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON, Canada; Department of Pharmacology and Toxicology, University of Toronto, ON, Canada
| | - Rima Al-Awar
- Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON, Canada; Department of Pharmacology and Toxicology, University of Toronto, ON, Canada
| | - Atan Gross
- Department of Biological Regulation, Weizmann Institute, Rehovot, Israel
| | - Steven M Claypool
- Department of Physiology, School of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Richard P Bazinet
- Department of Nutritional Sciences, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Steven Chan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Daniel D De Carvalho
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Gary D Bader
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Ken D Stark
- Laboratory of Nutritional Lipidomics, Department of Kinesiology, University of Waterloo, Waterloo, ON, Canada
| | - Paul LeBlanc
- Department of Health Sciences, Faculty of Applied Health Sciences, Brock University, St. Catharines, ON, Canada
| | - Aaron D Schimmer
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Institute of Medical Sciences, Faculty of Medicine, University of Toronto, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
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25
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Reimand J, Isserlin R, Voisin V, Kucera M, Tannus-Lopes C, Rostamianfar A, Wadi L, Meyer M, Wong J, Xu C, Merico D, Bader GD. Pathway enrichment analysis and visualization of omics data using g:Profiler, GSEA, Cytoscape and EnrichmentMap. Nat Protoc 2019; 14:482-517. [PMID: 30664679 PMCID: PMC6607905 DOI: 10.1038/s41596-018-0103-9] [Citation(s) in RCA: 901] [Impact Index Per Article: 180.2] [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] [Indexed: 02/07/2023]
Abstract
Pathway enrichment analysis helps researchers gain mechanistic insight into gene lists generated from genome-scale (omics) experiments. This method identifies biological pathways that are enriched in a gene list more than would be expected by chance. We explain the procedures of pathway enrichment analysis and present a practical step-by-step guide to help interpret gene lists resulting from RNA-seq and genome-sequencing experiments. The protocol comprises three major steps: definition of a gene list from omics data, determination of statistically enriched pathways, and visualization and interpretation of the results. We describe how to use this protocol with published examples of differentially expressed genes and mutated cancer genes; however, the principles can be applied to diverse types of omics data. The protocol describes innovative visualization techniques, provides comprehensive background and troubleshooting guidelines, and uses freely available and frequently updated software, including g:Profiler, Gene Set Enrichment Analysis (GSEA), Cytoscape and EnrichmentMap. The complete protocol can be performed in ~4.5 h and is designed for use by biologists with no prior bioinformatics training.
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Affiliation(s)
- Jüri Reimand
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Ruth Isserlin
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | | | - Mike Kucera
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | | | | | - Lina Wadi
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Mona Meyer
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Jeff Wong
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Changjiang Xu
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Daniele Merico
- Deep Genomics Inc., Toronto, ON, Canada
- The Centre for Applied Genomics (TCAG), The Hospital for Sick Children, Toronto, ON, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada.
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.
- Department of Computer Science, University of Toronto, Toronto, ON, Canada.
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26
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Krivdova G, Lechman E, Schoof E, Voisin V, Gan O, Murison A, Hermans K, Trotman-Grant A, Bader G, Dick J. miR-130a Regulates Hematopoietic Stem Cell Self-Renewal by Repressing Several Chromatin Modifiers and Its Overexpression is Associated with Acute Myeloid Leukemia. Exp Hematol 2018. [DOI: 10.1016/j.exphem.2018.06.064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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27
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Hussain A, Voisin V, Poon S, Meens J, Dmytryshyn J, Bader G, Neel B, Ailles L. Abstract 140: A novel signature of mesenchymal stromal cells in high-grade serous ovarian carcinoma. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-140] [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
High grade serous ovarian cancer (HGSOC) is the most common and lethal subtype of ovarian cancer. Many cancers, including HGSOC, contain a “stromal” component comprised of cancer-associated fibroblasts (CAFs), immune cells, and blood vessels, as well as their secreted factors and extracellular matrix. This complex microenvironment plays a significant role in promoting tumor growth, therapy resistance, and invasion. The majority of studies of CAFs utilize cells cultured and passaged in vitro under crude conditions to maintain their viability. Such conditions alter the original phenotype of the cells and may select for specific subpopulations to grow out. To facilitate direct isolation of CAFs from primary tumor tissues, we screened a panel of antibodies to identify cell surface proteins that are uniquely expressed on CAFs. We discovered CD49e as a mesenchymal marker and then validated its specificity to CAFs through immunohistochemistry on tissue sections obtained from HGSOC patients. The discovery of CD49e as a CAF-specific cell surface marker facilitated fluorescence-activated cells sorting (FACS) to isolate CAFs directly from primary tumors, allowing us to avoid in vitro manipulation and to characterize their transcriptional and functional profiles in the primary setting. We next performed transcriptional profiling of primary CAFs isolated from 12 HGSOC patients and found that CAFs fall into two subgroups with unique gene expression signatures. A cell surface protein, fibroblast activation protein (FAP) is the defining marker for separating the two subgroups (FAP-Hi and FAP-Lo). The FAP-Hi subgroup possesses the classical gene signature of CAFs that is reported in the literature. When we isolated FAP-Hi and FAP-Lo cells and placed them into classical CAF growth conditions in vitro, both cell types had mesenchymal features, but FAP-Hi cells grow faster. Thus under the classical conditions for growing CAFs, FAP-Hi cells have a growth advantage, outcompeting FAP-Lo cells and becoming the dominant cells used for experimentation. Flow cytometry for FAP indicates that both CAF subtypes co-exist in every tumor, but their ratio varies from one patient to another. Patients whose tumors are dominated by FAP-Hi CAFs have worse clinical outcome than patients whose tumors are dominated by FAP-Lo CAFs. Thus, we have functionally characterized the role of FAP-Hi and FAP-Lo fibroblasts in the context of HGSOC. We have shown that FAP-Hi fibroblasts support tumor proliferation and invasion of ovarian cancer cells in vitro and in vivo. On the other hand, FAP-Lo cells suppress cancer cell proliferation and invasion in vitro and in vivo.
Citation Format: Ali Hussain, Veronique Voisin, Stephanie Poon, Jalna Meens, Julia Dmytryshyn, Gary Bader, Benjamin Neel, Laurie Ailles. A novel signature of mesenchymal stromal cells in high-grade serous ovarian carcinoma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 140.
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Affiliation(s)
- Ali Hussain
- 1University of Toronto, Toronto, Ontario, Canada
| | | | | | - Jalna Meens
- 2Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | - Gary Bader
- 1University of Toronto, Toronto, Ontario, Canada
| | - Benjamin Neel
- 3Laura and Isaac Perlmutter Cancer Center, New York, NY
| | - Laurie Ailles
- 2Princess Margaret Cancer Centre, Toronto, Ontario, Canada
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28
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Krivdova G, Lechman ER, Schoof EM, Voisin V, Gan OI, Trotman-Grant A, Hermans KG, Bader GD, Dick JE. Abstract PR07: MicroRNA-130a regulates hematopoietic stem cell self-renewal and erythroid differentiation. Clin Cancer Res 2017. [DOI: 10.1158/1557-3265.hemmal17-pr07] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [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
Hematopoietic homeostasis is tightly regulated by controlling the balance between quiescence, self-renewal, and lineage-commitment of hematopoietic stem cells (HSCs). Deregulation of these processes and aberrant acquisition of stem cell-like properties is believed to be central to the pathogenesis of hematologic malignancies, such as myelodysplastic syndrome (MDS) and acute myeloid leukemia (AML). However, little is known about the molecular networks maintaining the stem cell state and the epigenetic and post-transcriptional regulation of determinants that control these programs. MicroRNAs (miRNAs) represent a large class of post-transcriptional regulators that mediate repression of multiple target mRNAs. We have previously shown that miR-126 and miR-125a are differentially expressed across the human hematopoietic hierarchy and function to control self-renewal and cell fate decisions by reinforcing gene expression programs in a developmental stage-specific manner (Lechman et al. Cell Stem Cell, 2012; Wojtowitz et al. Cell Stem Cell, 2016).
