1
|
Kohan AA, Lupien M, Cescon D, Deblois G, Ventura M, Metser U, Veit-Haibach P. Detection of metabolic adaptation in a triple-negative breast cancer animal model with [ 18F]choline-PET imaging as a surrogate for drug resistance. Eur J Nucl Med Mol Imaging 2024; 51:1261-1267. [PMID: 38095672 DOI: 10.1007/s00259-023-06546-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 08/11/2023] [Accepted: 11/26/2023] [Indexed: 03/22/2024]
Abstract
PURPOSE Test the feasibility of an image-based method to identify taxane resistance in mouse bearing triple-negative breast cancer (TNBC) tumor xenografts. METHODS Xenograft tumor-bearing mice from paclitaxel-sensitive and paclitaxel-resistant TNBC cells (MDA-MD-346) were generated by orthotopic injection into female NOD-SCID mice. When tumors reached 100-150 mm3, mice were scanned using [18F]choline PET/CT. Tumors were collected and sliced for autoradiography and immunofluorescence analysis. Quantitative data was analyzed accordingly. RESULTS From fifteen mice scanned, five had taxane-sensitive cell line tumors of which two underwent taxol-based treatment. From the remaining 10 mice with taxane-resistant cell line tumors, four underwent taxol-based treatment. Only 13 mice had the tumor sample analyzed histologically. When normalized to the blood pool, both cell lines showed differences in metabolic uptake before and after treatment. CONCLUSIONS Treated and untreated taxane-sensitive and taxane-resistant cell lines have different metabolic properties that could be leveraged before the start of chemotherapy.
Collapse
Affiliation(s)
- Andres A Kohan
- University Medical Imaging Toronto, Toronto Joint Department Medical Imaging, University Health Network, Sinai Health System, Women's College Hospital, 263 McCaul St 4th floor, Toronto, ON, M5T 1W7, Canada.
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - David Cescon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Geneviève Deblois
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montréal, Québec, Canada
- Faculty of Pharmacy, Université de Montréal, Montréal, Québec, Canada
| | - Manuela Ventura
- STTARR Innovation Centre, University Health Network, Toronto, Ontario, Canada
- Animal Resources GSU, Human Technopole Foundation, Milan, Italy
| | - Ur Metser
- University Medical Imaging Toronto, Toronto Joint Department Medical Imaging, University Health Network, Sinai Health System, Women's College Hospital, 263 McCaul St 4th floor, Toronto, ON, M5T 1W7, Canada
| | - Patrick Veit-Haibach
- University Medical Imaging Toronto, Toronto Joint Department Medical Imaging, University Health Network, Sinai Health System, Women's College Hospital, 263 McCaul St 4th floor, Toronto, ON, M5T 1W7, Canada
| |
Collapse
|
2
|
Llinàs-Arias P, Ensenyat-Mendez M, Íñiguez-Muñoz S, Orozco JIJ, Valdez B, Salomon MP, Matsuba C, Solivellas-Pieras M, Bedoya-López AF, Sesé B, Mezger A, Ormestad M, Unzueta F, Strand SH, Boiko AD, Hwang ES, Cortés J, DiNome ML, Esteller M, Lupien M, Marzese DM. Chromatin insulation orchestrates matrix metalloproteinase gene cluster expression reprogramming in aggressive breast cancer tumors. Mol Cancer 2023; 22:190. [PMID: 38017545 PMCID: PMC10683115 DOI: 10.1186/s12943-023-01906-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 05/08/2023] [Accepted: 11/17/2023] [Indexed: 11/30/2023] Open
Abstract
BACKGROUND Triple-negative breast cancer (TNBC) is an aggressive subtype that exhibits a high incidence of distant metastases and lacks targeted therapeutic options. Here we explored how the epigenome contributes to matrix metalloprotease (MMP) dysregulation impacting tumor invasion, which is the first step of the metastatic process. METHODS We combined RNA expression and chromatin interaction data to identify insulator elements potentially associated with MMP gene expression and invasion. We employed CRISPR/Cas9 to disrupt the CCCTC-Binding Factor (CTCF) binding site on an insulator element downstream of the MMP8 gene (IE8) in two TNBC cellular models. We characterized these models by combining Hi-C, ATAC-seq, and RNA-seq with functional experiments to determine invasive ability. The potential of our findings to predict the progression of ductal carcinoma in situ (DCIS), was tested in data from clinical specimens. RESULTS We explored the clinical relevance of an insulator element located within the Chr11q22.2 locus, downstream of the MMP8 gene (IE8). This regulatory element resulted in a topologically associating domain (TAD) boundary that isolated nine MMP genes into two anti-correlated expression clusters. This expression pattern was associated with worse relapse-free (HR = 1.57 [1.06 - 2.33]; p = 0.023) and overall (HR = 2.65 [1.31 - 5.37], p = 0.005) survival of TNBC patients. After CRISPR/Cas9-mediated disruption of IE8, cancer cells showed a switch in the MMP expression signature, specifically downregulating the pro-invasive MMP1 gene and upregulating the antitumorigenic MMP8 gene, resulting in reduced invasive ability and collagen degradation. We observed that the MMP expression pattern predicts DCIS that eventually progresses into invasive ductal carcinomas (AUC = 0.77, p < 0.01). CONCLUSION Our study demonstrates how the activation of an IE near the MMP8 gene determines the regional transcriptional regulation of MMP genes with opposing functional activity, ultimately influencing the invasive properties of aggressive forms of breast cancer.
Collapse
Affiliation(s)
- Pere Llinàs-Arias
- Cancer Epigenetics Laboratory, Health Research Institute of the Balearic Islands (IdISBa), Palma, 07120, Spain
| | - Miquel Ensenyat-Mendez
- Cancer Epigenetics Laboratory, Health Research Institute of the Balearic Islands (IdISBa), Palma, 07120, Spain
| | - Sandra Íñiguez-Muñoz
- Cancer Epigenetics Laboratory, Health Research Institute of the Balearic Islands (IdISBa), Palma, 07120, Spain
| | - Javier I J Orozco
- Saint John's Cancer Institute, Providence Saint John's Health Center, Santa Monica, CA, USA
| | - Betsy Valdez
- Saint John's Cancer Institute, Providence Saint John's Health Center, Santa Monica, CA, USA
| | - Matthew P Salomon
- Keck School of Medicine, USC Research Center for Liver Diseases, University of Southern California, Los Angeles, CA, USA
| | - Chikako Matsuba
- Keck School of Medicine, USC Research Center for Liver Diseases, University of Southern California, Los Angeles, CA, USA
| | - Maria Solivellas-Pieras
- Cancer Epigenetics Laboratory, Health Research Institute of the Balearic Islands (IdISBa), Palma, 07120, Spain
| | - Andrés F Bedoya-López
- Cancer Epigenetics Laboratory, Health Research Institute of the Balearic Islands (IdISBa), Palma, 07120, Spain
| | - Borja Sesé
- Cancer Epigenetics Laboratory, Health Research Institute of the Balearic Islands (IdISBa), Palma, 07120, Spain
| | - Anja Mezger
- Science for Life Laboratory, Solna, 17665, Sweden
| | | | - Fernando Unzueta
- Advanced Optical Microscopy Facility Scientific and Technological Centres of University of Barcelona, Barcelona, Spain
| | - Siri H Strand
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Alexander D Boiko
- Department of Medicine, Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Los Angeles, CA, 90048, USA
| | - E Shelley Hwang
- Department of Surgery, Duke University School of Medicine, Durham, NC, USA
| | - Javier Cortés
- Pangaea Oncology, Quiron Group, International Breast Cancer Center (IBCC), Barcelona, 08017, Spain
- Medica Scientia Innovation Research SL (MEDSIR), Barcelona, 08018, Spain
- Department of Medicine, Faculty of Biomedical and Health Sciences, Universidad Europea de Madrid, Madrid, 28670, Spain
| | - Maggie L DiNome
- Department of Surgery, Duke University School of Medicine, Durham, NC, USA
| | - Manel Esteller
- Josep Carreras Leukaemia Research Institute, Badalona, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red Cancer (CIBERONC), Madrid, 28029, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
- Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, Toronto, ON, M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G 1L7, Canada
- Ontario Institute for Cancer Research, Toronto, ON, M5G 0A3, Canada
| | - Diego M Marzese
- Cancer Epigenetics Laboratory, Health Research Institute of the Balearic Islands (IdISBa), Palma, 07120, Spain.
- Department of Surgery, Duke University School of Medicine, Durham, NC, USA.
| |
Collapse
|
3
|
Llinàs-Arias P, Ensenyat-Méndez M, Orozco JIJ, Íñiguez-Muñoz S, Valdez B, Wang C, Mezger A, Choi E, Tran YZ, Yao L, Bonath F, Olsen RA, Ormestad M, Esteller M, Lupien M, Marzese DM. 3-D chromatin conformation, accessibility, and gene expression profiling of triple-negative breast cancer. BMC Genom Data 2023; 24:61. [PMID: 37919672 PMCID: PMC10621134 DOI: 10.1186/s12863-023-01166-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 05/16/2023] [Accepted: 10/19/2023] [Indexed: 11/04/2023] Open
Abstract
OBJECTIVES Triple-negative breast cancer (TNBC) is a highly aggressive breast cancer subtype with limited treatment options. Unlike other breast cancer subtypes, the scarcity of specific therapies and greater frequencies of distant metastases contribute to its aggressiveness. We aimed to find epigenetic changes that aid in the understanding of the dissemination process of these cancers. DATA DESCRIPTION Using CRISPR/Cas9, our experimental approach led us to identify and disrupt an insulator element, IE8, whose activity seemed relevant for cell invasion. The experiments were performed in two well-established TNBC cellular models, the MDA-MB-231 and the MDA-MB-436. To gain insights into the underlying molecular mechanisms of TNBC invasion ability, we generated and characterized high-resolution chromatin interaction (Hi-C) and chromatin accessibility (ATAC-seq) maps in both cell models and complemented these datasets with gene expression profiling (RNA-seq) in MDA-MB-231, the cell line that showed more significant changes in chromatin accessibility. Altogether, our data provide a comprehensive resource for understanding the spatial organization of the genome in TNBC cells, which may contribute to accelerating the discovery of TNBC-specific alterations triggering advances for this devastating disease.
Collapse
Affiliation(s)
- Pere Llinàs-Arias
- Cancer Epigenetics Laboratory at the Cancer Cell Biology Group, Health Research Institute of the Balearic Islands (IdISBa), 07120, Palma, Spain
| | - Miquel Ensenyat-Méndez
- Cancer Epigenetics Laboratory at the Cancer Cell Biology Group, Health Research Institute of the Balearic Islands (IdISBa), 07120, Palma, Spain
| | - Javier I J Orozco
- Saint John's Cancer Institute, Providence Saint John's Health Center, Santa Monica, CA, USA
| | - Sandra Íñiguez-Muñoz
- Cancer Epigenetics Laboratory at the Cancer Cell Biology Group, Health Research Institute of the Balearic Islands (IdISBa), 07120, Palma, Spain
| | - Betsy Valdez
- Saint John's Cancer Institute, Providence Saint John's Health Center, Santa Monica, CA, USA
| | - Chuan Wang
- Department of Biosciences and Nutrition, Science for Life Laboratory,, Karolinska Institutet, Stockholm, Sweden
| | - Anja Mezger
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Eunkyoung Choi
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Yan Zhou Tran
- Department of Biosciences and Nutrition, Science for Life Laboratory,, Karolinska Institutet, Stockholm, Sweden
| | - Liqun Yao
- Department of Biosciences and Nutrition, Science for Life Laboratory,, Karolinska Institutet, Stockholm, Sweden
| | - Franziska Bonath
- Department of Biochemistry and Biophysics, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
| | - Remi-André Olsen
- Department of Biochemistry and Biophysics, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
| | - Mattias Ormestad
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Manel Esteller
- Josep Carreras Leukaemia Research Institute, Badalona, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red Cancer (CIBERONC), 28029, Madrid, Spain
- Institució Catalana de Recerca I Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
- Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, Toronto, Toronto, ON, M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G 1L7, Canada
- Ontario Institute for Cancer Research, Toronto, ON, M5G 0A3, Canada
| | - Diego M Marzese
- Cancer Epigenetics Laboratory at the Cancer Cell Biology Group, Health Research Institute of the Balearic Islands (IdISBa), 07120, Palma, Spain.
| |
Collapse
|
4
|
Grillo G, Keshavarzian T, Linder S, Arlidge C, Mout L, Nand A, Teng M, Qamra A, Zhou S, Kron KJ, Murison A, Hawley JR, Fraser M, van der Kwast TH, Raj GV, He HH, Zwart W, Lupien M. Transposable Elements Are Co-opted as Oncogenic Regulatory Elements by Lineage-Specific Transcription Factors in Prostate Cancer. Cancer Discov 2023; 13:2470-2487. [PMID: 37694973 PMCID: PMC10618745 DOI: 10.1158/2159-8290.cd-23-0331] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 07/30/2023] [Accepted: 09/08/2023] [Indexed: 09/12/2023]
Abstract
Transposable elements hold regulatory functions that impact cell fate determination by controlling gene expression. However, little is known about the transcriptional machinery engaged at transposable elements in pluripotent and mature versus oncogenic cell states. Through positional analysis over repetitive DNA sequences of H3K27ac chromatin immunoprecipitation sequencing data from 32 normal cell states, we report pluripotent/stem and mature cell state-specific "regulatory transposable elements." Pluripotent/stem elements are binding sites for pluripotency factors (e.g., NANOG, SOX2, OCT4). Mature cell elements are docking sites for lineage-specific transcription factors, including AR and FOXA1 in prostate epithelium. Expanding the analysis to prostate tumors, we identify a subset of regulatory transposable elements shared with pluripotent/stem cells, including Tigger3a. Using chromatin editing technology, we show how such elements promote prostate cancer growth by regulating AR transcriptional activity. Collectively, our results suggest that oncogenesis arises from lineage-specific transcription factors hijacking pluripotent/stem cell regulatory transposable elements. SIGNIFICANCE We show that oncogenesis relies on co-opting transposable elements from pluripotent stem cells as regulatory elements altering the recruitment of lineage-specific transcription factors. We further discover how co-option is dependent on active chromatin states with important implications for developing treatment options against drivers of oncogenesis across the repetitive DNA. This article is featured in Selected Articles from This Issue, p. 2293.
Collapse
Affiliation(s)
- Giacomo Grillo
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Tina Keshavarzian
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Simon Linder
- Division of Oncogenomics, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Christopher Arlidge
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Lisanne Mout
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Ankita Nand
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mona Teng
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Aditi Qamra
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Stanley Zhou
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Ken J. Kron
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - James R. Hawley
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Michael Fraser
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Theodorus H. van der Kwast
- Laboratory Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Ganesh V. Raj
- Department of Urology, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Housheng Hansen He
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Wilbert Zwart
- Division of Oncogenomics, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, the Netherlands
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| |
Collapse
|
5
|
Medina TS, Murison A, Smith M, Kinker GS, Chakravarthy A, Vitiello GAF, Turpin W, Shen SY, Yau HL, Sarmento OF, Faubion W, Lupien M, Silverberg MS, Arrowsmith CH, De Carvalho DD. The chromatin and single-cell transcriptional landscapes of CD4 T cells in inflammatory bowel disease link risk loci with a proinflammatory Th17 cell population. Front Immunol 2023; 14:1161901. [PMID: 37600767 PMCID: PMC10436103 DOI: 10.3389/fimmu.2023.1161901] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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: 02/08/2023] [Accepted: 07/03/2023] [Indexed: 08/22/2023] Open
Abstract
Introduction The imbalance between Th17 and regulatory T cells in inflammatory bowel diseases (IBD) promotes intestinal epithelial cell damage. In this scenario, T helper cell lineage commitment is accompanied by dynamic changes to the chromatin that facilitate or repress gene expression. Methods Here, we characterized the chromatin landscape and heterogeneity of intestinal and peripheral CD4 T cellsfrom IBD patients using in house ATAC-Seq and single cell RNA-Seq libraries. Results We show that chromatin accessibility profiles of CD4 T cells from inflamed intestinal biopsies relate to genes associated with a network of inflammatory processes. After integrating the chromatin profiles of tissue-derived CD4 T cells and in-vitro polarized CD4 T cell subpopulations, we found that the chromatin accessibility changes of CD4 T cells were associated with a higher predominance of pathogenic Th17 cells (pTh17 cells) in inflamed biopsies. In addition, IBD risk loci in CD4 T cells were colocalized with accessible chromatin changes near pTh17-related genes, as shown in intronic STAT3 and IL23R regions enriched in areas of active intestinal inflammation. Moreover, single cell RNA-Seq analysis revealed a population of pTh17 cells that co-expresses Th1 and cytotoxic transcriptional programs associated with IBD severity. Discussion Altogether, we show that cytotoxic pTh17 cells were specifically associated with IBD genetic variants and linked to intestinal inflammation of IBD patients.
Collapse
Affiliation(s)
- Tiago S. Medina
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- International Research Center, A.C. Camargo Cancer Center, São Paulo, Brazil
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Michelle Smith
- Division of Gastroenterology, Mount Sinai Hospital, University of Toronto, Toronto, ON, Canada
| | - Gabriela S. Kinker
- International Research Center, A.C. Camargo Cancer Center, São Paulo, Brazil
| | - Ankur Chakravarthy
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Williams Turpin
- Division of Gastroenterology, Mount Sinai Hospital, University of Toronto, Toronto, ON, Canada
| | - Shu Yi Shen
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Helen L. Yau
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Olga F. Sarmento
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, United States
| | - William Faubion
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, United States
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Mark S. Silverberg
- Division of Gastroenterology, Mount Sinai Hospital, University of Toronto, Toronto, ON, Canada
| | - Cheryl H. Arrowsmith
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Structural Genomics Consortium, 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
| |
Collapse
|
6
|
Karimzadeh M, Arlidge C, Rostami A, Lupien M, Bratman SV, Hoffman MM. Human papillomavirus integration transforms chromatin to drive oncogenesis. Genome Biol 2023; 24:142. [PMID: 37365652 DOI: 10.1186/s13059-023-02926-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 04/07/2023] [Indexed: 06/28/2023] Open
Abstract
BACKGROUND Human papillomavirus (HPV) drives almost all cervical cancers and up to 70% of head and neck cancers. Frequent integration into the host genome occurs predominantly in tumorigenic types of HPV. We hypothesize that changes in chromatin state at the location of integration can result in changes in gene expression that contribute to the tumorigenicity of HPV. RESULTS We find that viral integration events often occur along with changes in chromatin state and expression of genes near the integration site. We investigate whether introduction of new transcription factor binding sites due to HPV integration could invoke these changes. Some regions within the HPV genome, particularly the position of a conserved CTCF binding site, show enriched chromatin accessibility signal. ChIP-seq reveals that the conserved CTCF binding site within the HPV genome binds CTCF in 4 HPV+ cancer cell lines. Significant changes in CTCF binding pattern and increases in chromatin accessibility occur exclusively within 100 kbp of HPV integration sites. The chromatin changes co-occur with out-sized changes in transcription and alternative splicing of local genes. Analysis of The Cancer Genome Atlas (TCGA) HPV+ tumors indicates that HPV integration upregulates genes which have significantly higher essentiality scores compared to randomly selected upregulated genes from the same tumors. CONCLUSIONS Our results suggest that introduction of a new CTCF binding site due to HPV integration reorganizes chromatin state and upregulates genes essential for tumor viability in some HPV+ tumors. These findings emphasize a newly recognized role of HPV integration in oncogenesis.
Collapse
Affiliation(s)
- Mehran Karimzadeh
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Vector Institute for Artificial Intelligence, Toronto, ON, Canada
| | - Christopher Arlidge
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ariana Rostami
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mathieu Lupien
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
| | - Scott V Bratman
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
| | - Michael M Hoffman
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
- Vector Institute for Artificial Intelligence, Toronto, ON, Canada.
- Department of Computer Science, University of Toronto, Toronto, ON, Canada.
| |
Collapse
|
7
|
Cameron S, Deblois G, Hawley JR, Qamra A, Zhou S, Tonekaboni SAM, Murison A, Van Vliet R, Liu J, Locasale JW, Lupien M. Chronic hypoxia favours adoption to a castration-resistant cell state in prostate cancer. Oncogene 2023; 42:1693-1703. [PMID: 37020039 DOI: 10.1038/s41388-023-02680-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 03/10/2023] [Accepted: 03/22/2023] [Indexed: 04/07/2023]
Abstract
Predicting and treating recurrence in intermediate-risk prostate cancer patients remains a challenge despite having identified genomic instability [1] and hypoxia [2, 3] as risk factors. This underlies challenges in assigning the functional impact of these risk factors to mechanisms promoting prostate cancer progression. Here we show chronic hypoxia (CH), as observed in prostate tumours [4], leads to the adoption of an androgen-independent state in prostate cancer cells. Specifically, CH results in prostate cancer cells adopting transcriptional and metabolic alterations typical of castration-resistant prostate cancer cells. These changes include the increased expression of transmembrane transporters for the methionine cycle and related pathways leading to increased abundance of metabolites and expression of enzymes related to glycolysis. Targeting of the Glucose Transporter 1 (GLUT1) identified a dependency on glycolysis in androgen-independent cells. Overall, we identified a therapeutically targetable weakness in chronic hypoxia and androgen-independent prostate cancer. These findings may offer additional strategies for treatment development against hypoxic prostate cancer.
Collapse
Affiliation(s)
- Sarina Cameron
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada
| | - Genevieve Deblois
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada
- Institute for Research in Immunology and Cancer (IRIC), Faculty of Pharmacy, University of Montréal, Montréal, QC, H3T 1J4, Canada
| | - James R Hawley
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Aditi Qamra
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada
| | - Stanley Zhou
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Seyed Ali Madani Tonekaboni
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | | | - Romy Van Vliet
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada
| | - Juan Liu
- Duke University School of Medicine, Durham, NC, USA
| | | | - Mathieu Lupien
- Princess Margaret Cancer Research Centre, Toronto, ON, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
- Ontario Institute for Cancer Research, Toronto, ON, Canada.
| |
Collapse
|
8
|
Johnston M, Lee JJY, Hu B, Nikolic A, Baguette A, Paik S, Chen H, Kumar S, Chen C, Jessa S, Balin P, Fong V, Zwaig M, MichealRaj K, Chen X, Zhang Y, Varadharajan S, Billon P, Juretic N, Daniels C, Giannini C, Thompson E, Hauser P, Kim SK, Wang KC, Lee JY, Grajkowska W, Agnihotri S, Mack SC, Ellezam B, Weil A, Bourque G, Chan J, Lupien M, Ragoussis J, Kleinman C, Majewski J, Jabado N, Taylor M, Blanchette M, Gallo M. EPCO-38. TYPE B ULTRA LONG-RANGE INTERACTIONS IN PFAS (TULIPS) ARE RECURRENT EPIGENOMIC FEATURES OF PFA EPENDYMOMA. Neuro Oncol 2022. [DOI: 10.1093/neuonc/noac209.472] [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] Open
Abstract
Abstract
Posterior Fossa Group A (PFA) ependymomas are pediatric brain tumors with extremely poor survival outcomes. As protein-coding mutations in PFA are exceedingly rare, the underlying etiology of these tumors remains elusive. Elevated CpG island methylation and depletion of H3K27me3 have been described in PFA, leading to the hypothesis that PFA may be driven by a dysregulated epigenetic state. In this study, we sought to determine how three-dimensional (3D) genome features (such as DNA loops, domains, and compartments) differ between pediatric brain tumors. We performed Hi-C sequencing on a collection of 64 patient specimens and patient-derived primary cultures that collectively span multiple subgroups of ependymoma, medulloblastoma, high-grade glioma, and non-neoplastic brain. For certain samples, we further performed RNA-seq, histone modification ChIP-seq, or whole-genome bisulfite sequencing to allow multiomic data integration. Overall, the 3D genome organization of PFA samples appeared distinct from other tumor types. We identified and defined TULIPs: a subset of type B compartments, separated by genomic distances greater than 10 Mbp, that exhibit a striking fivefold increase in reciprocal interaction strength. These TULIPs recurred at the same genomic positions across the vast majority of PFA samples with minimal representation among other tumor or non-tumor samples. TULIPs displayed enrichment for heterochromatic features such as H3K9me3 and late replication timing and were depleted of euchromatic features such as H3K27ac and protein-coding genes. By using immuno-fluorescence for H3K9me3 and oligo-FISH to label TULIP regions, we demonstrated that TULIP regions are more compact in PFA than other tumors. Finally, by applying inhibitors of H3K9 lysine methylation to PFA cultures we showed that TULIPs become more diffuse and cell viability is reduced. Altogether, this work defines TULIPs as highly recurrent epigenetic features of PFA tumors.
Collapse
Affiliation(s)
- Michael Johnston
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada, Calgary , Alberta , Canada
| | - John J Y Lee
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children , Toronto , Canada
| | - Bo Hu
- Department of Human Genetics, McGill University , Montreal , Canada
| | - Ana Nikolic
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada, Calgary , Alberta , Canada
| | - Audrey Baguette
- Quantitative Life Sciences, McGill University , Montreal , Canada
| | - Seungil Paik
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada, Calgary , Alberta , Canada
| | - Haifen Chen
- Department of Human Genetics, McGill University , Montreal , Canada
| | - Sachin Kumar
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto , Ontario , Canada
| | - Carol Chen
- Department of Human Genetics, McGill University , Montreal , Canada
| | - Selin Jessa
- Quantitative Life Sciences, McGill University , Montreal , Canada
| | - Polina Balin
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children , Toronto , Canada
| | - Vernon Fong
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children , Toronto , Canada
| | - Melissa Zwaig
- Department of Human Genetics, McGill University , Montreal , Canada
| | - Kulandaimanuvel MichealRaj
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children , Toronto , Canada
| | - Xun Chen
- Department of Anatomy and Cell Biology, Kyoto University , Kyoto , Japan
| | - Yanlin Zhang
- School of Computer Science, McGill University , Montreal , Canada
| | | | - Pierre Billon
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary , Calgary , Canada
| | | | - Craig Daniels
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children , Toronto , Canada
| | - Caterina Giannini
- Department of Pathology and Laboratory Medicine, Mayo Clinic , Rochester, MN , USA
| | | | - Peter Hauser
- Department of Pediatrics, Semmelweis University , Budapest , Hungary
| | - Seung-Ki Kim
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Seoul National University Children’s Hospital , Seoul , Republic of Korea
| | - Kyu-Chang Wang
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Seoul National University Children’s Hospital , Seoul , Republic of Korea
| | - Ji Yeoun Lee
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Seoul National University Children’s Hospital , Seoul , Republic of Korea
| | - Wieslawa Grajkowska
- Department of Pathology, The Children’s Memorial Health Institute, University of Warsaw , Warsaw , Poland
| | - Sameer Agnihotri
- Department of Neurosurgery, University of Pittsburgh Medical Center , Pittsburgh , USA
| | | | - Benjamin Ellezam
- Department of Pathology, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal , Montreal , Canada
| | - Alex Weil
- Department of Pathology, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal , Montreal , Canada
| | | | - Jennifer Chan
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada, Calgary , Alberta , Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network , Toronto , Canada
| | | | | | - Jacek Majewski
- Department of Human Genetics, McGill University , Montreal , Canada
| | - Nada Jabado
- The Research Institute of the McGill University Health Center , Montréal , Canada
| | | | | | - Marco Gallo
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada, Calgary , Alberta , Canada
| |
Collapse
|
9
|
Yanchus C, Drucker KL, Kollmeyer TM, Tsai R, Winick-Ng W, Liang M, Malik A, Pawling J, De Lorenzo SB, Ali A, Decker PA, Kosel ML, Panda A, Al-Zahrani KN, Jiang L, Browning JWL, Lowden C, Geuenich M, Hernandez JJ, Gosio JT, Ahmed M, Loganathan SK, Berman J, Trcka D, Michealraj KA, Fortin J, Carson B, Hollingsworth EW, Jacinto S, Mazrooei P, Zhou L, Elia A, Lupien M, He HH, Murphy DJ, Wang L, Abyzov A, Dennis JW, Maass PG, Campbell K, Wilson MD, Lachance DH, Wrensch M, Wiencke J, Mak T, Pennacchio LA, Dickel DE, Visel A, Wrana J, Taylor MD, Zadeh G, Dirks P, Eckel-Passow JE, Attisano L, Pombo A, Ida CM, Kvon EZ, Jenkins RB, Schramek D. A noncoding single-nucleotide polymorphism at 8q24 drives IDH1-mutant glioma formation. Science 2022; 378:68-78. [PMID: 36201590 PMCID: PMC9926876 DOI: 10.1126/science.abj2890] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Establishing causal links between inherited polymorphisms and cancer risk is challenging. Here, we focus on the single-nucleotide polymorphism rs55705857, which confers a sixfold greater risk of isocitrate dehydrogenase (IDH)-mutant low-grade glioma (LGG). We reveal that rs55705857 itself is the causal variant and is associated with molecular pathways that drive LGG. Mechanistically, we show that rs55705857 resides within a brain-specific enhancer, where the risk allele disrupts OCT2/4 binding, allowing increased interaction with the Myc promoter and increased Myc expression. Mutating the orthologous mouse rs55705857 locus accelerated tumor development in an Idh1R132H-driven LGG mouse model from 472 to 172 days and increased penetrance from 30% to 75%. Our work reveals mechanisms of the heritable predisposition to lethal glioma in ~40% of LGG patients.