To identify additional miRNA(s) that play a functional role in hematopoiesis, we performed an in vivo competitive repopulation screen in which candidate miRNAs were overexpressed (OE) in human CD34+CD38- umbilical cord blood (CB) cells and subsequently transplanted into immune-deficient mice for 24 weeks. miR-130a was shown to enhance long-term hematopoietic reconstitution and chosen for further investigation. At 12 and 24 weeks after transplantation, enforced miR-130a expression (including an mOrange-mO+ indicator) conferred a competitive advantage over untransduced CB cells demonstrated by increased CD45+ human chimerism in the injected femur (IF), bone marrow (BM), and spleen of recipient mice. miR-130 enforced expression (miR-130a OE) increased the proportion of mO+/hCD45+ cells by approximately 2- and 5-fold after 12 and 24 weeks of repopulation, respectively. miR-130a OE xenografts showed multilineage engraftment with increased myeloid lineage output and significantly enhanced erythroid development at the expense of B-lymphoid lineage output in BM and spleen of recipient mice. Detailed flow cytometry analysis of xenografts revealed accumulation of immature GlyA+/CD71+/CD36+ erythroid progenitors, suggesting a differentiation block at the polychromic erythroblast stage. Notably, miR-130a OE induced the expansion of CD34+CD38- Lin- compartment and increased proportion of CD34+CD38-CD90+CD45RA- immuno-phenotypic HSC. Secondary transplantation involving limiting dilution analysis revealed approximately a 10-fold increase in HSC frequency, consistent with a role of miR-130a in HSC self-renewal. The lineage potential of miR-130OE primitive cells was assessed in vitro using single-cell stromal-based myelo-erythroid differentiation assay. Enforced expression of miR-130a in human HSC and multipotent progenitors (MPP) resulted in the decreased frequency of unipotent myeloid output (M colonies) and increased multipotent output (M/E/Meg, E/Meg colonies), supporting a role of miR-130a in erythroid-megakaryocytic fate specification. Label-free semiquantitative proteomics and subsequent gene set enrichment pathway analysis (GSEA) were performed on miR-130a OE and control transduced CD34+ CB cells to elucidate molecular mechanism(s) of miR-130a function. We identified that miR-130a modulated pathways centered on translational regulation and chromatin modification. Together, our data suggest that miR-130a plays a role in the regulation of the HSC self-renewal and erythroid differentiation. Given that several studies showed aberrant expression of miR-130a in MDS and some AML subtypes, it is important to delineate the role of miR-130a in normal hematopoiesis to comprehend its potential contribution to the development of hematologic malignancies.
This abstract is also being presented as Poster 40.
Citation Format: Gabriela Krivdova, Eric R. Lechman, Erwin M. Schoof, Veronique Voisin, Olga I. Gan, Aaron Trotman-Grant, Karin G. Hermans, Gary D. Bader, John E. Dick. MicroRNA-130a regulates hematopoietic stem cell self-renewal and erythroid differentiation [abstract]. In: Proceedings of the Second AACR Conference on Hematologic Malignancies: Translating Discoveries to Novel Therapies; May 6-9, 2017; Boston, MA. Philadelphia (PA): AACR; Clin Cancer Res 2017;23(24_Suppl):Abstract nr PR07.
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Affiliation(s)
- Gabriela Krivdova
- 1Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | - Eric R. Lechman
- 1Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | - Erwin M. Schoof
- 1Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | | | - Olga I. Gan
- 1Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | | | - Karin G. Hermans
- 1Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
| | | | - John E. Dick
- 1Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada,
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29
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Park NI, Guilhamon P, Desai K, McAdam RF, Langille E, O'Connor M, Lan X, Whetstone H, Coutinho FJ, Vanner RJ, Ling E, Prinos P, Lee L, Selvadurai H, Atwal G, Kushida M, Clarke ID, Voisin V, Cusimano MD, Bernstein M, Das S, Bader G, Arrowsmith CH, Angers S, Huang X, Lupien M, Dirks PB. ASCL1 Reorganizes Chromatin to Direct Neuronal Fate and Suppress Tumorigenicity of Glioblastoma Stem Cells. Cell Stem Cell 2017; 21:411. [PMID: 28886368 DOI: 10.1016/j.stem.2017.08.008] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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30
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Zipin-Roitman A, Aqaqe N, Yassin M, Biechonski S, Amar M, van Delft MF, Gan OI, McDermott SP, Buzina A, Ketela T, Shlush L, Xie S, Voisin V, Moffat J, Minden MD, Dick JE, Milyavsky M. SMYD2 lysine methyltransferase regulates leukemia cell growth and regeneration after genotoxic stress. Oncotarget 2017; 8:16712-16727. [PMID: 28187429 PMCID: PMC5369996 DOI: 10.18632/oncotarget.15147] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Accepted: 01/24/2017] [Indexed: 12/12/2022] Open
Abstract
The molecular determinants governing escape of Acute Myeloid Leukemia (AML) cells from DNA damaging therapy remain poorly defined and account for therapy failures. To isolate genes responsible for leukemia cells regeneration following multiple challenges with irradiation we performed a genome-wide shRNA screen. Some of the isolated hits are known players in the DNA damage response (e.g. p53, CHK2), whereas other, e.g. SMYD2 lysine methyltransferase (KMT), remains uncharacterized in the AML context. Here we report that SMYD2 knockdown confers relative resistance to human AML cells against multiple classes of DNA damaging agents. Induction of the transient quiescence state upon SMYD2 downregulation correlated with the resistance. We revealed that diminished SMYD2 expression resulted in the upregulation of the related methyltransferase SET7/9, suggesting compensatory relationships. Indeed, pharmacological targeting of SET7/9 with (R)-PFI2 inhibitor preferentially inhibited the growth of cells expressing low levels of SMYD2. Finally, decreased expression of SMYD2 in AML patients correlated with the reduced sensitivity to therapy and lower probability to achieve complete remission. We propose that the interplay between SMYD2 and SET7/9 levels shifts leukemia cells from growth to quiescence state that is associated with the higher resistance to DNA damaging agents and rationalize SET7/9 pharmacological targeting in AML.