Collapse
Affiliation(s)
- Connor Yanchus
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Kristen L. Drucker
- Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Thomas M. Kollmeyer
- Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Ricky Tsai
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Warren Winick-Ng
- Max-Delbrück Centre for Molecular Medicine, Berlin Institute for Medical Systems Biology, Epigenetic Regulation and Chromatin Architecture Group, 13092 Berlin, Germany
| | - Minggao Liang
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Ahmad Malik
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Judy Pawling
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Silvana B. De Lorenzo
- Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Asma Ali
- Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Paul A. Decker
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA
| | - Matt L. Kosel
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA
| | - Arijit Panda
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA
| | - Khalid N. Al-Zahrani
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Lingyan Jiang
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Jared W. L. Browning
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Chris Lowden
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Michael Geuenich
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - J. Javier Hernandez
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Jessica T. Gosio
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | | | - Sampath Kumar Loganathan
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Jacob Berman
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Daniel Trcka
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | | | - Jerome Fortin
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
| | - Brittany Carson
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Ethan W. Hollingsworth
- Department of Developmental and Cell Biology, University of California, Irvine, CA 92617, USA
| | - Sandra Jacinto
- Department of Developmental and Cell Biology, University of California, Irvine, CA 92617, USA
| | - Parisa Mazrooei
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Lily Zhou
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
| | - Andrew Elia
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Housheng Hansen He
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Daniel J. Murphy
- Institute of Cancer Sciences, University of Glasgow, Glasgow G61 1BD, Scotland, UK
- Cancer Research UK Beatson Institute, Glasgow G61 1BD, Scotland, UK
| | - Liguo Wang
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA
| | - Alexej Abyzov
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA
| | - James W. Dennis
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Philipp G. Maass
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Kieran Campbell
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Michael D. Wilson
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Daniel H. Lachance
- Departments of Neurology and Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Margaret Wrensch
- Department of Neurological Surgery, University of California, San Francisco, CA 94143, USA
| | - John Wiencke
- Department of Neurological Surgery, University of California, San Francisco, CA 94143, USA
| | - Tak Mak
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Len A. Pennacchio
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94710, USA
- Comparative Biochemistry Program, University of California, Berkeley, CA 94720, USA
- US Department of Energy Joint Genome Institute, Berkeley, CA 94720, USA
| | - Diane E. Dickel
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94710, USA
| | - Axel Visel
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94710, USA
- US Department of Energy Joint Genome Institute, Berkeley, CA 94720, USA
- School of Natural Sciences, University of California, Merced, CA 95343, USA
| | - Jeffrey Wrana
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Michael D. Taylor
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Gelareh Zadeh
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Peter Dirks
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
- Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | | | - Liliana Attisano
- Department of Biochemistry, University of Toronto, Toronto, ON M5S 1A8, Canada
- Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada
| | - Ana Pombo
- Max-Delbrück Centre for Molecular Medicine, Berlin Institute for Medical Systems Biology, Epigenetic Regulation and Chromatin Architecture Group, 13092 Berlin, Germany
- Institute of Biology, Humboldt University of Berlin, 10115 Berlin, Germany
| | - Cristiane M. Ida
- Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Evgeny Z. Kvon
- Department of Developmental and Cell Biology, University of California, Irvine, CA 92617, USA
| | - Robert B. Jenkins
- Division of Experimental Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN 55905, USA
| | - Daniel Schramek
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| |
Collapse
|
10
|
Bahl S, Carroll JS, Lupien M. Chromatin Variants Reveal the Genetic Determinants of Oncogenesis in Breast Cancer. Cold Spring Harb Perspect Med 2022; 12:a041322. [PMID: 36041880 PMCID: PMC9524388 DOI: 10.1101/cshperspect.a041322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Breast cancer presents as multiple distinct disease entities. Each tumor harbors diverse cell populations defining a phenotypic heterogeneity that impinges on our ability to treat patients. To date, efforts mainly focused on genetic variants to find drivers of inter- and intratumor phenotypic heterogeneity. However, these efforts have failed to fully capture the genetic basis of breast cancer. Through recent technological and analytical approaches, the genetic basis of phenotypes can now be decoded by characterizing chromatin variants. These variants correspond to polymorphisms in chromatin states at DNA sequences that serve a distinct role across cell populations. Here, we review the function and causes of chromatin variants as they relate to breast cancer inter- and intratumor heterogeneity and how they can guide the development of treatment alternatives to fulfill the goal of precision cancer medicine.
Collapse
Affiliation(s)
- Shalini Bahl
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Jason S Carroll
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge CB2 0RE, United Kingdom
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| |
Collapse
|
11
|
Grillo G, Lupien M. Cancer-associated chromatin variants uncover the oncogenic role of transposable elements. Curr Opin Genet Dev 2022; 74:101911. [PMID: 35487182 DOI: 10.1016/j.gde.2022.101911] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 03/08/2022] [Accepted: 03/24/2022] [Indexed: 11/26/2022]
Abstract
The vast array of cell states found across human tissue arises from chromatin variants, which correspond to segments of the genome, known as DNA elements, adopting a different chromatin state over cell state transitions. Oncogenesis stems from alterations to the chromatin states over DNA elements that result in cancer-associated chromatin variants. Here, we review how cancer-associated chromatin variants call attention to repetitive DNA elements, and guide the functional characterization of transposable elements to decode their role in oncogenesis. We further discuss prevailing opportunities in the study of repetitive DNA elements to move towards the 'complete cancer genome' goal for precision medicine in oncology.
Collapse
Affiliation(s)
- Giacomo Grillo
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada; Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
| |
Collapse
|
12
|
Wu Q, Nie DY, Ba-Alawi W, Ji Y, Zhang Z, Cruickshank J, Haight J, Ciamponi FE, Chen J, Duan S, Shen Y, Liu J, Marhon SA, Mehdipour P, Szewczyk MM, Dogan-Artun N, Chen W, Zhang LX, Deblois G, Prinos P, Massirer KB, Barsyte-Lovejoy D, Jin J, De Carvalho DD, Haibe-Kains B, Wang X, Cescon DW, Lupien M, Arrowsmith CH. PRMT inhibition induces a viral mimicry response in triple-negative breast cancer. Nat Chem Biol 2022; 18:821-830. [PMID: 35578032 PMCID: PMC9337992 DOI: 10.1038/s41589-022-01024-4] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [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: 06/22/2021] [Accepted: 03/27/2022] [Indexed: 01/01/2023]
Abstract
Triple-negative breast cancer (TNBC) is the most aggressive breast cancer subtype with the worst prognosis and few effective therapies. Here we identified MS023, an inhibitor of type I protein arginine methyltransferases (PRMTs), which has antitumor growth activity in TNBC. Pathway analysis of TNBC cell lines indicates that the activation of interferon responses before and after MS023 treatment is a functional biomarker and determinant of response, and these observations extend to a panel of human-derived organoids. Inhibition of type I PRMT triggers an interferon response through the antiviral defense pathway with the induction of double-stranded RNA, which is derived, at least in part, from inverted repeat Alu elements. Together, our results represent a shift in understanding the antitumor mechanism of type I PRMT inhibitors and provide a rationale and biomarker approach for the clinical development of type I PRMT inhibitors. ![]()
Type I PRMT inhibition elicits potent antitumor activity associated with increased interferon response and intron-retained dsRNA accumulation, suggesting its potential combination with immune checkpoint inhibitors for cancer treatment.
Collapse
Affiliation(s)
- Qin Wu
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China.
| | - David Y Nie
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Wail Ba-Alawi
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - YiShuai Ji
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China.,School of Pharmaceutical Science and Technology, Tianjin University, Tianjin, China
| | - ZiWen Zhang
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China
| | - Jennifer Cruickshank
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Jillian Haight
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Felipe E Ciamponi
- Molecular Biology and Genetic Engineering Center (CBMEG), Medicinal Chemistry Center (CQMED), Structural Genomics Consortium (SGC-UNICAMP), University of Campinas-UNICAMP, Campinas, Brazil
| | - Jocelyn Chen
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Shili Duan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Yudao Shen
- Departments of Pharmacological Sciences and Oncological Sciences, Mount Sinai Center for Therapeutics Discovery, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jing Liu
- Departments of Pharmacological Sciences and Oncological Sciences, Mount Sinai Center for Therapeutics Discovery, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sajid A Marhon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Parinaz Mehdipour
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Ludwig Institute for Cancer Research, University of Oxford, Oxford, UK
| | | | - Nergiz Dogan-Artun
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - WenJun Chen
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada
| | - Lan Xin Zhang
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada
| | - Genevieve Deblois
- Institute for Research in Immunology and Cancer (IRIC), University of Montréal, Montréal, Quebec, Canada.,Faculty of Pharmacy, University of Montreal, Montreal, Quebec, Canada
| | - Panagiotis Prinos
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada
| | - Katlin B Massirer
- Molecular Biology and Genetic Engineering Center (CBMEG), Medicinal Chemistry Center (CQMED), Structural Genomics Consortium (SGC-UNICAMP), University of Campinas-UNICAMP, Campinas, Brazil
| | - Dalia Barsyte-Lovejoy
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada.,Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Jian Jin
- Departments of Pharmacological Sciences and Oncological Sciences, Mount Sinai Center for Therapeutics Discovery, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Daniel D De Carvalho
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Benjamin Haibe-Kains
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Department of Computer Science, University of Toronto, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada.,Vector Institute, Toronto, Ontario, Canada
| | - XiaoJia Wang
- The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China
| | - David W Cescon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mathieu Lupien
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada. .,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada. .,Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada. .,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada. .,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
| |
Collapse
|
13
|
Szewczyk MM, Luciani GM, Vu V, Murison A, Dilworth D, Barghout SH, Lupien M, Arrowsmith CH, Minden MD, Barsyte-Lovejoy D. PRMT5 regulates ATF4 transcript splicing and oxidative stress response. Redox Biol 2022; 51:102282. [PMID: 35305370 PMCID: PMC8933703 DOI: 10.1016/j.redox.2022.102282] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 02/18/2022] [Accepted: 03/08/2022] [Indexed: 02/07/2023] Open
Abstract
Protein methyltransferase 5 (PRMT5) symmetrically dimethylates arginine residues leading to regulation of transcription and splicing programs. Although PRMT5 has emerged as an attractive oncology target, the molecular determinants of PRMT5 dependency in cancer remain incompletely understood. Our transcriptomic analysis identified PRMT5 regulation of the activating transcription factor 4 (ATF4) pathway in acute myelogenous leukemia (AML). PRMT5 inhibition resulted in the expression of unstable, intron-retaining ATF4 mRNA that is detained in the nucleus. Concurrently, the decrease in the spliced cytoplasmic transcript of ATF4 led to lower levels of ATF4 protein and downregulation of ATF4 target genes. Upon loss of functional PRMT5, cells with low ATF4 displayed increased oxidative stress, growth arrest, and cellular senescence. Interestingly, leukemia cells with EVI1 oncogene overexpression demonstrated dependence on PRMT5 function. EVI1 and ATF4 regulated gene signatures were inversely correlated. We show that EVI1-high AML cells have reduced ATF4 levels, elevated baseline reactive oxygen species and increased sensitivity to PRMT5 inhibition. Thus, EVI1-high cells demonstrate dependence on PRMT5 function and regulation of oxidative stress response. Overall, our findings identify the PRMT5-ATF4 axis to be safeguarding the cellular redox balance that is especially important in high oxidative stress states, such as those that occur with EVI1 overexpression.
Collapse
Affiliation(s)
| | - Genna M Luciani
- Department of Medical Biophysics, University of Toronto, Ontario, Canada; Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Victoria Vu
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Ontario, Canada
| | - Alex Murison
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - David Dilworth
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada
| | - Samir H Barghout
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada
| | - Mathieu Lupien
- Department of Medical Biophysics, University of Toronto, Ontario, Canada; Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Ontario, Canada; Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Mark D Minden
- Department of Medical Biophysics, University of Toronto, Ontario, Canada; Princess Margaret Cancer Centre, Toronto, Ontario, Canada.
| | - Dalia Barsyte-Lovejoy
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada; Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, M5S 1A8, Canada.
| |
Collapse
|
14
|
Keshavarzian T, Lupien M. ecDNAs personify cancer gangsters. Mol Cell 2022; 82:500-502. [PMID: 35120647 DOI: 10.1016/j.molcel.2022.01.003] [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: 11/26/2022]
Abstract
Alterations to gene regulatory plexuses typify oncogenesis, and two recent studies from Hung, Yost, Xie et al. (Hung et al., 2021) and Yi et al. (2021) collectively reveal the competitive advantage of extrachromosomal DNAs (ecDNAs) to set their own rules to control transcription by clustering into ecDNA hubs through intermolecular interactions that forge hub-specific regulatory plexuses driving high-oncogene expression.
Collapse
Affiliation(s)
- Tina Keshavarzian
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada; Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
| |
Collapse
|
15
|
El Ghamrasni S, Quevedo R, Hawley J, Mazrooei P, Hanna Y, Cirlan I, Zhu H, Bruce JP, Oldfield LE, Yang SYC, Guilhamon P, Reimand J, Cescon DW, Done SJ, Lupien M, Pugh TJ. Mutations in Noncoding Cis-Regulatory Elements Reveal Cancer Driver Cistromes in Luminal Breast Cancer. Mol Cancer Res 2022; 20:102-113. [PMID: 34556523 PMCID: PMC9398156 DOI: 10.1158/1541-7786.mcr-21-0471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 07/31/2021] [Accepted: 09/17/2021] [Indexed: 01/07/2023]
Abstract
Whole-genome sequencing of primary breast tumors enabled the identification of cancer driver genes and noncoding cancer driver plexuses from somatic mutations. However, differentiating driver from passenger events among noncoding genetic variants remains a challenge. Herein, we reveal cancer-driver cis-regulatory elements linked to transcription factors previously shown to be involved in development of luminal breast cancers by defining a tumor-enriched catalogue of approximately 100,000 unique cis-regulatory elements from 26 primary luminal estrogen receptor (ER)+ progesterone receptor (PR)+ breast tumors. Integrating this catalog with somatic mutations from 350 publicly available breast tumor whole genomes, we uncovered cancer driver cistromes, defined as the sum of binding sites for a transcription factor, for ten transcription factors in luminal breast cancer such as FOXA1 and ER, nine of which are essential for growth in breast cancer with four exclusive to the luminal subtype. Collectively, we present a strategy to find cancer driver cistromes relying on quantifying the enrichment of noncoding mutations over cis-regulatory elements concatenated into a functional unit. IMPLICATIONS: Mapping the accessible chromatin of luminal breast cancer led to discovery of an accumulation of mutations within cistromes of transcription factors essential to luminal breast cancer. This demonstrates coopting of regulatory networks to drive cancer and provides a framework to derive insight into the noncoding space of cancer.
Collapse
Affiliation(s)
- Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Rene Quevedo
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - James Hawley
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Parisa Mazrooei
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Genentech, South San Francisco, California
| | - Youstina Hanna
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Iulia Cirlan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Helen Zhu
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Vector Institute, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Jeff P Bruce
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Leslie E Oldfield
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - S Y Cindy Yang
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Paul Guilhamon
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jüri Reimand
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Dave W Cescon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Susan J Done
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Department of Laboratory Medicine & Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| |
Collapse
|
16
|
Payer LM, Steranka JP, Kryatova MS, Grillo G, Lupien M, Rocha PP, Burns KH. Alu insertion variants alter gene transcript levels. Genome Res 2021; 31:2236-2248. [PMID: 34799402 PMCID: PMC8647820 DOI: 10.1101/gr.261305.120] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Accepted: 09/23/2021] [Indexed: 12/23/2022]
Abstract
Alu are high copy number interspersed repeats that have accumulated near genes during primate and human evolution. They are a pervasive source of structural variation in modern humans. Impacts that Alu insertions may have on gene expression are not well understood, although some have been associated with expression quantitative trait loci (eQTLs). Here, we directly test regulatory effects of polymorphic Alu insertions in isolation of other variants on the same haplotype. To screen insertion variants for those with such effects, we used ectopic luciferase reporter assays and evaluated 110 Alu insertion variants, including more than 40 with a potential role in disease risk. We observed a continuum of effects with significant outliers that up- or down-regulate luciferase activity. Using a series of reporter constructs, which included genomic context surrounding the Alu, we can distinguish between instances in which the Alu disrupts another regulator and those in which the Alu introduces new regulatory sequence. We next focused on three polymorphic Alu loci associated with breast cancer that display significant effects in the reporter assay. We used CRISPR to modify the endogenous sequences, establishing cell lines varying in the Alu genotype. Our findings indicate that Alu genotype can alter expression of genes implicated in cancer risk, including PTHLH, RANBP9, and MYC These data show that commonly occurring polymorphic Alu elements can alter transcript levels and potentially contribute to disease risk.
Collapse
Affiliation(s)
- Lindsay M Payer
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Jared P Steranka
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Maria S Kryatova
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| | - Giacomo Grillo
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| | - Pedro P Rocha
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, NIH, Bethesda, Maryland 20892-4340, USA
- National Cancer Institute, NIH, Bethesda, Maryland 20892, USA
| | - Kathleen H Burns
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
- McKusick-Nathans Institute of Genetics, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA
| |
Collapse
|
17
|
Nikolic A, Singhal D, Ellestad K, Johnston M, Shen Y, Gillmor A, Morrissy S, Cairncross JG, Jones S, Lupien M, Chan JA, Neri P, Bahlis N, Gallo M. Copy-scAT: Deconvoluting single-cell chromatin accessibility of genetic subclones in cancer. Sci Adv 2021; 7:eabg6045. [PMID: 34644115 PMCID: PMC8514091 DOI: 10.1126/sciadv.abg6045] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Single-cell epigenomic assays have tremendous potential to illuminate mechanisms of transcriptional control in functionally diverse cancer cell populations. However, application of these techniques to clinical tumor specimens has been hampered by the current inability to distinguish malignant from nonmalignant cells, which potently confounds data analysis and interpretation. Here, we describe Copy-scAT, an R package that uses single-cell epigenomic data to infer copy number variants (CNVs) that define cancer cells. Copy-scAT enables studies of subclonal chromatin dynamics in complex tumors like glioblastoma. By deploying Copy-scAT, we uncovered potent influences of genetics on chromatin accessibility profiles in individual subclones. Consequently, some genetic subclones were predisposed to acquire stem-like or more differentiated molecular phenotypes, reminiscent of developmental paradigms. Copy-scAT is ideal for studies of the relationships between genetics and epigenetics in malignancies with high levels of intratumoral heterogeneity and to investigate how cancer cells interface with their microenvironment.
Collapse
Affiliation(s)
- Ana Nikolic
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Divya Singhal
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Katrina Ellestad
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Michael Johnston
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Yaoqing Shen
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Aaron Gillmor
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Sorana Morrissy
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - J. Gregory Cairncross
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Steven Jones
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Jennifer A. Chan
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Paola Neri
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Nizar Bahlis
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Marco Gallo
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Corresponding author.
| |
Collapse
|
18
|
Hawley JR, Zhou S, Arlidge C, Grillo G, Kron KJ, Hugh-White R, van der Kwast TH, Fraser M, Boutros PC, Bristow RG, Lupien M. Reorganization of the 3D genome pinpoints non-coding drivers of primary prostate tumors. Cancer Res 2021; 81:5833-5848. [PMID: 34642184 DOI: 10.1158/0008-5472.can-21-2056] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 08/13/2021] [Accepted: 10/07/2021] [Indexed: 11/16/2022]
Abstract
Prostate cancer is a heterogeneous disease whose progression is linked to genome instability. However, the impact of this instability on the non-coding genome and its three-dimensional organization to aid progression is unclear. Using primary benign and tumor tissue, we find a high concordance in higher order three-dimensional genome organization. This concordance argues for constraints to the topology of prostate tumor genomes. Nonetheless, we identified changes in focal chromatin interactions, typical of loops bridging non-coding cis-regulatory elements, and showed how structural variants can induce these changes to guide cis-regulatory element hijacking. Such events resulted in opposing differential expression of genes found at antipodes of rearrangements. Collectively, these results argue that changes to focal chromatin interactions, as opposed to higher order genome organization, allow for aberrant gene regulation and are repeatedly mediated by structural variants in primary prostate cancer.
Collapse
Affiliation(s)
- James R Hawley
- Medical Biophysics, University of Toronto, Princess Margaret Cancer Center-University Health Network, Ontario Institute for Cancer Research
| | - Stanley Zhou
- Medical Biophysics, University of Toronto, Princess Margaret Cancer Center-University Health Network, Ontario Institute for Cancer Research
| | | | - Giacomo Grillo
- Medical Biophysics, University of Toronto, Princess Margaret Cancer Center-University Health Network, Ontario Institute for Cancer Research
| | | | | | | | | | | | | | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network
| |
Collapse
|
19
|
Genta S, Tsao MS, Wang BX, Hansen AR, Pugh TJ, Lupien M, Coburn B, Diaz-Mejia J, Butler MO, Bedard PL, Abdul Razak AR, Hakgor S, Speers V, Wagner H, Tamblyn L, Ketela T, Torti D, Radulovich N, Siu LL, Spreafico A. Immune Resistance Interrogation Study (IRIS): A prospective comprehensive multi-omic analysis in patients with intrinsic and acquired resistance to immunotherapy. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.tps2679] [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: 11/20/2022] Open
Abstract
TPS2679 Background: Immune checkpoint inhibitors (ICI) have demonstrated efficacy in a wide variety of cancers. Nevertheless, only a small proportion of patients derive a durable benefit. Mechanisms underlying primary and acquired resistance are still incompletely understood. They comprise tumor-intrinsic factors such as genomic and transcriptomic changes; upregulation of immunosuppressive subsets; T cell exhaustion; and promotion of an immune-tolerant tumor microenvironment. The collection of tumor biopsy at disease progression (PD) is challenging both in clinical and research settings as this often occurs at the time of treatment discontinuation. However, the analysis of these samples can lead to novel strategies to prevent or reverse immune resistance. Thus, the current approach to begin a profiling study with patients at the time of PD on ICI enables access and interrogation of such samples. Methods: IRIS is a prospective, investigator-initiated trial at the Princess Margaret Cancer Centre that aims to extensively characterize the genomic, transcriptomic, epigenetic and immunophenotypic profiles of tumors with primary versus acquired resistance to ICI-based therapy. Primary resistance is defined as PD at the first on-treatment imaging, whereas acquired resistance is defined as PD occurring after an initial partial or complete response or following disease stability lasting ≥6 months. Additional objectives include the evaluation of radiomic parameters on standard radiological imaging, investigation of fecal microbiome, generation of patient-derived organoids and facilitation of data and sample sharing with the research community. The planned samples size is 100 patients. A one-time fresh tumor biopsy, blood and stool samples and archival tissue (when available) are collected at the time of PD on ICI (baseline) from all the participants. Longitudinal blood samples are obtained every 2-3 months (around the time of tumor imaging) until PD in patients receiving a subsequent treatment. Subjects who are not amenable for therapy undergo blood collections at the time of further PD. Molecular characterization of tumor samples includes: DNA/RNA sequencing, Assay of Transposase Accessible Chromatin (ATAC)-sequencing, Cellular Indexing of Transcriptomes and Epitopes (CITE)-sequencing, multiplexed immunohistochemistry and flow cytometry. Results of NGS performed on the first biopsy core are returned to patient and physician. Key eligibility criteria include diagnosis of solid tumor, progression to ICI as the most recent line of treatment and disease amenable to core needle biopsy. The IRIS trial, activated in October 2020, is currently open to enrollment. As of January 2021, 21 patients have been enrolled and a total of 92 tissue cores, 42 blood and 20 stool samples have been collected. Clinical trial information: NCT04243720.
Collapse
Affiliation(s)
- Sofia Genta
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Ming Sound Tsao
- Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Ben X Wang
- Princess Margaret-University Health Network, Toronto, ON, Canada
| | - Aaron Richard Hansen
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Trevor John Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre / University Health Network, Toronto, ON, Canada
| | - Bryan Coburn
- Toronto General Hospital, University Health Network, Toronto, ON, Canada
| | - Javier Diaz-Mejia
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada, Toronto, ON, Canada
| | - Marcus O. Butler
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, Canada
| | | | | | - Sevan Hakgor
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Heidi Wagner
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada, Toronto, ON, Canada
| | - Laura Tamblyn
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada, Toronto, ON, Canada
| | - Troy Ketela
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada, Toronto, ON, Canada
| | - Dax Torti
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Nikolina Radulovich
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada, Toronto, ON, Canada
| | - Lillian L. Siu
- Princess Margaret Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Anna Spreafico
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, Canada
| |
Collapse
|
20
|
Ahmed M, Soares F, Xia JH, Yang Y, Li J, Guo H, Su P, Tian Y, Lee HJ, Wang M, Akhtar N, Houlahan KE, Bosch A, Zhou S, Mazrooei P, Hua JT, Chen S, Petricca J, Zeng Y, Davies A, Fraser M, Quigley DA, Feng FY, Boutros PC, Lupien M, Zoubeidi A, Wang L, Walsh MJ, Wang T, Ren S, Wei GH, He HH. CRISPRi screens reveal a DNA methylation-mediated 3D genome dependent causal mechanism in prostate cancer. Nat Commun 2021; 12:1781. [PMID: 33741908 PMCID: PMC7979745 DOI: 10.1038/s41467-021-21867-0] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 02/18/2021] [Indexed: 12/11/2022] Open
Abstract
Prostate cancer (PCa) risk-associated SNPs are enriched in noncoding cis-regulatory elements (rCREs), yet their modi operandi and clinical impact remain elusive. Here, we perform CRISPRi screens of 260 rCREs in PCa cell lines. We find that rCREs harboring high risk SNPs are more essential for cell proliferation and H3K27ac occupancy is a strong indicator of essentiality. We also show that cell-line-specific essential rCREs are enriched in the 8q24.21 region, with the rs11986220-containing rCRE regulating MYC and PVT1 expression, cell proliferation and tumorigenesis in a cell-line-specific manner, depending on DNA methylation-orchestrated occupancy of a CTCF binding site in between this rCRE and the MYC promoter. We demonstrate that CTCF deposition at this site as measured by DNA methylation level is highly variable in prostate specimens, and observe the MYC eQTL in the 8q24.21 locus in individuals with low CTCF binding. Together our findings highlight a causal mechanism synergistically driven by a risk SNP and DNA methylation-mediated 3D genome architecture, advocating for the integration of genetics and epigenetics in assessing risks conferred by genetic predispositions.
Collapse
Affiliation(s)
- Musaddeque Ahmed
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
| | - Fraser Soares
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
| | - Ji-Han Xia
- Faculty of Biochemistry and Molecular Medicine, Biocenter Oulu, University of Oulu, Oulu, Finland
| | - Yue Yang
- Changhai Hospital, Shanghai, China
| | - Jing Li
- Changhai Hospital, Shanghai, China
| | - Haiyang Guo
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
| | - Peiran Su
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Yijun Tian
- Department of Tumor Biology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Hyung Joo Lee
- Department of Genetics, Washington University in St. Louis, St. Louis, MO, USA
| | - Miranda Wang
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
| | - Nayeema Akhtar
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
| | - Kathleen E Houlahan
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Vector Institute, Toronto, ON, Canada
- Department of Urology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Almudena Bosch
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stanley Zhou
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Parisa Mazrooei
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Junjie T Hua
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Sujun Chen
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Jessica Petricca
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Yong Zeng
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
| | - Alastair Davies
- The Vancouver Prostate Centre, Vancouver General Hospital and Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Michael Fraser
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - David A Quigley
- Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, CA, USA
- Department of Urology, University of California at San Francisco, San Francisco, CA, USA
| | - Felix Y Feng
- Helen Diller Family Comprehensive Cancer Center, University of California at San Francisco, San Francisco, CA, USA
- Department of Urology, University of California at San Francisco, San Francisco, CA, USA
- Department of Medicine, University of California at San Francisco, San Francisco, CA, USA
- Department of Radiation Oncology, University of California at San Francisco, San Francisco, CA, USA
| | - Paul C Boutros
- Vector Institute, Toronto, ON, Canada
- Department of Urology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
- Jonsson Comprehensive Cancer Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Institute for Precision Health, University of California, Los Angeles, Los Angeles, CA, USA
| | - Mathieu Lupien
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Amina Zoubeidi
- The Vancouver Prostate Centre, Vancouver General Hospital and Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
| | - Liang Wang
- Department of Tumor Biology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Martin J Walsh
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ting Wang
- Department of Genetics, Washington University in St. Louis, St. Louis, MO, USA
| | | | - Gong-Hong Wei
- Faculty of Biochemistry and Molecular Medicine, Biocenter Oulu, University of Oulu, Oulu, Finland.