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Affiliation(s)
- Adi Zipin-Roitman
- Department of Pathology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Nasma Aqaqe
- Department of Pathology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Muhammad Yassin
- Department of Pathology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Shahar Biechonski
- Department of Pathology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Mariam Amar
- Department of Pathology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Mark F van Delft
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada.,Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia
| | - Olga I Gan
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Sean P McDermott
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada.,Leidos Biomedical Research, Washington D.C., USA
| | - Alla Buzina
- Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Troy Ketela
- Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Liran Shlush
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada.,Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Stephanie Xie
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Veronique Voisin
- Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Jason Moffat
- Donnelly Centre for Cellular and Biomedical Research, University of Toronto, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada.,Department of Medicine, University of Toronto, Toronto, Canada
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Michael Milyavsky
- Department of Pathology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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31
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Wang S, Liu JC, Ju Y, Pellecchia G, Voisin V, Wang DY, Leha L R, Ben-David Y, Bader GD, Zacksenhaus E. microRNA-143/145 loss induces Ras signaling to promote aggressive Pten-deficient basal-like breast cancer. JCI Insight 2017; 2:93313. [PMID: 28768903 DOI: 10.1172/jci.insight.93313] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [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: 02/08/2017] [Accepted: 06/23/2017] [Indexed: 11/17/2022] Open
Abstract
The tumor suppressor PTEN is frequently inactivated in breast and other cancers; yet, germ-line mutations in this gene induce nonmalignant hamartomas, indicating dependency on additional cooperating events. Here we show that most tumors derived from conditional deletion of mouse pten in mammary epithelium are highly differentiated and lack transplantable tumor-initiating cells (TICs) capable of seeding new tumors following orthotopic injection of FACS-sorted or tumorsphere cells. A rare group of poorly differentiated tumors did harbor transplantable TICs. These transplantable tumors exhibited distinct molecular classification, signaling pathways, chromosomal aberrations, and mutational landscape, as well as reduced expression of microRNA-143/145 (miR-143/145). Stable knockdown of miR-143/145 conferred tumorigenic potential upon poorly transplantable pten-deficient tumor cells through a mechanism involving induction of RAS signaling, leading to increased sensitivity to MEK inhibition. In humans, miR-145 deficiency significantly correlated with elevated RAS-pathway activity in basal-like breast cancer, and patients with combined PTEN/miR-145 loss or PTEN-loss/high RAS-pathway activity exhibited poor clinical outcome. These results underscore a selective pressure for combined PTEN loss together with RAS-pathway activation, either through miR-145 loss or other mechanisms, in basal-like breast cancer, and a need to identify and prioritize these tumors for aggressive therapy.
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Affiliation(s)
- Sharon Wang
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, Ontario, Canada.,Laboratory Medicine & Pathobiology, and
| | - Jeff C Liu
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, Ontario, Canada
| | - YoungJun Ju
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, Ontario, Canada
| | | | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
| | - Dong-Yu Wang
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, Ontario, Canada
| | - Rajwinder Leha L
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, Ontario, Canada
| | - Yaacov Ben-David
- The Key laboratory of Chemistry for Natural Products of Guizhou Province and Chinese Academy of Sciences, and State Key Laboratory for Functions and Applications of Medicinal Plants, Guizhou Medical University, Guiyang, China
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada.,Department of Molecular Genetics, and
| | - Eldad Zacksenhaus
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, Ontario, Canada.,Laboratory Medicine & Pathobiology, and.,Department of Medicine, University of Toronto, Toronto, Ontario, Canada
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32
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Park NI, Guilhamon P, Desai K, McAdam RF, Langille E, O'Connor M, Lan X, Whetstone H, Coutinho FJ, Vanner RJ, Ling E, Prinos P, Lee L, Selvadurai H, Atwal G, Kushida M, Clarke ID, Voisin V, Cusimano MD, Bernstein M, Das S, Bader G, Arrowsmith CH, Angers S, Huang X, Lupien M, Dirks PB. ASCL1 Reorganizes Chromatin to Direct Neuronal Fate and Suppress Tumorigenicity of Glioblastoma Stem Cells. Cell Stem Cell 2017; 21:209-224.e7. [PMID: 28712938 DOI: 10.1016/j.stem.2017.06.004] [Citation(s) in RCA: 106] [Impact Index Per Article: 15.1] [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: 01/05/2017] [Revised: 05/10/2017] [Accepted: 06/15/2017] [Indexed: 12/17/2022]
Abstract
Glioblastomas exhibit a hierarchical cellular organization, suggesting that they are driven by neoplastic stem cells that retain partial yet abnormal differentiation potential. Here, we show that a large subset of patient-derived glioblastoma stem cells (GSCs) express high levels of Achaete-scute homolog 1 (ASCL1), a proneural transcription factor involved in normal neurogenesis. ASCL1hi GSCs exhibit a latent capacity for terminal neuronal differentiation in response to inhibition of Notch signaling, whereas ASCL1lo GSCs do not. Increasing ASCL1 levels in ASCL1lo GSCs restores neuronal lineage potential, promotes terminal differentiation, and attenuates tumorigenicity. ASCL1 mediates these effects by functioning as a pioneer factor at closed chromatin, opening new sites to activate a neurogenic gene expression program. Directing GSCs toward terminal differentiation may provide therapeutic applications for a subset of GBM patients and strongly supports efforts to restore differentiation potential in GBM and other cancers.
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Affiliation(s)
- Nicole I Park
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Paul Guilhamon
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Kinjal Desai
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Rochelle F McAdam
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Ellen Langille
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Madlen O'Connor
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Xiaoyang Lan
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Heather Whetstone
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Fiona J Coutinho
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Robert J Vanner
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Erick Ling
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Panagiotis Prinos
- Structural Genomics Consortium, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Lilian Lee
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Hayden Selvadurai
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Gurnit Atwal
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Michelle Kushida
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Ian D Clarke
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; OCAD University, Toronto, ON M5T 1W1, Canada
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Michael D Cusimano
- Division of Neurosurgery, University of Toronto, Toronto, ON M5S 1A8, Canada; St. Michael's Hospital, Toronto, ON M5B 1W8, Canada
| | - Mark Bernstein
- Division of Neurosurgery, University of Toronto, Toronto, ON M5S 1A8, Canada; Toronto Western Hospital, Toronto, ON M5T 2S8, Canada
| | - Sunit Das
- Division of Neurosurgery, University of Toronto, Toronto, ON M5S 1A8, Canada; St. Michael's Hospital, Toronto, ON M5B 1W8, Canada
| | - Gary Bader
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Cheryl H Arrowsmith
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Structural Genomics Consortium, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Stephane Angers
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Xi Huang
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5S 1A8, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Peter B Dirks
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada; Division of Neurosurgery, University of Toronto, Toronto, ON M5S 1A8, Canada.
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33
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Shlush LI, Mitchell A, Heisler L, Abelson S, Ng SWK, Trotman-Grant A, Medeiros JJF, Rao-Bhatia A, Jaciw-Zurakowsky I, Marke R, McLeod JL, Doedens M, Bader G, Voisin V, Xu C, McPherson JD, Hudson TJ, Wang JCY, Minden MD, Dick JE. Tracing the origins of relapse in acute myeloid leukaemia to stem cells. Nature 2017; 547:104-108. [DOI: 10.1038/nature22993] [Citation(s) in RCA: 339] [Impact Index Per Article: 48.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2016] [Accepted: 05/17/2017] [Indexed: 01/06/2023]
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34
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Wei Q, Tang YJ, Voisin V, Sato S, Hirata M, Whetstone H, Han I, Ailles L, Bader GD, Wunder J, Alman BA. Identification of CD146 as a marker enriched for tumor-propagating capacity reveals targetable pathways in primary human sarcoma. Oncotarget 2016; 6:40283-94. [PMID: 26517673 PMCID: PMC4741895 DOI: 10.18632/oncotarget.5375] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2015] [Accepted: 08/28/2015] [Indexed: 01/24/2023] Open
Abstract
Tumor-propagating cells (TPCs) are believed to drive cancer initiation, progression and recurrence. These cells are characterized by enhanced tumorigenicity and self-renewal. The ability to identify such cells in primary human sarcomas relies on the dye exclusion ability of tumor side population (SP) cells. Here, we performed a high-throughput cell surface antigen screen and found that CD146 is enriched in the SP population. In vivo serial transplantation assays showed that CD146+ cells are highly tumorigenic, capable of self-renewal and thus enriches for the TPC population. In addition, depletion of SP cells from the CD146+ population show that CD146+ cells and SP cells are a distinct and overlapping TPC populations. Gene expression profiling of CD146+ and SP cells revealed multiple pathways commonly upregulated in both of these populations. Inhibition of one of these upregulated pathways, Notch signaling, significantly reduced tumor growth and self-renewal. Our data demonstrate that CD146 is an effective cell surface marker for enriching TPCs in primary human sarcomas. Targeting differentially activated pathways in TPCs may provide new therapeutic strategies for treating sarcoma.
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Affiliation(s)
- Qingxia Wei
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Yuning J Tang
- Department of Orthopaedic Surgery, Duke University, Durham, NC, USA.,Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | | | - Shingo Sato
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Makoto Hirata
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Heather Whetstone
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Ilkyu Han
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Laurie Ailles
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Jay Wunder
- Samuel Lunenfeld Research Institute, Division of Orthopaedic Surgery, Department of Surgery, Mount Sinai Hospital, Toronto, ON, Canada.,University Musculoskeletal Oncology Unit, Division of Orthopaedic Surgery, Department of Surgery, Mount Sinai Hospital, Toronto, ON, Canada
| | - Benjamin A Alman
- Department of Orthopaedic Surgery, Duke University, Durham, NC, USA.,Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
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35
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Jones RA, Robinson TJ, Liu JC, Shrestha M, Voisin V, Ju Y, Chung PED, Pellecchia G, Fell VL, Bae S, Muthuswamy L, Datti A, Egan SE, Jiang Z, Leone G, Bader GD, Schimmer A, Zacksenhaus E. RB1 deficiency in triple-negative breast cancer induces mitochondrial protein translation. J Clin Invest 2016; 126:3739-3757. [PMID: 27571409 DOI: 10.1172/jci81568] [Citation(s) in RCA: 96] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2015] [Accepted: 07/12/2016] [Indexed: 01/03/2023] Open
Abstract
Triple-negative breast cancer (TNBC) includes basal-like and claudin-low subtypes for which no specific treatment is currently available. Although the retinoblastoma tumor-suppressor gene (RB1) is frequently lost together with TP53 in TNBC, it is not directly targetable. There is thus great interest in identifying vulnerabilities downstream of RB1 that can be therapeutically exploited. Here, we determined that combined inactivation of murine Rb and p53 in diverse mammary epithelial cells induced claudin-low-like TNBC with Met, Birc2/3-Mmp13-Yap1, and Pvt1-Myc amplifications. Gene set enrichment analysis revealed that Rb/p53-deficient tumors showed elevated expression of the mitochondrial protein translation (MPT) gene pathway relative to tumors harboring p53 deletion alone. Accordingly, bioinformatic, functional, and biochemical analyses showed that RB1-E2F complexes bind to MPT gene promoters to regulate transcription and control MPT. Additionally, a screen of US Food and Drug Administration-approved (FDA-approved) drugs identified the MPT antagonist tigecycline (TIG) as a potent inhibitor of Rb/p53-deficient tumor cell proliferation. TIG preferentially suppressed RB1-deficient TNBC cell proliferation, targeted both the bulk and cancer stem cell fraction, and strongly attenuated xenograft growth. It also cooperated with sulfasalazine, an FDA-approved inhibitor of cystine xCT antiporter, in culture and xenograft assays. Our results suggest that RB1 deficiency promotes cancer cell proliferation in part by enhancing mitochondrial function and identify TIG as a clinically approved drug for RB1-deficient TNBC.
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36
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Cuenca-López MD, Serrano-Heras G, Montero JC, Corrales-Sánchez V, Gomez-Juarez M, Gascón-Escribano MJ, Morales JC, Voisin V, Núñez LE, Morís F, Bader GD, Pandiella A, Ocaña A. Antitumor activity of the novel multi-kinase inhibitor EC-70124 in triple negative breast cancer. Oncotarget 2016; 6:27923-37. [PMID: 26314846 PMCID: PMC4695035 DOI: 10.18632/oncotarget.4736] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2015] [Accepted: 07/31/2015] [Indexed: 12/30/2022] Open
Abstract
Disseminated triple negative breast cancer (TNBC) is an incurable disease with limited therapeutic options beyond chemotherapy. Therefore, identification of druggable vulnerabilities is an important aim. Protein kinases play a central role in cancer and particularly in TNBC. They are involved in many oncogenic functions including migration, proliferation, genetic stability or maintenance of stem-cell like properties. In this article we describe a novel multi-kinase inhibitor with antitumor activity in this cancer subtype. EC-70124 is a hybrid indolocarbazole analog obtained by combinatorial biosynthesis of Rebeccamycin and Staurosporine genes that showed antiproliferative effect and in vivo antitumoral activity. Biochemical experiments demonstrated the inhibition of the PI3K/mTOR and JAK/STAT pathways. EC-70124 mediated DNA damage leading to cell cycle arrest at the G2/M phase. Pathway analyses identified several deregulated functions including cell proliferation, migration, DNA damage, regulation of stem cell differentiation and reversion of the epithelial-mesenchymal transition (EMT) phenotype, among others. Combination studies showed a synergistic interaction of EC-70124 with docetaxel, and an enhanced activity in vivo. Furthermore, EC-70124 had a good pharmacokinetic profile. In conclusion these experiments demonstrate the antitumor activity of EC-70124 in TNBC paving the way for the future clinical development of this drug alone or in combination with chemotherapy.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, Canada
| | | | - Alberto Ocaña
- Translational Research Unit, Albacete University Hospital, Albacete, Spain
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37
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Dolma S, Selvadurai HJ, Lan X, Lee L, Kushida M, Voisin V, Whetstone H, So M, Aviv T, Park N, Zhu X, Xu C, Head R, Rowland KJ, Bernstein M, Clarke ID, Bader G, Harrington L, Brumell JH, Tyers M, Dirks PB. Inhibition of Dopamine Receptor D4 Impedes Autophagic Flux, Proliferation, and Survival of Glioblastoma Stem Cells. Cancer Cell 2016; 29:859-873. [PMID: 27300435 PMCID: PMC5968455 DOI: 10.1016/j.ccell.2016.05.002] [Citation(s) in RCA: 149] [Impact Index Per Article: 18.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2014] [Revised: 03/18/2016] [Accepted: 05/04/2016] [Indexed: 02/08/2023]
Abstract
Glioblastomas (GBM) grow in a rich neurochemical milieu, but the impact of neurochemicals on GBM growth is largely unexplored. We interrogated 680 neurochemical compounds in patient-derived GBM neural stem cells (GNS) to determine the effects on proliferation and survival. Compounds that modulate dopaminergic, serotonergic, and cholinergic signaling pathways selectively affected GNS growth. In particular, dopamine receptor D4 (DRD4) antagonists selectively inhibited GNS growth and promoted differentiation of normal neural stem cells. DRD4 antagonists inhibited the downstream effectors PDGFRβ, ERK1/2, and mTOR and disrupted the autophagy-lysosomal pathway, leading to accumulation of autophagic vacuoles followed by G0/G1 arrest and apoptosis. These results demonstrate a role for neurochemical pathways in governing GBM stem cell proliferation and suggest therapeutic approaches for GBM.