- Fudan University Shanghai Cancer Center, School of Basic Medical Sciences, Department of Biochemistry and Molecular Biology, Shanghai Medical College of Fudan University, Shanghai, China.
| | - Housheng Hansen He
- Princess Margaret Cancer Center/University Health Network, Toronto, ON, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
| |
Collapse
|
21
|
Lupien M. Abstract SP087: Epigenetic therapy against high-risk breast cancer. Cancer Res 2021. [DOI: 10.1158/1538-7445.sabcs20-sp87] [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
Standard-of-care therapy in high-risk stage II-III ER+/HER2-negative and Triple-Negative Breast Cancer (TNBC) includes neoadjuvant chemotherapy (NAC) prior to surgery, which is then followed by adjuvant endocrine (for ER+) +/- salvage chemotherapy (for TNBC). These treatments are delivered with limited stratification by disease histology and, while many patients are cured, more than one third of those in whom invasive disease remains in the breast at the time of surgery experience early relapses of metastatic disease within the first few years. The poor survival rate stems from incomplete response to NAC and the lack of alternative tailored therapy against the chemo-resistant disease that recurs. Hence, there is an urgent need for new therapies to treat recurrence and improve outcome. Tumor progression following standard-of-care therapy arises from pre-existing resistant and/or adapting persister cancer cells committing to an expansion phase. These differ from treatment sensitive cells in the epigenetic landscape of their genome, regulating the on/off state of genes for instance. This underlies epigenetic variants, akin to genetic variants, that define vulnerabilities to new treatment strategies. Here, we demonstrate the value of epigenetic therapy in preclinical settings against high-risk breast cancer, putting forward new treatment options to be tested in clinical trials.
Citation Format: M Lupien. Epigenetic therapy against high-risk breast cancer [abstract]. In: Proceedings of the 2020 San Antonio Breast Cancer Virtual Symposium; 2020 Dec 8-11; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2021;81(4 Suppl):Abstract nr SP087.
Collapse
Affiliation(s)
- M Lupien
- Princess Margaret Cancer Centre, Toronto, ON, Canada
| |
Collapse
|
22
|
Sachamitr P, Ho JC, Ciamponi FE, Ba-Alawi W, Coutinho FJ, Guilhamon P, Kushida MM, Cavalli FMG, Lee L, Rastegar N, Vu V, Sánchez-Osuna M, Coulombe-Huntington J, Kanshin E, Whetstone H, Durand M, Thibault P, Hart K, Mangos M, Veyhl J, Chen W, Tran N, Duong BC, Aman AM, Che X, Lan X, Whitley O, Zaslaver O, Barsyte-Lovejoy D, Richards LM, Restall I, Caudy A, Röst HL, Bonday ZQ, Bernstein M, Das S, Cusimano MD, Spears J, Bader GD, Pugh TJ, Tyers M, Lupien M, Haibe-Kains B, Artee Luchman H, Weiss S, Massirer KB, Prinos P, Arrowsmith CH, Dirks PB. PRMT5 inhibition disrupts splicing and stemness in glioblastoma. Nat Commun 2021; 12:979. [PMID: 33579912 PMCID: PMC7881162 DOI: 10.1038/s41467-021-21204-5] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [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: 07/22/2019] [Accepted: 01/13/2021] [Indexed: 12/14/2022] Open
Abstract
Glioblastoma (GBM) is a deadly cancer in which cancer stem cells (CSCs) sustain tumor growth and contribute to therapeutic resistance. Protein arginine methyltransferase 5 (PRMT5) has recently emerged as a promising target in GBM. Using two orthogonal-acting inhibitors of PRMT5 (GSK591 or LLY-283), we show that pharmacological inhibition of PRMT5 suppresses the growth of a cohort of 46 patient-derived GBM stem cell cultures, with the proneural subtype showing greater sensitivity. We show that PRMT5 inhibition causes widespread disruption of splicing across the transcriptome, particularly affecting cell cycle gene products. We identify a GBM splicing signature that correlates with the degree of response to PRMT5 inhibition. Importantly, we demonstrate that LLY-283 is brain-penetrant and significantly prolongs the survival of mice with orthotopic patient-derived xenografts. Collectively, our findings provide a rationale for the clinical development of brain penetrant PRMT5 inhibitors as treatment for GBM.
Collapse
Affiliation(s)
- Patty Sachamitr
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Jolene C Ho
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Felipe E Ciamponi
- Center for Molecular Biology and Genetic Engineering, University of Campinas (UNICAMP), Campinas, Brazil
- The Structural Genomics Consortium, University of Campinas (UNICAMP), Campinas, Brazil
| | - Wail Ba-Alawi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, 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, Canada
| | - Paul Guilhamon
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Michelle M Kushida
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Florence M G Cavalli
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON, 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, Canada
| | - Naghmeh Rastegar
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Victoria Vu
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - María Sánchez-Osuna
- Institute for Research in Immunology and Cancer, Université de Montréal, Montreal, QC, Canada
| | | | - Evgeny Kanshin
- Institute for Research in Immunology and Cancer, Université de Montréal, Montreal, QC, 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, Canada
| | - Mathieu Durand
- RNomics Platform, Université de Sherbrooke, Sherbrooke, QC, Canada
| | | | - Kirsten Hart
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Maria Mangos
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Joseph Veyhl
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Wenjun Chen
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Nhat Tran
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Bang-Chi Duong
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Ahmed M Aman
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Xinghui Che
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, ON, 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, Canada
| | - Owen Whitley
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Olga Zaslaver
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Dalia Barsyte-Lovejoy
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada
| | - Laura M Richards
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Ian Restall
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Cell Biology and Anatomy, University of Calgary, Calgary, AB, Canada
| | - Amy Caudy
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Maple Flavored Solutions, LLC, Stony Brook, NY, USA
| | - Hannes L Röst
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | | | - Mark Bernstein
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada
- Division of Neurosurgery, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
| | - Sunit Das
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada
- Division of Neurosurgery, Department of Surgery, St. Michael's Hospital, Toronto, ON, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Michael D Cusimano
- Division of Neurosurgery, Department of Surgery, St. Michael's Hospital, Toronto, ON, Canada
| | - Julian Spears
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada
- Department of Medical Imaging, St. Michael's Hospital, 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
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Mike Tyers
- Institute for Research in Immunology and Cancer, Université de Montréal, Montreal, QC, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Benjamin Haibe-Kains
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Vector Institute, Toronto, ON, Canada
| | - H Artee Luchman
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Cell Biology and Anatomy, University of Calgary, Calgary, AB, Canada
- Clark H. Smith Brain Tumor Centre, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Samuel Weiss
- Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Cell Biology and Anatomy, University of Calgary, Calgary, AB, Canada
- Clark H. Smith Brain Tumor Centre, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Katlin B Massirer
- Center for Molecular Biology and Genetic Engineering, University of Campinas (UNICAMP), Campinas, Brazil
- The Structural Genomics Consortium, University of Campinas (UNICAMP), Campinas, Brazil
| | - Panagiotis Prinos
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada.
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, ON, 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, Canada.
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada.
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada.
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON, Canada.
| |
Collapse
|
23
|
Richards LM, Whitley OKN, MacLeod G, Cavalli FMG, Coutinho FJ, Jaramillo JE, Svergun N, Riverin M, Croucher DC, Kushida M, Yu K, Guilhamon P, Rastegar N, Ahmadi M, Bhatti JK, Bozek DA, Li N, Lee L, Che C, Luis E, Park NI, Xu Z, Ketela T, Moore RA, Marra MA, Spears J, Cusimano MD, Das S, Bernstein M, Haibe-Kains B, Lupien M, Luchman HA, Weiss S, Angers S, Dirks PB, Bader GD, Pugh TJ. Gradient of Developmental and Injury Response transcriptional states defines functional vulnerabilities underpinning glioblastoma heterogeneity. Nat Cancer 2021; 2:157-173. [PMID: 35122077 DOI: 10.1038/s43018-020-00154-9] [Citation(s) in RCA: 102] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Accepted: 11/16/2020] [Indexed: 12/27/2022]
Abstract
Glioblastomas harbor diverse cell populations, including rare glioblastoma stem cells (GSCs) that drive tumorigenesis. To characterize functional diversity within this population, we performed single-cell RNA sequencing on >69,000 GSCs cultured from the tumors of 26 patients. We observed a high degree of inter- and intra-GSC transcriptional heterogeneity that could not be fully explained by DNA somatic alterations. Instead, we found that GSCs mapped along a transcriptional gradient spanning two cellular states reminiscent of normal neural development and inflammatory wound response. Genome-wide CRISPR-Cas9 dropout screens independently recapitulated this observation, with each state characterized by unique essential genes. Further single-cell RNA sequencing of >56,000 malignant cells from primary tumors found that the majority organize along an orthogonal astrocyte maturation gradient yet retain expression of founder GSC transcriptional programs. We propose that glioblastomas grow out of a fundamental GSC-based neural wound response transcriptional program, which is a promising target for new therapy development.
Collapse
Affiliation(s)
- Laura M Richards
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Owen K N Whitley
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
| | - Graham MacLeod
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
| | - Florence M G Cavalli
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, 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, Ontario, Canada
| | - Julia E Jaramillo
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Nataliia Svergun
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Mazdak Riverin
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Danielle C Croucher
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Michelle Kushida
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Kenny Yu
- Division of Neurosurgery, St. Michael's Hospital, Toronto, Ontario, Canada
| | - Paul Guilhamon
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Naghmeh Rastegar
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Moloud Ahmadi
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
| | - Jasmine K Bhatti
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
| | - Danielle A Bozek
- Department of Cell Biology and Anatomy, University of Calgary, Calgary, Alberta, Canada
- Arnie Charbonneau Cancer Institute and Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Naijin Li
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Lilian Lee
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Clare Che
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Erika Luis
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Nicole I Park
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Zhiyu Xu
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Troy Ketela
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Julian Spears
- Division of Neurosurgery, St. Michael's Hospital, Toronto, Ontario, Canada
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Michael D Cusimano
- Division of Neurosurgery, St. Michael's Hospital, Toronto, Ontario, Canada
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Sunit Das
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Division of Neurosurgery, St. Michael's Hospital, Toronto, Ontario, Canada
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Mark Bernstein
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada
- Division of Neurosurgery, Toronto Western Hospital, University Health Network, Toronto, Ontario, Canada
| | - Benjamin Haibe-Kains
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada
- Vector Institute for Artificial Intelligence, Toronto, Ontario, Canada
| | - Mathieu Lupien
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - H Artee Luchman
- Department of Cell Biology and Anatomy, University of Calgary, Calgary, Alberta, Canada
- Arnie Charbonneau Cancer Institute and Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Samuel Weiss
- Department of Cell Biology and Anatomy, University of Calgary, Calgary, Alberta, Canada
- Arnie Charbonneau Cancer Institute and Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Stephane Angers
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
- Department of Biochemistry, University of Toronto, Toronto, Ontario, Canada
| | - Peter B Dirks
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada.
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.
- Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, Ontario, Canada.
| | - Gary D Bader
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada.
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada.
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada.
| | - Trevor J Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
| |
Collapse
|
24
|
Guilhamon P, Chesnelong C, Kushida MM, Nikolic A, Singhal D, MacLeod G, Madani Tonekaboni SA, Cavalli FM, Arlidge C, Rajakulendran N, Rastegar N, Hao X, Hassam R, Smith LJ, Whetstone H, Coutinho FJ, Nadorp B, Ellestad KI, Luchman HA, Chan JAW, Shoichet MS, Taylor MD, Haibe-Kains B, Weiss S, Angers S, Gallo M, Dirks PB, Lupien M. Single-cell chromatin accessibility profiling of glioblastoma identifies an invasive cancer stem cell population associated with lower survival. eLife 2021; 10:64090. [PMID: 33427645 PMCID: PMC7847307 DOI: 10.7554/elife.64090] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [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: 10/17/2020] [Accepted: 01/08/2021] [Indexed: 01/22/2023] Open
Abstract
Chromatin accessibility discriminates stem from mature cell populations, enabling the identification of primitive stem-like cells in primary tumors, such as glioblastoma (GBM) where self-renewing cells driving cancer progression and recurrence are prime targets for therapeutic intervention. We show, using single-cell chromatin accessibility, that primary human GBMs harbor a heterogeneous self-renewing population whose diversity is captured in patient-derived glioblastoma stem cells (GSCs). In-depth characterization of chromatin accessibility in GSCs identifies three GSC states: Reactive, Constructive, and Invasive, each governed by uniquely essential transcription factors and present within GBMs in varying proportions. Orthotopic xenografts reveal that GSC states associate with survival, and identify an invasive GSC signature predictive of low patient survival, in line with the higher invasive properties of Invasive state GSCs compared to Reactive and Constructive GSCs as shown by in vitro and in vivo assays. Our chromatin-driven characterization of GSC states improves prognostic precision and identifies dependencies to guide combination therapies.
Collapse
Affiliation(s)
- Paul Guilhamon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.,Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain tumor Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Charles Chesnelong
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain tumor Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Michelle M Kushida
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain tumor Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Ana Nikolic
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Divya Singhal
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Graham MacLeod
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Canada
| | - Seyed Ali Madani Tonekaboni
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | - Florence Mg Cavalli
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain tumor Research Centre, The Hospital for Sick Children, Toronto, Canada
| | | | | | - Naghmeh Rastegar
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain tumor Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Xiaoguang Hao
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Department of Cell Biology & Anatomy, University of Calgary, Calgary, Canada
| | - Rozina Hassam
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Department of Cell Biology & Anatomy, University of Calgary, Calgary, Canada
| | - Laura J Smith
- Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Canada
| | - Heather Whetstone
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain tumor Research Centre, The Hospital for Sick Children, Toronto, 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, Canada
| | - Bettina Nadorp
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Katrina I Ellestad
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada
| | - H Artee Luchman
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Department of Cell Biology & Anatomy, University of Calgary, Calgary, Canada
| | - Jennifer Ai-Wen Chan
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Pathology and Laboratory Medicine, University of Calgary, Calgary, Canada
| | - Molly S Shoichet
- Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Canada
| | - Michael D Taylor
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain tumor Research Centre, The Hospital for Sick Children, Toronto, Canada.,Division of Neurosurgery, University of Toronto, Toronto, Canada.,Departments of Molecular Genetics and Surgery, University of Toronto, Toronto, Canada
| | - Benjamin Haibe-Kains
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Canada.,Department of Computer Science, University of Toronto, Toronto, Canada.,Ontario Institute for Cancer Research, Toronto, Canada.,Vector Institute, Toronto, Canada
| | - Samuel Weiss
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Hotchkiss Brain Institute, University of Calgary, Calgary, Canada.,Department of Cell Biology & Anatomy, University of Calgary, Calgary, Canada.,Department of Physiology & Pharmacology, University of Calgary, Calgary, Canada
| | - Stephane Angers
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Canada.,Department of Biochemistry, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Marco Gallo
- Clark Smith Brain Tumour Centre, Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Canada.,Department of Physiology & Pharmacology, University of Calgary, Calgary, 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, Canada.,Division of Neurosurgery, University of Toronto, Toronto, Canada.,Ontario Institute for Cancer Research, Toronto, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Canada
| |
Collapse
|
25
|
Takayama N, Murison A, Takayanagi SI, Arlidge C, Zhou S, Garcia-Prat L, Chan-Seng-Yue M, Zandi S, Gan OI, Boutzen H, Kaufmann KB, Trotman-Grant A, Schoof E, Kron K, Díaz N, Lee JJY, Medina T, De Carvalho DD, Taylor MD, Vaquerizas JM, Xie SZ, Dick JE, Lupien M. The Transition from Quiescent to Activated States in Human Hematopoietic Stem Cells Is Governed by Dynamic 3D Genome Reorganization. Cell Stem Cell 2020; 28:488-501.e10. [PMID: 33242413 DOI: 10.1016/j.stem.2020.11.001] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 09/17/2020] [Accepted: 11/03/2020] [Indexed: 01/06/2023]
Abstract
Lifelong blood production requires long-term hematopoietic stem cells (LT-HSCs), marked by stemness states involving quiescence and self-renewal, to transition into activated short-term HSCs (ST-HSCs) with reduced stemness. As few transcriptional changes underlie this transition, we used single-cell and bulk assay for transposase-accessible chromatin sequencing (ATAC-seq) on human HSCs and hematopoietic stem and progenitor cell (HSPC) subsets to uncover chromatin accessibility signatures, one including LT-HSCs (LT/HSPC signature) and another excluding LT-HSCs (activated HSPC [Act/HSPC] signature). These signatures inversely correlated during early hematopoietic commitment and differentiation. The Act/HSPC signature contains CCCTC-binding factor (CTCF) binding sites mediating 351 chromatin interactions engaged in ST-HSCs, but not LT-HSCs, enclosing multiple stemness pathway genes active in LT-HSCs and repressed in ST-HSCs. CTCF silencing derepressed stemness genes, restraining quiescent LT-HSCs from transitioning to activated ST-HSCs. Hence, 3D chromatin interactions centrally mediated by CTCF endow a gatekeeper function that governs the earliest fate transitions HSCs make by coordinating disparate stemness pathways linked to quiescence and self-renewal.
Collapse
Affiliation(s)
- Naoya Takayama
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Regenerative Medicine, Chiba University Graduate School of Medicine, Chiba 260-8670, Japan
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Shin-Ichiro Takayanagi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Cell Therapy Project, R&D Division, Kirin Holdings Company, Limited, Kanagawa 236-0004, Japan
| | - Christopher Arlidge
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Stanley Zhou
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Laura Garcia-Prat
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | | | - Sasan Zandi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Olga I Gan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Héléna Boutzen
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Kerstin B Kaufmann
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Aaron Trotman-Grant
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Erwin Schoof
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Ken Kron
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Noelia Díaz
- Max Planck Institute for Molecular Biomedicine, Munster 48149, Germany
| | - John J Y Lee
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1X8, Canada
| | - Tiago Medina
- 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 M5G 1L7, Canada
| | - Michael D Taylor
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1X8, Canada; Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Juan M Vaquerizas
- Max Planck Institute for Molecular Biomedicine, Munster 48149, Germany
| | - Stephanie Z Xie
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada.
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada.
| |
Collapse
|
26
|
Wu Q, Ba-Alawi W, Deblois G, Cruickshank J, Duan S, Lima-Fernandes E, Haight J, Tonekaboni SAM, Fortier AM, Kuasne H, McKee TD, Mahmoud H, Kushida M, Cameron S, Dogan-Artun N, Chen W, Nie Y, Zhang LX, Vellanki RN, Zhou S, Prinos P, Wouters BG, Dirks PB, Done SJ, Park M, Cescon DW, Haibe-Kains B, Lupien M, Arrowsmith CH. GLUT1 inhibition blocks growth of RB1-positive triple negative breast cancer. Nat Commun 2020; 11:4205. [PMID: 32826891 PMCID: PMC7442809 DOI: 10.1038/s41467-020-18020-8] [Citation(s) in RCA: 112] [Impact Index Per Article: 28.0] [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: 08/08/2019] [Accepted: 07/28/2020] [Indexed: 12/20/2022] Open
Abstract
Triple negative breast cancer (TNBC) is a deadly form of breast cancer due to the development of resistance to chemotherapy affecting over 30% of patients. New therapeutics and companion biomarkers are urgently needed. Recognizing the elevated expression of glucose transporter 1 (GLUT1, encoded by SLC2A1) and associated metabolic dependencies in TNBC, we investigated the vulnerability of TNBC cell lines and patient-derived samples to GLUT1 inhibition. We report that genetic or pharmacological inhibition of GLUT1 with BAY-876 impairs the growth of a subset of TNBC cells displaying high glycolytic and lower oxidative phosphorylation (OXPHOS) rates. Pathway enrichment analysis of gene expression data suggests that the functionality of the E2F pathway may reflect to some extent OXPHOS activity. Furthermore, the protein levels of retinoblastoma tumor suppressor (RB1) strongly correlate with the degree of sensitivity to GLUT1 inhibition in TNBC, where RB1-negative cells are insensitive to GLUT1 inhibition. Collectively, our results highlight a strong and targetable RB1-GLUT1 metabolic axis in TNBC and warrant clinical evaluation of GLUT1 inhibition in TNBC patients stratified according to RB1 protein expression levels.
Collapse
Affiliation(s)
- Qin Wu
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
| | - Wail Ba-Alawi
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
| | - Genevieve Deblois
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
| | - Jennifer Cruickshank
- The Campbell Family Institute for Breast Cancer Research, Princess Margaret Cancer Centre, Toronto, ON, M5G 2M9, Canada
| | - Shili Duan
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
| | - Evelyne Lima-Fernandes
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
| | - Jillian Haight
- The Campbell Family Institute for Breast Cancer Research, Princess Margaret Cancer Centre, Toronto, ON, M5G 2M9, Canada
| | - Seyed Ali Madani Tonekaboni
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
| | - Anne-Marie Fortier
- Goodman Cancer Research Centre, McGill University, Montreal, QC, H3A 1A3, Canada
| | - Hellen Kuasne
- Goodman Cancer Research Centre, McGill University, Montreal, QC, H3A 1A3, Canada
| | - Trevor D McKee
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Princess Margaret Cancer Centre, STTARR Innovation Facility, Toronto, ON, Canada
| | - Hassan Mahmoud
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
- Faculty of Computer and Informatics, Benha University, Benha, Egypt
| | - 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
| | - Sarina Cameron
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
| | - Nergiz Dogan-Artun
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
| | - WenJun Chen
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada
| | - Yan Nie
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
| | - Lan Xin Zhang
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada
| | - Ravi N Vellanki
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
| | - Stanley Zhou
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
| | - Panagiotis Prinos
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada
| | - Bradly G Wouters
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, 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
- Division of Neurosurgery, University of Toronto, Toronto, ON, M5S 1A8, Canada
- Departments of Molecular Genetics and Surgery, University of Toronto, Toronto, ON, M5S1A8, Canada
| | - Susan J Done
- The Campbell Family Institute for Breast Cancer Research, Princess Margaret Cancer Centre, Toronto, ON, M5G 2M9, Canada
| | - Morag Park
- Goodman Cancer Research Centre, McGill University, Montreal, QC, H3A 1A3, Canada
| | - David W Cescon
- The Campbell Family Institute for Breast Cancer Research, Princess Margaret Cancer Centre, Toronto, ON, M5G 2M9, Canada
| | - Benjamin Haibe-Kains
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, M5T 3A1, ON, Canada
- Ontario Institue for Cancer Research, Toronto, M5G 2M9, ON, Canada
- Vector Institute for Artificial Intelligence, Toronto, ON, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada.
- Ontario Institue for Cancer Research, Toronto, M5G 2M9, ON, Canada.
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G 1L7, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, M5G 1L7, ON, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, M5G 2M9, ON, Canada.
| |
Collapse
|
27
|
Wu RS, Liedtke E, Mansouri S, Brazier S, Guilhamon P, Park NI, Chen E, Lupien M, De Carvalho DD, Dirks PG, Zadeh G, Wouters BG. Abstract 3438: Hypoxia inhibits BMP4-induced astrocytic differentiation in glioma stem cells. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-3438] [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
The tumor microenvironment is an important contributor to malignancy in glioblastoma (GBM) by influencing stemness properties in glioma stem cells (GSCs) and their capacity for differentiation into various cell types. Tumor hypoxia is a common feature of the GBM microenvironment and can influence cell state through a variety of processes including the inhibition of oxygen-dependent lysine histone demethylases (KDMs) and subsequent epigenetic changes required for differentiation or maintenance of the stem cell state. However, the precise mechanisms underlying hypoxic restriction of differentiation to specific neural lineages is unclear. Here, we show that hypoxia suppresses astrocytic differentiation induced by bone morphogenetic protein 4 (BMP4) in patient-derived GSCs. In 8/10 patient derived GSC lines, BMP4 induced expression of astrocytic markers, such as glial fibrillary acidic protein, and this induction was repressed by hypoxia in 7/10 lines. Interestingly, significant anti-proliferative effects of BMP4 induced differentiation were only observed in 3/10 lines and was rescued in only one GSC line by hypoxia, suggesting that these processes are uncoupled. Although hypoxia may directly limit the activity of oxygen-dependent KDMs important in this process, levels of S-2-hydroxyglutarate (S-2HG), an endogenous KDM inhibitor, were also increased in 5/8 GSC lines under hypoxia. Exogenous treatment with S-2HG or a small molecule KDM6 family inhibitor, phenocopied the repressive effects of hypoxia on BMP4 induced differentiation. In patient tumors, hypoxic areas surrounding pseudopalisading necrosis showed high expression of hypoxia markers, and these hypoxia markers were anti-correlated with markers of astrocytic differentiation. Together, these results demonstrate that the hypoxic tumor microenvironment in GBM, through multiple mechanisms limiting oxygen-dependent KDM activity, promote maintenance of the malignant stemness state by inhibiting astrocytic differentiation. This study implicates tumour hypoxia as a key regulator of stemness and a therapeutic target to promote differentiation in GBM. Treatment strategies that target hypoxic cells are urgently needed to overcome these challenges.
Citation Format: Ronald S. Wu, Elisabeth Liedtke, Sheila Mansouri, Samantha Brazier, Paul Guilhamon, Nicole I. Park, Eric Chen, Mathieu Lupien, Daniel D. De Carvalho, Peter G. Dirks, Gelareh Zadeh, Bradley G. Wouters. Hypoxia inhibits BMP4-induced astrocytic differentiation in glioma stem cells [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 3438.
Collapse
Affiliation(s)
- Ronald S. Wu
- 1University of Toronto, Toronto, Ontario, Canada
| | | | - Sheila Mansouri
- 2Princess Margaret Cancer Research Centre, Toronto, Ontario, Canada
| | - Samantha Brazier
- 2Princess Margaret Cancer Research Centre, Toronto, Ontario, Canada
| | - Paul Guilhamon
- 3The Hospital for Sick Children, Toronto, Ontario, Canada
| | | | - Eric Chen
- 2Princess Margaret Cancer Research Centre, Toronto, Ontario, Canada
| | | | | | | | | | | |
Collapse
|
28
|
Whitley OK, Richards LM, Cavalli F, Guilhamon P, Coutinho F, Kushida M, Luchman HA, Weiss S, Lupien M, Dirks P, Pugh T, Bader G. Abstract 5724: Revelation of shared transcriptional gradients in glioblastoma tumors and cultured glioma stem cells. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-5724] [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
The brain tumor Glioblastoma (GBM) is a virtual death sentence for anyone who is diagnosed, with a median survival time of 12-15 months with standard treatments1 and a 5 year survival rate of under 10% 2. There is a strong body of evidence supporting the existence of stem like cells, termed glioma stem cells (GSCs), that can repopulate the tumor after removal and therapy application3-6. Thus, GSCs present a tantalizing target for potential therapies against GBM. However, studies of GSCs have shown heterogeneity at the level of the transcriptome and drug response5,7, suggesting that there is significant biological variation that translates into differential sensitivity to various drugs. A full characterization of biological heterogeneity may aid in the search for targeted therapies.
Here, we profile the transcriptomes of 72 patient derived GSC cultures, and obtain scRNA-seq on 29 cultures from 26 patients (> 69,000 cells) plus 5 GBM tumors (> 14,000 cells). With this data, we find two anticorrelated transcriptional programs in the GSC cultures, one associated with immune or injury response related pathways and the other with neural developmental pathways. We then compare the GSC cultures to patient tumors in the scRNA-seq data, and find that a portion of GBM tumor cells are similar to GSC cultures. We find that a gradient between GSC and astrocyte programs separates cells with stemness properties from those that are not stem-like, and that within stem-like tumor cells and non stem-like tumor cells a gradient between the neural developmental and immune related programs exists as was seen for the cultured GSCs. In GSCs, we also find epigenetic variation in DNA methylation associated with the developmental and immune related programs. Overall these data suggest variation between two biological programs manifests at the level of gene expression and epigenetic regulation in GSCs in tumors.