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Affiliation(s)
- Sonam Dolma
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Hayden J Selvadurai
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Xiaoyang Lan
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Lilian Lee
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Michelle Kushida
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Veronique Voisin
- Donnelly Center for Cellular and Biomedical Research, University of Toronto, Toronto M5S3E1, Canada
| | - Heather Whetstone
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Milly So
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Tzvi Aviv
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Nicole Park
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Xueming Zhu
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - ChangJiang Xu
- Donnelly Center for Cellular and Biomedical Research, University of Toronto, Toronto M5S3E1, Canada
| | - Renee Head
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Katherine J Rowland
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada
| | - Mark Bernstein
- Division of Neurosurgery, Toronto Western Hospital, University of Toronto, Toronto, ON M5T 2S8, Canada
| | - Ian D Clarke
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada; School of Interdisciplinary Studies, OCAD University, Toronto, ON M5T 1W1, Canada
| | - Gary Bader
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Donnelly Center for Cellular and Biomedical Research, University of Toronto, Toronto M5S3E1, Canada
| | - Lea Harrington
- Department of Medicine, Institute for Research in Immunology and Cancer, Université de Montreal, Montreal, QC H3T 1J4, Canada
| | - John H Brumell
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Cell Biology Program, SickKids, Toronto, ON M5G 0A4, Canada
| | - Mike Tyers
- Department of Medicine, Institute for Research in Immunology and Cancer, Université de Montreal, Montreal, QC H3T 1J4, Canada
| | - Peter B Dirks
- Arthur and Sonia Labatt Brain Tumor Research Center and Developmental and Stem Cell Biology, The Hospital for Sick Children (SickKids), Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Division of Neurosurgery, SickKids, Toronto, ON M5G 1X8, Canada.
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38
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Lechman ER, Gentner B, Ng SW, Schoof EM, van Galen P, Kennedy JA, Nucera S, Ciceri F, Kaufmann KB, Takayama N, Dobson SM, Trotman-Grant A, Krivdova G, Elzinga J, Mitchell A, Nilsson B, Hermans KG, Eppert K, Marke R, Isserlin R, Voisin V, Bader GD, Zandstra PW, Golub TR, Ebert BL, Lu J, Minden M, Wang JC, Naldini L, Dick JE. miR-126 Regulates Distinct Self-Renewal Outcomes in Normal and Malignant Hematopoietic Stem Cells. Cancer Cell 2016; 29:602-606. [PMID: 27070706 PMCID: PMC5628169 DOI: 10.1016/j.ccell.2016.03.015] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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39
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Currie KW, Brown DDR, Zhu S, Xu C, Voisin V, Bader GD, Pearson BJ. HOX gene complement and expression in the planarian Schmidtea mediterranea. EvoDevo 2016; 7:7. [PMID: 27034770 PMCID: PMC4815179 DOI: 10.1186/s13227-016-0044-8] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2015] [Accepted: 03/09/2016] [Indexed: 12/21/2022] Open
Abstract
Background Freshwater planarians are well known for their regenerative abilities. Less well known is how planarians maintain spatial patterning in long-lived adult animals or how they re-pattern tissues during regeneration. HOX genes are good candidates to regulate planarian spatial patterning, yet the full complement or genomic clustering of planarian HOX genes has not yet been described, primarily because only a few have been detectable by in situ hybridization, and none have given morphological phenotypes when knocked down by RNAi. Results Because the planarian Schmidteamediterranea (S. mediterranea) is unsegmented, appendage less, and morphologically simple, it has been proposed that it may have a simplified HOX gene complement. Here, we argue against this hypothesis and show that S. mediterranea has a total of 13 HOX genes, which represent homologs to all major axial categories, and can be detected by whole-mount in situ hybridization using a highly sensitive method. In addition, we show that planarian HOX genes do not cluster in the genome, yet 5/13 have retained aspects of axially restricted expression. Finally, we confirm HOX gene axial expression by RNA deep-sequencing 6 anterior–posterior “zones” of the animal, which we provide as a dataset to the community to discover other axially restricted transcripts. Conclusions Freshwater planarians have an unappreciated HOX gene complexity, with all major axial categories represented. However, we conclude based on adult expression patterns that planarians have a derived body plan and their asexual lifestyle may have allowed for large changes in HOX expression from the last common ancestor between arthropods, flatworms, and vertebrates. Using our in situ method and axial zone RNAseq data, it should be possible to further understand the pathways that pattern the anterior–posterior axis of adult planarians. Electronic supplementary material The online version of this article (doi:10.1186/s13227-016-0044-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ko W Currie
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON M5G10A4 Canada ; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G10A4 Canada
| | - David D R Brown
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON M5G10A4 Canada ; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G10A4 Canada
| | - Shujun Zhu
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON M5G10A4 Canada ; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G10A4 Canada
| | - ChangJiang Xu
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON M5G10A4 Canada
| | - Veronique Voisin
- Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON M5G10A4 Canada
| | - Gary D Bader
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5G10A4 Canada ; Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON M5G10A4 Canada
| | - Bret J Pearson
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children, Toronto, ON M5G10A4 Canada ; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G10A4 Canada ; Ontario Institute for Cancer Research, Toronto, ON M5G10A4 Canada
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Lechman ER, Gentner B, Ng SWK, Schoof EM, van Galen P, Kennedy JA, Nucera S, Ciceri F, Kaufmann KB, Takayama N, Dobson SM, Trotman-Grant A, Krivdova G, Elzinga J, Mitchell A, Nilsson B, Hermans KG, Eppert K, Marke R, Isserlin R, Voisin V, Bader GD, Zandstra PW, Golub TR, Ebert BL, Lu J, Minden M, Wang JCY, Naldini L, Dick JE. miR-126 Regulates Distinct Self-Renewal Outcomes in Normal and Malignant Hematopoietic Stem Cells. Cancer Cell 2016; 29:214-28. [PMID: 26832662 PMCID: PMC4749543 DOI: 10.1016/j.ccell.2015.12.011] [Citation(s) in RCA: 153] [Impact Index Per Article: 19.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2014] [Revised: 07/13/2015] [Accepted: 12/21/2015] [Indexed: 12/16/2022]
Abstract
To investigate miRNA function in human acute myeloid leukemia (AML) stem cells (LSC), we generated a prognostic LSC-associated miRNA signature derived from functionally validated subpopulations of AML samples. For one signature miRNA, miR-126, high bioactivity aggregated all in vivo patient sample LSC activity into a single sorted population, tightly coupling miR-126 expression to LSC function. Through functional studies, miR-126 was found to restrain cell cycle progression, prevent differentiation, and increase self-renewal of primary LSC in vivo. Compared with prior results showing miR-126 regulation of normal hematopoietic stem cell (HSC) cycling, these functional stem effects are opposite between LSC and HSC. Combined transcriptome and proteome analysis demonstrates that miR-126 targets the PI3K/AKT/MTOR signaling pathway, preserving LSC quiescence and promoting chemotherapy resistance.