1. Stupp, R. et al. Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma. N. Engl. J. Med. 352, 987-996 (2005).
2. Brennan, C. W. et al. The somatic genomic landscape of glioblastoma. Cell 155, 462-477 (2013).
3. Singh, S. K. et al. Identification of human brain tumour initiating cells. Nature 432, 396-401 (2004).
4. Chen, J. et al. A restricted cell population propagates glioblastoma growth after chemotherapy. Nature 488, 522-526 (2012).
5. Lan, X. et al. Fate mapping of human glioblastoma reveals an invariant stem cell hierarchy. Nature 549, 227-232 (2017).
6. Patel, A. P. et al. Single-cell RNA-seq highlights intratumoral heterogeneity in primary glioblastoma. Science 344, 1396-1401 (2014).
7. Meyer, M. et al. Single cell-derived clonal analysis of human glioblastoma links functional and genomic heterogeneity. Proc. Natl. Acad. Sci. U. S. A. 112, 851-856 (2015).
Citation Format: Owen K. Whitley, Laura M. Richards, Florence Cavalli, Paul Guilhamon, Fiona Coutinho, Michelle Kushida, H. Artee Luchman, Samuel Weiss, Mathieu Lupien, Peter Dirks, Trevor Pugh, Gary Bader. Revelation of shared transcriptional gradients in glioblastoma tumors and cultured glioma stem cells [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 5724.
Collapse
Affiliation(s)
| | | | | | - Paul Guilhamon
- 2The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Fiona Coutinho
- 2The Hospital for Sick Children, Toronto, Ontario, Canada
| | | | | | - Samuel Weiss
- 3University of Calgary, Calgary, Alberta, Canada
| | - Mathieu Lupien
- 4Princess Margaret Cancer Centre, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Peter Dirks
- 2The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Trevor Pugh
- 1University of Toronto, Toronto, Ontario, Canada
| | - Gary Bader
- 1University of Toronto, Toronto, Ontario, Canada
| |
Collapse
|
29
|
Deblois G, Tonekaboni SAM, Grillo G, Martinez C, Kao YI, Tai F, Ettayebi I, Fortier AM, Savage P, Fedor AN, Liu X, Guilhamon P, Lima-Fernandes E, Murison A, Kuasne H, Ba-alawi W, Cescon DW, Arrowsmith CH, De Carvalho DD, Haibe-Kains B, Locasale JW, Park M, Lupien M. Epigenetic Switch–Induced Viral Mimicry Evasion in Chemotherapy-Resistant Breast Cancer. Cancer Discov 2020; 10:1312-1329. [DOI: 10.1158/2159-8290.cd-19-1493] [Citation(s) in RCA: 52] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Revised: 04/20/2020] [Accepted: 06/09/2020] [Indexed: 11/16/2022]
|
30
|
Michealraj KA, Kumar SA, Kim LJY, Cavalli FMG, Przelicki D, Wojcik JB, Delaidelli A, Bajic A, Saulnier O, MacLeod G, Vellanki RN, Vladoiu MC, Guilhamon P, Ong W, Lee JJY, Jiang Y, Holgado BL, Rasnitsyn A, Malik AA, Tsai R, Richman CM, Juraschka K, Haapasalo J, Wang EY, De Antonellis P, Suzuki H, Farooq H, Balin P, Kharas K, Van Ommeren R, Sirbu O, Rastan A, Krumholtz SL, Ly M, Ahmadi M, Deblois G, Srikanthan D, Luu B, Loukides J, Wu X, Garzia L, Ramaswamy V, Kanshin E, Sánchez-Osuna M, El-Hamamy I, Coutinho FJ, Prinos P, Singh S, Donovan LK, Daniels C, Schramek D, Tyers M, Weiss S, Stein LD, Lupien M, Wouters BG, Garcia BA, Arrowsmith CH, Sorensen PH, Angers S, Jabado N, Dirks PB, Mack SC, Agnihotri S, Rich JN, Taylor MD. Metabolic Regulation of the Epigenome Drives Lethal Infantile Ependymoma. Cell 2020; 181:1329-1345.e24. [PMID: 32445698 PMCID: PMC10782558 DOI: 10.1016/j.cell.2020.04.047] [Citation(s) in RCA: 72] [Impact Index Per Article: 18.0] [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: 09/27/2019] [Revised: 03/16/2020] [Accepted: 04/24/2020] [Indexed: 01/24/2023]
Abstract
Posterior fossa A (PFA) ependymomas are lethal malignancies of the hindbrain in infants and toddlers. Lacking highly recurrent somatic mutations, PFA ependymomas are proposed to be epigenetically driven tumors for which model systems are lacking. Here we demonstrate that PFA ependymomas are maintained under hypoxia, associated with restricted availability of specific metabolites to diminish histone methylation, and increase histone demethylation and acetylation at histone 3 lysine 27 (H3K27). PFA ependymomas initiate from a cell lineage in the first trimester of human development that resides in restricted oxygen. Unlike other ependymomas, transient exposure of PFA cells to ambient oxygen induces irreversible cellular toxicity. PFA tumors exhibit a low basal level of H3K27me3, and, paradoxically, inhibition of H3K27 methylation specifically disrupts PFA tumor growth. Targeting metabolism and/or the epigenome presents a unique opportunity for rational therapy for infants with PFA ependymoma.
Collapse
Affiliation(s)
- Kulandaimanuvel Antony Michealraj
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Sachin A Kumar
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Leo J Y Kim
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Florence M G Cavalli
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - David Przelicki
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - John B Wojcik
- Department of Biochemistry and Biophysics and Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Alberto Delaidelli
- Department of Molecular Oncology, British Columbia Cancer Research Centre, Vancouver, BC V6T 1Z2, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z2, Canada
| | - Andrea Bajic
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada
| | - Olivier Saulnier
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Graham MacLeod
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Ravi N Vellanki
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Maria C Vladoiu
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Paul Guilhamon
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Winnie Ong
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - John J Y Lee
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Yanqing Jiang
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Borja L Holgado
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Alex Rasnitsyn
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Ahmad A Malik
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Ricky Tsai
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada
| | - Cory M Richman
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Kyle Juraschka
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Joonas Haapasalo
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Evan Y Wang
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Pasqualino De Antonellis
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Hiromichi Suzuki
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Hamza Farooq
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Polina Balin
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Kaitlin Kharas
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Randy Van Ommeren
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Olga Sirbu
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Avesta Rastan
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Stacey L Krumholtz
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Michelle Ly
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Moloud Ahmadi
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Geneviève Deblois
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Dilakshan Srikanthan
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Betty Luu
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - James Loukides
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Xiaochong Wu
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Livia Garzia
- Cancer Research Program, McGill University Health Centre Research Institute, Montreal, QC H4A 3J1, Canada
| | - Vijay Ramaswamy
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Division of Haematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Evgeny Kanshin
- Institute for Research in Immunology and Cancer (IRIC), Department of Medicine, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - María Sánchez-Osuna
- Institute for Research in Immunology and Cancer (IRIC), Department of Medicine, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Ibrahim El-Hamamy
- Computational Biology Program, Adaptive Oncology Theme, Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Fiona J Coutinho
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Panagiotis Prinos
- Structural Genomics Consortium, University of Toronto, 101 College Street, MaRS Centre, South Tower, Toronto, ON M5G 1L7, Canada
| | - Sheila Singh
- Stem Cell and Cancer Research Institute, McMaster University, Hamilton, ON L8S 4K1, Canada; Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON L8S 4K1, Canada; Department of Surgery, McMaster University, Hamilton, ON L8S 4K1, Canada
| | - Laura K Donovan
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Craig Daniels
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Daniel Schramek
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Mike Tyers
- Institute for Research in Immunology and Cancer (IRIC), Department of Medicine, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Samuel Weiss
- Hotchkiss Brain Institute, Department of Cell Biology and Anatomy, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Lincoln D Stein
- Computational Biology Program, Adaptive Oncology Theme, Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Bradly G Wouters
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Benjamin A Garcia
- Department of Biochemistry and Biophysics and Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Cheryl H Arrowsmith
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Structural Genomics Consortium, University of Toronto, 101 College Street, MaRS Centre, South Tower, Toronto, ON M5G 1L7, Canada
| | - Poul H Sorensen
- Department of Molecular Oncology, British Columbia Cancer Research Centre, Vancouver, BC V6T 1Z2, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z2, Canada
| | - Stephane Angers
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada; Department of Biochemistry, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Nada Jabado
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada; Department of Pediatrics, McGill University, The Research Institute of the McGill University Health Center, Montreal, QC H4A 3J1, Canada
| | - Peter B Dirks
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1L7, Canada; Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON M5G 1L7, Canada
| | - Stephen C Mack
- Texas Children's Hospital Cancer Center, Department of Pediatrics, Baylor College of Medicine, Dan L. Duncan Cancer Center, Houston, TX 77030, USA.
| | - Sameer Agnihotri
- Department of Neurological Surgery, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA.
| | - Jeremy N Rich
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92037, USA.
| | - Michael D Taylor
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON M5G 1L7, Canada.
| |
Collapse
|
31
|
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.
Collapse
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.
| |
Collapse
|
32
|
Criqui M, Qamra A, Chu TW, Sharma M, Tsao J, Henry DA, Barsyte-Lovejoy D, Arrowsmith CH, Winegarden N, Lupien M, Harrington L. Telomere dysfunction cooperates with epigenetic alterations to impair murine embryonic stem cell fate commitment. eLife 2020; 9:47333. [PMID: 32297856 PMCID: PMC7192583 DOI: 10.7554/elife.47333] [Citation(s) in RCA: 11] [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: 04/02/2019] [Accepted: 04/06/2020] [Indexed: 12/11/2022] Open
Abstract
The precise relationship between epigenetic alterations and telomere dysfunction is still an extant question. Previously, we showed that eroded telomeres lead to differentiation instability in murine embryonic stem cells (mESCs) via DNA hypomethylation at pluripotency-factor promoters. Here, we uncovered that telomerase reverse transcriptase null (Tert-/-) mESCs exhibit genome-wide alterations in chromatin accessibility and gene expression during differentiation. These changes were accompanied by an increase of H3K27me3 globally, an altered chromatin landscape at the Pou5f1/Oct4 promoter, and a refractory response to differentiation cues. Inhibition of the Polycomb Repressive Complex 2 (PRC2), an H3K27 tri-methyltransferase, exacerbated the impairment in differentiation and pluripotency gene repression in Tert-/-mESCs but not wild-type mESCs, whereas inhibition of H3K27me3 demethylation led to a partial rescue of the Tert-/- phenotype. These data reveal a new interdependent relationship between H3K27me3 and telomere integrity in stem cell lineage commitment that may have implications in aging and cancer.
Collapse
Affiliation(s)
- Mélanie Criqui
- Institut de Recherche en Immunologie et Cancérologie (IRIC), Département de biologie moléculaire, Faculté de Médecine, Université de Montréal, Montréal, Canada
| | - Aditi Qamra
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Tsz Wai Chu
- Institut de Recherche en Immunologie et Cancérologie (IRIC), Département de biologie moléculaire, Faculté de Médecine, Université de Montréal, Montréal, Canada
| | - Monika Sharma
- Princess Margaret Genomics Centre, Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Julissa Tsao
- Princess Margaret Genomics Centre, Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Danielle A Henry
- Institut de Recherche en Immunologie et Cancérologie (IRIC), Département de biologie moléculaire, Faculté de Médecine, Université de Montréal, Montréal, Canada
| | - Dalia Barsyte-Lovejoy
- Structural Genomics Consortium, Princess Margaret Cancer Centre, University of Toronto, Department of Medical Biophysics, Toronto, Canada
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, Princess Margaret Cancer Centre, University of Toronto, Department of Medical Biophysics, Toronto, Canada
| | - Neil Winegarden
- Princess Margaret Genomics Centre, Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | - Lea Harrington
- Institut de Recherche en Immunologie et Cancérologie (IRIC), Département de biologie moléculaire, Faculté de Médecine, Université de Montréal, Montréal, Canada
| |
Collapse
|
33
|
Molyneux SD, Waterhouse PD, Shelton D, Shao YW, Watling CM, Tang QL, Harris IS, Dickson BC, Tharmapalan P, Sandve GK, Zhang X, Bailey SD, Berman H, Wunder JS, Izsvák Z, Lupien M, Mak TW, Khokha R. Author Correction: Human somatic cell mutagenesis creates genetically tractable sarcomas. Nat Genet 2020; 52:464. [PMID: 32094913 DOI: 10.1038/s41588-020-0589-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
An amendment to this paper has been published and can be accessed via a link at the top of the paper.
Collapse
Affiliation(s)
- Sam D Molyneux
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Paul D Waterhouse
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Dawne Shelton
- Digital-biology Center, Bio-Rad Laboratories, Pleasanton, CA, USA
| | - Yang W Shao
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Christopher M Watling
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Qing-Lian Tang
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Isaac S Harris
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Brendan C Dickson
- Department of Pathology and Division of Orthopaedic Surgery, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Pirashaanthy Tharmapalan
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Geir K Sandve
- Department of Informatics, University of Oslo, Blindern, Oslo, Norway
| | - Xiaoyang Zhang
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Swneke D Bailey
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Hal Berman
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Jay S Wunder
- Department of Pathology and Division of Orthopaedic Surgery, Mount Sinai Hospital, Toronto, Ontario, Canada
| | | | - Mathieu Lupien
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Tak W Mak
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada
| | - Rama Khokha
- Department of Medical Biophysics, Ontario Cancer Institute, University of Toronto, Toronto, Ontario, Canada.
| |
Collapse
|
34
|
Zhou S, Hawley JR, Soares F, Grillo G, Teng M, Madani Tonekaboni SA, Hua JT, Kron KJ, Mazrooei P, Ahmed M, Arlidge C, Yun HY, Livingstone J, Huang V, Yamaguchi TN, Espiritu SMG, Zhu Y, Severson TM, Murison A, Cameron S, Zwart W, van der Kwast T, Pugh TJ, Fraser M, Boutros PC, Bristow RG, He HH, Lupien M. Noncoding mutations target cis-regulatory elements of the FOXA1 plexus in prostate cancer. Nat Commun 2020; 11:441. [PMID: 31974375 PMCID: PMC6978390 DOI: 10.1038/s41467-020-14318-9] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [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: 01/27/2019] [Accepted: 12/20/2019] [Indexed: 01/02/2023] Open
Abstract
Prostate cancer is the second most commonly diagnosed malignancy among men worldwide. Recurrently mutated in primary and metastatic prostate tumors, FOXA1 encodes a pioneer transcription factor involved in disease onset and progression through both androgen receptor-dependent and androgen receptor-independent mechanisms. Despite its oncogenic properties however, the regulation of FOXA1 expression remains unknown. Here, we identify a set of six cis-regulatory elements in the FOXA1 regulatory plexus harboring somatic single-nucleotide variants in primary prostate tumors. We find that deletion and repression of these cis-regulatory elements significantly decreases FOXA1 expression and prostate cancer cell growth. Six of the ten single-nucleotide variants mapping to FOXA1 regulatory plexus significantly alter the transactivation potential of cis-regulatory elements by modulating the binding of transcription factors. Collectively, our results identify cis-regulatory elements within the FOXA1 plexus mutated in primary prostate tumors as potential targets for therapeutic intervention. FOXA1 pioneer transcription factor is recurrently mutated in primary and metastatic prostate tumors. Here, authors identify a set of six cis-regulatory elements in the FOXA1 regulatory plexus harboring somatic SNVs in primary prostate tumors and characterize their role in regulating FOXA1 expression and prostate cancer cell growth.