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Affiliation(s)
- Eric R Lechman
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Bernhard Gentner
- San Raffaele Telethon Institute for Gene Therapy, San Raffaele Hospital, Milan 20132, Italy; Vita Salute San Raffaele University, San Raffaele Scientific Institute, San Raffaele Hospital, Milan 20132, Italy; Hematology and Bone Marrow Transplantation Unit, San Raffaele Hospital, Milan 20132, Italy
| | - Stanley W K Ng
- Department of Chemical Engineering and Applied Chemistry, Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, ON M5G 2M9, Canada; The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Erwin M Schoof
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Peter van Galen
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - James A Kennedy
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2M9, Canada
| | - Silvia Nucera
- San Raffaele Telethon Institute for Gene Therapy, San Raffaele Hospital, Milan 20132, Italy; Vita Salute San Raffaele University, San Raffaele Scientific Institute, San Raffaele Hospital, Milan 20132, Italy
| | - Fabio Ciceri
- Vita Salute San Raffaele University, San Raffaele Scientific Institute, San Raffaele Hospital, Milan 20132, Italy; Hematology and Bone Marrow Transplantation Unit, San Raffaele Hospital, Milan 20132, Italy
| | - Kerstin B Kaufmann
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Naoya Takayama
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Stephanie M Dobson
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Aaron Trotman-Grant
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Gabriela Krivdova
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Janneke Elzinga
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Amanda Mitchell
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Björn Nilsson
- Department of Hematology and Transfusion Medicine, Lund University Hospital, Lund 221 84, Sweden
| | - Karin G Hermans
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Kolja Eppert
- Department of Pediatrics, McGill University and The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Rene Marke
- Laboratory of Pediatric Oncology, Radboud University Medical Center, Nijmegen, 6500 HB, Netherlands
| | - Ruth Isserlin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Peter W Zandstra
- Department of Chemical Engineering and Applied Chemistry, Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, ON M5G 2M9, Canada; The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Todd R Golub
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 44 Binney Street, Boston, MA 02115, USA
| | - Benjamin L Ebert
- Division of Hematology, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Jun Lu
- Yale Stem Cell Center, Yale Cancer Center, Yale University School of Medicine, New Haven, CT 06520, USA
| | - Mark Minden
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2M9, Canada
| | - Jean C Y Wang
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2M9, Canada
| | - Luigi Naldini
- San Raffaele Telethon Institute for Gene Therapy, San Raffaele Hospital, Milan 20132, Italy; Vita Salute San Raffaele University, San Raffaele Scientific Institute, San Raffaele Hospital, Milan 20132, Italy
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada; Princess Margaret Cancer Research Tower, Room 8-301, 101 College Street, Toronto M5G 1L7, Canada.
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Jeyaraju DV, Voisin V, Ramakrishnan A, Hurren R, Maclean N, Gronda M, Minden M, Bader G, Schimmer AD. Abstract A87: Targeting the mitochondrial quality control machinery in acute myeloid leukemia. Mol Cancer Res 2016. [DOI: 10.1158/1557-3125.metca15-a87] [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
Recently, we demonstrated that a subset of AML cells and stem cells have metabolic vulnerabilities in the mitochondria and oxidative phosphorylation (OXPHOS) chain that could impact on the ability of AML and AML stem cells to handle increased electron flux in the respiratory chain (Sriskanthadevan et al., Blood, 2015). To identify additional vulnerabilities in the mitochondria of AML cells and AML stem cells, we analyzed RNA expression levels of a panel of mitochondrial quality control proteins using the nCounter Analysis System (Nanostring technologies) in bulk as well as the progenitor enriched fraction of AML patients and normal donors. Among the top hits was the mitochondrial processing peptidase (MPP) that was upregulated in AML cells and progenitors compared to normal hematopoietic cells. MPP is a metallopeptidase composed of a regulatoryα subunit and a proteolytic β subunit that cleaves presequences from several nuclear encoded and mitochondrially imported proteins. To further analyze the expression of MPP in AML, we analyzed publicly available datasets (Eppert et al., (GSE30377), Laurenti et al., (GSE42414) and Norversthen et al., (GSE24759)). GSEA (Gene Set Enrichment Analysis) on stem enriched as well as bulk AML cells demonstrated upregulation of MPPα and β as well as increased expression of the mitochondrial protein import pathway in a subset of AML cells and stem cells compared to normal hematopoietic cells and stem cells.
To understand the importance of MPP in AML cells, we knocked down MPPα and β using shRNA in lentiviral vectors and confirmed target knockdown by immunoblotting. Knockdown of MPPα or β reduced the growth and viability of OCI-AML2 cells. Mechanistically, knockdown of MPP β increased mitochondrial ROS generation.
Thus, the mitochondrial protein import pathway is upregulated in a subset of AML cells and stem cells. Moreover inhibition of this pathway at the level of MPPα and β is cytotoxic to AML cells and disrupts mitochondrial function.
Citation Format: Danny V. Jeyaraju, Veronique Voisin, Ashwin Ramakrishnan, Rose Hurren, Neil Maclean, Marcela Gronda, Mark Minden, Gary Bader, Aaron D. Schimmer. Targeting the mitochondrial quality control machinery in acute myeloid leukemia. [abstract]. In: Proceedings of the AACR Special Conference: Metabolism and Cancer; Jun 7-10, 2015; Bellevue, WA. Philadelphia (PA): AACR; Mol Cancer Res 2016;14(1_Suppl):Abstract nr A87.
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Affiliation(s)
| | | | | | - Rose Hurren
- 1Princess Margaret Cancer Centre, Toronto, ON, Canada,
| | - Neil Maclean
- 1Princess Margaret Cancer Centre, Toronto, ON, Canada,
| | | | - Mark Minden
- 1Princess Margaret Cancer Centre, Toronto, ON, Canada,
| | - Gary Bader
- 2University of Toronto, Toronto, ON, Canada
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Rentas S, Holzapfel N, Belew M, Voisin V, Pratt G, Bader G, Yeo G, Hope K. Musashi-2 postranscriptionally attenuates aryl hydrocarbon receptor signaling to expand human hematopoietic stem cells. Exp Hematol 2015. [DOI: 10.1016/j.exphem.2015.06.235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Cole A, Wang Z, Coyaud E, Voisin V, Gronda M, Jitkova Y, Mattson R, Hurren R, Babovic S, Maclean N, Restall I, Wang X, Jeyaraju DV, Sukhai MA, Prabha S, Bashir S, Ramakrishnan A, Leung E, Qia YH, Zhang N, Combes KR, Ketela T, Lin F, Houry WA, Aman A, Al-Awar R, Zheng W, Wienholds E, Xu CJ, Dick J, Wang JCY, Moffat J, Minden MD, Eaves CJ, Bader GD, Hao Z, Kornblau SM, Raught B, Schimmer AD. Inhibition of the Mitochondrial Protease ClpP as a Therapeutic Strategy for Human Acute Myeloid Leukemia. Cancer Cell 2015; 27:864-76. [PMID: 26058080 PMCID: PMC4461837 DOI: 10.1016/j.ccell.2015.05.004] [Citation(s) in RCA: 240] [Impact Index Per Article: 26.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2014] [Revised: 02/06/2015] [Accepted: 05/07/2015] [Indexed: 12/15/2022]
Abstract
From an shRNA screen, we identified ClpP as a member of the mitochondrial proteome whose knockdown reduced the viability of K562 leukemic cells. Expression of this mitochondrial protease that has structural similarity to the cytoplasmic proteosome is increased in leukemic cells from approximately half of all patients with AML. Genetic or chemical inhibition of ClpP killed cells from both human AML cell lines and primary samples in which the cells showed elevated ClpP expression but did not affect their normal counterparts. Importantly, Clpp knockout mice were viable with normal hematopoiesis. Mechanistically, we found that ClpP interacts with mitochondrial respiratory chain proteins and metabolic enzymes, and knockdown of ClpP in leukemic cells inhibited oxidative phosphorylation and mitochondrial metabolism.
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Affiliation(s)
- Alicia Cole
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Zezhou Wang
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Etienne Coyaud
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Veronique Voisin
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Marcela Gronda
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Yulia Jitkova
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Rachel Mattson
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Rose Hurren
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Sonja Babovic
- Terry Fox Laboratory, British Columbia Cancer Agency and University of British Columbia, Vancouver, BC V5Z 1L3, Canada
| | - Neil Maclean
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Ian Restall
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Xiaoming Wang
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | | | | | - Swayam Prabha
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Shaheena Bashir
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | | | - Elisa Leung
- Department of Biochemistry, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Yi Hua Qia
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Nianxian Zhang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kevin R Combes
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Troy Ketela
- Department of Molecular Genetics, Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON M5S 3E1, Canada
| | - Fengshu Lin
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Walid A Houry
- Department of Biochemistry, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Ahmed Aman
- Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Rima Al-Awar
- Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Wei Zheng
- National Center for Advancing Translational Sciences, National Institutes of Health, Bethesda, MD 20892, USA
| | - Erno Wienholds
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
| | - Chang Jiang Xu
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - John Dick
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
| | - Jean C Y Wang
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
| | - Jason Moffat
- Department of Molecular Genetics, Donnelly Centre for Cellular and Biomolecular Research, Toronto, ON M5S 3E1, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
| | - Connie J Eaves
- Terry Fox Laboratory, British Columbia Cancer Agency and University of British Columbia, Vancouver, BC V5Z 1L3, Canada
| | - Gary D Bader
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Zhenyue Hao
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Steven M Kornblau
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Brian Raught
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada
| | - Aaron D Schimmer
- Princess Margaret Cancer Centre, Toronto, ON M5G 2M9, Canada; Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada.
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Boudil A, Matei IR, Shih HY, Bogdanoski G, Yuan JS, Chang SG, Montpellier B, Kowalski PE, Voisin V, Bashir S, Bader GD, Krangel MS, Guidos CJ. IL-7 coordinates proliferation, differentiation and Tcra recombination during thymocyte β-selection. Nat Immunol 2015; 16:397-405. [PMID: 25729925 PMCID: PMC4368453 DOI: 10.1038/ni.3122] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2014] [Accepted: 02/10/2015] [Indexed: 12/15/2022]
Abstract
Signaling via the pre-T cell antigen receptor (pre-TCR) and the receptor Notch1 induces transient self-renewal (β-selection) of TCRβ(+) CD4(-)CD8(-) double-negative stage 3 (DN3) and DN4 progenitor cells that differentiate into CD4(+)CD8(+) double-positive (DP) thymocytes, which then rearrange the locus encoding the TCR α-chain (Tcra). Interleukin 7 (IL-7) promotes the survival of TCRβ(-) DN thymocytes by inducing expression of the pro-survival molecule Bcl-2, but the functions of IL-7 during β-selection have remained unclear. Here we found that IL-7 signaled TCRβ(+) DN3 and DN4 thymocytes to upregulate genes encoding molecules involved in cell growth and repressed the gene encoding the transcriptional repressor Bcl-6. Accordingly, IL-7-deficient DN4 cells lacked trophic receptors and did not proliferate but rearranged Tcra prematurely and differentiated rapidly. Deletion of Bcl6 partially restored the self-renewal of DN4 cells in the absence of IL-7, but overexpression of BCL2 did not. Thus, IL-7 critically acts cooperatively with signaling via the pre-TCR and Notch1 to coordinate proliferation, differentiation and Tcra recombination during β-selection.
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Affiliation(s)
- Amine Boudil
- 1] Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada. [2] Department of Immunology, University of Toronto, Toronto, Canada
| | - Irina R Matei
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada
| | - Han-Yu Shih
- Department of Immunology, Duke University Medical Center, Durham, North Carolina, USA
| | - Goce Bogdanoski
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada
| | - Julie S Yuan
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada
| | - Stephen G Chang
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada
| | - Bertrand Montpellier
- 1] Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada. [2] Department of Immunology, University of Toronto, Toronto, Canada
| | - Paul E Kowalski
- Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada
| | | | | | - Gary D Bader
- 1] The Donnelly Centre, University of Toronto, Toronto, Canada. [2] Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Michael S Krangel
- Department of Immunology, Duke University Medical Center, Durham, North Carolina, USA
| | - Cynthia J Guidos
- 1] Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Canada. [2] Department of Immunology, University of Toronto, Toronto, Canada
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Liu JC, Voisin V, Wang S, Wang DY, Jones RA, Datti A, Uehling D, Al-awar R, Egan SE, Bader GD, Tsao M, Mak TW, Zacksenhaus E. Combined deletion of Pten and p53 in mammary epithelium accelerates triple-negative breast cancer with dependency on eEF2K. EMBO Mol Med 2014; 6:1542-60. [PMID: 25330770 PMCID: PMC4287974 DOI: 10.15252/emmm.201404402] [Citation(s) in RCA: 76] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2014] [Revised: 09/23/2014] [Accepted: 09/25/2014] [Indexed: 12/17/2022] Open
Abstract
The tumor suppressors Pten and p53 are frequently lost in breast cancer, yet the consequences of their combined inactivation are poorly understood. Here, we show that mammary-specific deletion of Pten via WAP-Cre, which targets alveolar progenitors, induced tumors with shortened latency compared to those induced by MMTV-Cre, which targets basal/luminal progenitors. Combined Pten-p53 mutations accelerated formation of claudin-low, triple-negative-like breast cancer (TNBC) that exhibited hyper-activated AKT signaling and more mesenchymal features relative to Pten or p53 single-mutant tumors. Twenty-four genes that were significantly and differentially expressed between WAP-Cre:Pten/p53 and MMTV-Cre:Pten/p53 tumors predicted poor survival for claudin-low patients. Kinome screens identified eukaryotic elongation factor-2 kinase (eEF2K) inhibitors as more potent than PI3K/AKT/mTOR inhibitors on both mouse and human Pten/p53-deficient TNBC cells. Sensitivity to eEF2K inhibition correlated with AKT pathway activity. eEF2K monotherapy suppressed growth of Pten/p53-deficient TNBC xenografts in vivo and cooperated with doxorubicin to efficiently kill tumor cells in vitro. Our results identify a prognostic signature for claudin-low patients and provide a rationale for using eEF2K inhibitors for treatment of TNBC with elevated AKT signaling.
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Affiliation(s)
- Jeff C Liu
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, ON, Canada
| | | | - Sharon Wang
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, ON, Canada Department of Laboratory Medicine & Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Dong-Yu Wang
- Princess Margaret Cancer Center, Toronto, ON, Canada Campbell Family Institute for Breast Cancer Research, Princess Margaret Hospital, Toronto, ON, Canada
| | - Robert A Jones
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, ON, Canada
| | - Alessandro Datti
- SMART Laboratory for High-Throughput Screening Programs, Lunenfeld-Tanenbaum Research Institute at Mount Sinai Hospital, Toronto, ON, Canada Department of Agricultural, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - David Uehling
- Drug Discovery Program, Department of Pharmacology and Toxicology, Ontario Institute for Cancer Research, University of Toronto, Toronto, ON, Canada
| | - Rima Al-awar
- Drug Discovery Program, Department of Pharmacology and Toxicology, Ontario Institute for Cancer Research, University of Toronto, Toronto, ON, Canada
| | - Sean E Egan
- Program in Developmental and Stem Cell Biology, The Hospital for Sick Children, Toronto, ON, Canada Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Ming Tsao
- Princess Margaret Cancer Center, Toronto, ON, Canada Department of Medical Biophysics, University Health Network, Toronto, ON, Canada
| | - Tak W Mak
- Campbell Family Institute for Breast Cancer Research, Princess Margaret Hospital, Toronto, ON, Canada SMART Laboratory for High-Throughput Screening Programs, Lunenfeld-Tanenbaum Research Institute at Mount Sinai Hospital, Toronto, ON, Canada Department of Medical Biophysics, University Health Network, Toronto, ON, Canada
| | - Eldad Zacksenhaus
- Division of Advanced Diagnostics, Toronto General Research Institute - University Health Network, Toronto, ON, Canada Department of Laboratory Medicine & Pathobiology, University of Toronto, Toronto, ON, Canada Department of Medical Biophysics, University Health Network, Toronto, ON, Canada
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Dolma S, So M, Voisin V, Zhu X, Head R, Clarke I, Bader G, Tyers M, Dirks P. SC-05 * DOPAMINE RECEPTOR ANTAGONISTS ARE SELECTIVE INHIBITORS OF GLIOBLASTOMA STEM CELLS THROUGH IMPAIRMENT OF AUTOPHAGY. Neuro Oncol 2014. [DOI: 10.1093/neuonc/nou275.5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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47
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Milyavsky M, Gan O, van Delft M, McDermott SP, Zipin-Roitman A, Buzina A, Ketela T, Shlush L, Xie S, Voisin V, Moffat J, Minden M, Dick J. Identification and characterization of therapy resistance determinants in leukemia. Exp Hematol 2014. [DOI: 10.1016/j.exphem.2014.07.192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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48
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Vanner RJ, Remke M, Gallo M, Selvadurai HJ, Coutinho F, Lee L, Kushida M, Head R, Morrissy S, Zhu X, Aviv T, Voisin V, Clarke ID, Li Y, Mungall AJ, Moore RA, Ma Y, Jones SJM, Marra MA, Malkin D, Northcott PA, Kool M, Pfister SM, Bader G, Hochedlinger K, Korshunov A, Taylor MD, Dirks PB. Quiescent sox2(+) cells drive hierarchical growth and relapse in sonic hedgehog subgroup medulloblastoma. Cancer Cell 2014; 26:33-47. [PMID: 24954133 PMCID: PMC4441014 DOI: 10.1016/j.ccr.2014.05.005] [Citation(s) in RCA: 202] [Impact Index Per Article: 20.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2013] [Revised: 01/28/2014] [Accepted: 05/12/2014] [Indexed: 12/11/2022]
Abstract
Functional heterogeneity within tumors presents a significant therapeutic challenge. Here we show that quiescent, therapy-resistant Sox2(+) cells propagate sonic hedgehog subgroup medulloblastoma by a mechanism that mirrors a neurogenic program. Rare Sox2(+) cells produce rapidly cycling doublecortin(+) progenitors that, together with their postmitotic progeny expressing NeuN, comprise tumor bulk. Sox2(+) cells are enriched following anti-mitotic chemotherapy and Smoothened inhibition, creating a reservoir for tumor regrowth. Lineage traces from Sox2(+) cells increase following treatment, suggesting that this population is responsible for relapse. Targeting Sox2(+) cells with the antineoplastic mithramycin abrogated tumor growth. Addressing functional heterogeneity and eliminating Sox2(+) cells presents a promising therapeutic paradigm for treatment of sonic hedgehog subgroup medulloblastoma.
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MESH Headings
- Animals
- Antigens, Nuclear/metabolism
- Antineoplastic Agents/pharmacology
- Biomarkers, Tumor/genetics
- Biomarkers, Tumor/metabolism
- Cell Lineage
- Cell Proliferation/drug effects
- Cerebellar Neoplasms/drug therapy
- Cerebellar Neoplasms/genetics
- Cerebellar Neoplasms/metabolism
- Cerebellar Neoplasms/pathology
- DNA-Binding Proteins
- Dose-Response Relationship, Drug
- Doublecortin Domain Proteins
- Drug Resistance, Neoplasm
- Gene Expression Profiling
- Gene Expression Regulation, Neoplastic
- Hedgehog Proteins/genetics
- Hedgehog Proteins/metabolism
- Medulloblastoma/drug therapy
- Medulloblastoma/genetics
- Medulloblastoma/metabolism
- Mice
- Mice, Transgenic
- Microtubule-Associated Proteins/metabolism
- Molecular Sequence Data
- Neoplasm Recurrence, Local
- Nerve Tissue Proteins/metabolism
- Neurogenesis
- Neuropeptides/metabolism
- Nuclear Proteins/metabolism
- Patched Receptors
- Plicamycin/pharmacology
- Prognosis
- Receptors, Cell Surface/genetics
- Receptors, Cell Surface/metabolism
- Receptors, G-Protein-Coupled/metabolism
- SOXB1 Transcription Factors/genetics
- SOXB1 Transcription Factors/metabolism
- Smoothened Receptor
- Time Factors
- Tumor Cells, Cultured
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Affiliation(s)
- Robert J Vanner
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Marc Remke
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Marco Gallo
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Hayden J Selvadurai
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Fiona Coutinho
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Lilian Lee
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Michelle Kushida
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Renee Head
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Sorana Morrissy
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Xueming Zhu
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Tzvi Aviv
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Ian D Clarke
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada; OCAD University, Toronto, ON M5T1W1, Canada
| | - Yisu Li
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC VSZ 4S6, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC VSZ 4S6, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC VSZ 4S6, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC VSZ 4S6, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC VSZ 4S6, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC VSZ 4S6, Canada
| | - David Malkin
- Division of Hematology/Oncology, HSC, Department of Pediatrics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Paul A Northcott
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) Heidelberg, 69120 Heidelberg, Germany
| | - Marcel Kool
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) Heidelberg, 69120 Heidelberg, Germany
| | - Stefan M Pfister
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) Heidelberg, 69120 Heidelberg, Germany; Department of Pediatric Oncology, Hematology, and Immunology, Heidelberg University Hospital, 69120 Heidelberg, Germany
| | - Gary Bader
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Konrad Hochedlinger
- Massachusetts General Hospital Cancer Center and Center for Regenerative Medicine, Boston, MA 02114, USA; Harvard Stem Cell Institute, Cambridge, MA 02138, USA
| | - Andrey Korshunov
- Department of Neuropathology, University of Heidelberg, 69120 Heidelberg, Germany; Clinical Cooperation Unit Neuropathology, German Cancer Research Centre, DKFZ, 69120 Heidelberg, Germany
| | - Michael D Taylor
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Peter B Dirks
- Arthur and Sonia Labatt Brain Tumour Research Centre and Division of Neurosurgery, Hospital for Sick Children (HSC), Toronto, ON M5G 1L7, Canada; Program in Developmental and Stem Cell Biology, HSC, Toronto, ON M5G 1X8, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada.
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49
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Abstract
High-throughput OMICs experiments generate signals for millions of entities (i.e. genes, proteins, metabolites or any measurable biological entity) in the cell. In an effort to summarize and explore these signals, expression results are examined in the context of known pathways and processes, through enrichment analysis to generate a set of pathways and processes that is significantly enriched. Due to the high redundancy in annotation resources this often results in hundreds of sets. To facilitate the analysis of these results, we have developed the Enrichment Map app to visualize enrichments as a network. We have updated Enrichment Map to support Cytoscape 3, and have added additional features including new data formats and command line access.
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Affiliation(s)
- Ruth Isserlin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Daniele Merico
- The Centre for Applied Genomics, Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Veronique Voisin
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Gary D Bader
- The Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
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50
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Colombaro V, Decleves AE, Voisin V, Giordano L, Jadot I, Habsch I, Flamion B, Caron N, Ngo JP, Kett M, Pearson J, Smith D, Abdelkader A, Kar S, Bertram J, Gardiner B, Evans R, Emans TW, Ow CP, Joles JA, Evans RG, Malpas SC, Koeners MP, Dube GR, Campos-Bilderback SB, Sandoval RM, Bosukonda D, Keck P, Leger R, Bey P, Carlson W, Molitoris BA, Cernaro V, Sfacteria A, Lucisano S, Lupica R, Bruzzese AM, Aloisi C, Montuori F, Lorenzano G, Visconti L, Buemi M. EXPERIMENTAL ISCHEMIA. Nephrol Dial Transplant 2014. [DOI: 10.1093/ndt/gfu135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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