Collapse
Affiliation(s)
- Stanley Zhou
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, 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
| | - Fraser Soares
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Giacomo Grillo
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mona Teng
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Seyed Ali Madani Tonekaboni
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Junjie Tony Hua
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Ken J Kron
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Parisa Mazrooei
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Musaddeque Ahmed
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Christopher Arlidge
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Hwa Young Yun
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Vincent Huang
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | | | | | - Yanyun Zhu
- Division of Oncogenomics, Oncode Institute, the Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Tesa M Severson
- Division of Oncogenomics, Oncode Institute, the Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Sarina Cameron
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Wilbert Zwart
- Division of Oncogenomics, Oncode Institute, the Netherlands Cancer Institute, Amsterdam, The Netherlands.,Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Theodorus van der Kwast
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.,Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Michael Fraser
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Paul C Boutros
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.,Ontario Institute for Cancer Research, Toronto, ON, Canada.,Department of Pharmacology and Toxicology, University of Toronto, Toronto, CA, Canada.,Department of Human Genetics, University of California, Los Angeles, CA, USA.,Department of Urology, University of California, Los Angeles, CA, USA.,Institute for Precision Health, University of California, Los Angeles, CA, USA.,Jonsson Comprehensive Cancer Center, University of California, Los Angeles, CA, USA
| | - Robert G Bristow
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.,Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada.,CRUK Manchester Institute and Manchester Cancer Research Centre, Manchester, UK.,Division of Cancer Sciences, Faculty of Biology, Health and Medicine, University of Manchester, Manchester, UK.,The Christie NHS Foundation Trust, Manchester, UK
| | - Housheng Hansen He
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medical Biophysics, 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. .,Ontario Institute for Cancer Research, Toronto, ON, Canada.
| |
Collapse
|
35
|
Zhu H, Uusküla-Reimand L, Isaev K, Wadi L, Alizada A, Shuai S, Huang V, Aduluso-Nwaobasi D, Paczkowska M, Abd-Rabbo D, Ocsenas O, Liang M, Thompson JD, Li Y, Ruan L, Krassowski M, Dzneladze I, Simpson JT, Lupien M, Stein LD, Boutros PC, Wilson MD, Reimand J. Candidate Cancer Driver Mutations in Distal Regulatory Elements and Long-Range Chromatin Interaction Networks. Mol Cell 2020; 77:1307-1321.e10. [PMID: 31954095 DOI: 10.1016/j.molcel.2019.12.027] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2019] [Revised: 06/04/2019] [Accepted: 12/24/2019] [Indexed: 12/17/2022]
Abstract
A comprehensive catalog of cancer driver mutations is essential for understanding tumorigenesis and developing therapies. Exome-sequencing studies have mapped many protein-coding drivers, yet few non-coding drivers are known because genome-wide discovery is challenging. We developed a driver discovery method, ActiveDriverWGS, and analyzed 120,788 cis-regulatory modules (CRMs) across 1,844 whole tumor genomes from the ICGC-TCGA PCAWG project. We found 30 CRMs with enriched SNVs and indels (FDR < 0.05). These frequently mutated regulatory elements (FMREs) were ubiquitously active in human tissues, showed long-range chromatin interactions and mRNA abundance associations with target genes, and were enriched in motif-rewiring mutations and structural variants. Genomic deletion of one FMRE in human cells caused proliferative deficiencies and transcriptional deregulation of cancer genes CCNB1IP1, CDH1, and CDKN2B, validating observations in FMRE-mutated tumors. Pathway analysis revealed further sub-significant FMREs at cancer genes and processes, indicating an unexplored landscape of infrequent driver mutations in the non-coding genome.
Collapse
Affiliation(s)
- Helen Zhu
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada; Department of Medical Biophysics, University of Toronto, 101 College Street Suite 15-701, Toronto, ON M5G 1L7, Canada
| | - Liis Uusküla-Reimand
- Program in Genetics and Genome Biology, SickKids Research Institute, Peter Gilgan Centre for Research and Learning (PGCRL), 686 Bay Street, Toronto, ON M5G 0A4, Canada; Division of Gene Technology, Department of Chemistry and Biotechnology, Tallinn University of Technology, Akadeemia tee 15, Tallinn 12618, Estonia
| | - Keren Isaev
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada; Department of Medical Biophysics, University of Toronto, 101 College Street Suite 15-701, Toronto, ON M5G 1L7, Canada
| | - Lina Wadi
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Azad Alizada
- Program in Genetics and Genome Biology, SickKids Research Institute, Peter Gilgan Centre for Research and Learning (PGCRL), 686 Bay Street, Toronto, ON M5G 0A4, Canada
| | - Shimin Shuai
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada; Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5S 1A8, Canada
| | - Vincent Huang
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Dike Aduluso-Nwaobasi
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Marta Paczkowska
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Diala Abd-Rabbo
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Oliver Ocsenas
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada; Department of Medical Biophysics, University of Toronto, 101 College Street Suite 15-701, Toronto, ON M5G 1L7, Canada
| | - Minggao Liang
- Program in Genetics and Genome Biology, SickKids Research Institute, Peter Gilgan Centre for Research and Learning (PGCRL), 686 Bay Street, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5S 1A8, Canada
| | - J Drew Thompson
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Yao Li
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Luyao Ruan
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Michal Krassowski
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Irakli Dzneladze
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada
| | - Jared T Simpson
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada; Department of Computer Science, University of Toronto, 214 College Street, Toronto, ON M5T 3A1, Canada
| | - Mathieu Lupien
- Department of Medical Biophysics, University of Toronto, 101 College Street Suite 15-701, Toronto, ON M5G 1L7, Canada; Princess Margaret Cancer Centre, 101 College Street, Toronto, ON M5G 0A3, Canada
| | - Lincoln D Stein
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada; Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5S 1A8, Canada
| | - Paul C Boutros
- Department of Medical Biophysics, University of Toronto, 101 College Street Suite 15-701, Toronto, ON M5G 1L7, Canada; Department of Human Genetics, University of California Los Angeles, 10833 Le Conte Avenue, Los Angeles, CA 90095, USA; Department of Urology, University of California Los Angeles, 200 Medical Plaza Driveway #140, Los Angeles, CA 90024, USA; Institute of Precision Health, University of California Los Angeles, 10833 Le Conte Avenue, Los Angeles, CA 90024, USA; Jonsson Comprehensive Cancer Centre, University of California Los Angeles, 10833 Le Conte Avenue, Los Angeles, CA 90024, USA
| | - Michael D Wilson
- Program in Genetics and Genome Biology, SickKids Research Institute, Peter Gilgan Centre for Research and Learning (PGCRL), 686 Bay Street, Toronto, ON M5G 0A4, Canada; Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5S 1A8, Canada
| | - Jüri Reimand
- Computational Biology Program, Ontario Institute for Cancer Research, 661 University Avenue Suite 510, Toronto, ON M5G 0A3, Canada; Department of Medical Biophysics, University of Toronto, 101 College Street Suite 15-701, Toronto, ON M5G 1L7, Canada.
| |
Collapse
|
36
|
Radulovich N, Tamblyn L, Seo H, Haibe-Kains B, Lupien M, Gilles F, Tsao MS. Abstract B46: Targeting pancreatic cancer organoids with dual BET and CBP/P300 inhibitor NEO2734. Cancer Res 2019. [DOI: 10.1158/1538-7445.panca19-b46] [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
Pancreatic ductal adenocarcinoma (PDA) has a dismal prognosis due to largely ineffective therapeutics available for this disease. Recently, inhibitors of bromodomain and extraterminal domain (BET) inhibitors have been shown to have therapeutic efficacy against various malignancies, including PDA. Here we present data on sensitivity of PDA patient-derived organoids (PDO) to a novel dual BET and CBP/P300 inhibitor, NEO2734 (Epigene Therapeutics Inc.). Our cell viability screen on a panel of 30 PDOs derived from PDA patient and xenograft tumor tissue revealed differential drug sensitivities to NEO2734 inhibitor. Antitumor effect of NEO2734 on the most sensitive PPTO.2 model was further confirmed in vivo using patient-derived xenograft PPTO.2 model. To identify potential biomarkers associated with differential sensitivities of PDA PDOs to NEO2734 inhibitor, we generated gene expression profiles from 13 PDOs derived from primary patient tumors. Using the probabilistic concordance index (C-index), 13 genes (Bonferroni corrected P<1.0E-10) were identified as potential therapeutic targets. Among the biomarkers identified, we found three associations with known BET inhibitor target genes, including CA9 (C-index= 0.38, PBonferroni= 2.7E-19), which is known to be downregulated by BET inhibitor and coexpressed with the target gene BRDT. Furthermore, the biomarker SLC7A2 (0.28, 3.4E-37) has a known genetic interaction with BRD4, and ABCB6 (0.31, 1.5E-27) is predicted to be coexpressed with CREBBP. Overall, this work reveals that dual BET and CBP/P300 inhibitor, NEO2734, could be a novel therapeutic option for a subset of PDA patients.
Citation Format: Nikolina Radulovich, Laura Tamblyn, Heewon Seo, Benjamin Haibe-Kains, Mathieu Lupien, Francis Gilles, Ming S. Tsao. Targeting pancreatic cancer organoids with dual BET and CBP/P300 inhibitor NEO2734 [abstract]. In: Proceedings of the AACR Special Conference on Pancreatic Cancer: Advances in Science and Clinical Care; 2019 Sept 6-9; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2019;79(24 Suppl):Abstract nr B46.
Collapse
Affiliation(s)
| | | | - Heewon Seo
- 1University Health Network, Toronto, ON, Canada,
| | | | | | | | - Ming S. Tsao
- 1University Health Network, Toronto, ON, Canada,
| |
Collapse
|
37
|
Mazrooei P, Kron KJ, Zhu Y, Zhou S, Grillo G, Mehdi T, Ahmed M, Severson TM, Guilhamon P, Armstrong NS, Huang V, Yamaguchi TN, Fraser M, van der Kwast T, Boutros PC, He HH, Bergman AM, Bristow RG, Zwart W, Lupien M. Cistrome Partitioning Reveals Convergence of Somatic Mutations and Risk Variants on Master Transcription Regulators in Primary Prostate Tumors. Cancer Cell 2019; 36:674-689.e6. [PMID: 31735626 DOI: 10.1016/j.ccell.2019.10.005] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Revised: 08/02/2019] [Accepted: 10/17/2019] [Indexed: 12/26/2022]
Abstract
Thousands of noncoding somatic single-nucleotide variants (SNVs) of unknown function are reported in tumors. Partitioning the genome according to cistromes reveals the enrichment of somatic SNVs in prostate tumors as opposed to adjacent normal tissue cistromes of master transcription regulators, including AR, FOXA1, and HOXB13. This parallels enrichment of prostate cancer genetic predispositions over these transcription regulators' tumor cistromes, exemplified at the 8q24 locus harboring both risk variants and somatic SNVs in cis-regulatory elements upregulating MYC expression. However, Massively Parallel Reporter Assays reveal that few SNVs can alter the transactivation potential of individual cis-regulatory elements. Instead, similar to inherited risk variants, SNVs accumulate in cistromes of master transcription regulators required for prostate cancer development.
Collapse
Affiliation(s)
- Parisa Mazrooei
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Ken J Kron
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Yanyun Zhu
- Division of Oncogenomics, Oncode Institute, the Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Stanley Zhou
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Giacomo Grillo
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Tahmid Mehdi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Musaddeque Ahmed
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Tesa M Severson
- Division of Oncogenomics, Oncode Institute, the Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Paul Guilhamon
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | | | - Vincent Huang
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | | | - Michael Fraser
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Theodorus van der Kwast
- Department of Pathology and Laboratory Medicine, Toronto General Hospital, University Health Network, Toronto, ON M5G 2C4, Canada
| | - Paul C Boutros
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Housheng Hansen He
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Andries M Bergman
- Division of Oncogenomics, Oncode Institute, the Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Robert G Bristow
- CRUK Manchester Institute and Manchester Cancer Research Centre, University of Manchester, Manchester M20 4GJ, UK
| | - Wilbert Zwart
- Division of Oncogenomics, Oncode Institute, the Netherlands Cancer Institute, Amsterdam, The Netherlands; Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands.
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada.
| |
Collapse
|
38
|
Morton AR, Dogan-Artun N, Faber ZJ, MacLeod G, Bartels CF, Piazza MS, Allan KC, Mack SC, Wang X, Gimple RC, Wu Q, Rubin BP, Shetty S, Angers S, Dirks PB, Sallari RC, Lupien M, Rich JN, Scacheri PC. Functional Enhancers Shape Extrachromosomal Oncogene Amplifications. Cell 2019; 179:1330-1341.e13. [PMID: 31761532 DOI: 10.1016/j.cell.2019.10.039] [Citation(s) in RCA: 163] [Impact Index Per Article: 32.6] [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: 02/20/2019] [Revised: 09/20/2019] [Accepted: 10/29/2019] [Indexed: 12/11/2022]
Abstract
Non-coding regions amplified beyond oncogene borders have largely been ignored. Using a computational approach, we find signatures of significant co-amplification of non-coding DNA beyond the boundaries of amplified oncogenes across five cancer types. In glioblastoma, EGFR is preferentially co-amplified with its two endogenous enhancer elements active in the cell type of origin. These regulatory elements, their contacts, and their contribution to cell fitness are preserved on high-level circular extrachromosomal DNA amplifications. Interrogating the locus with a CRISPR interference screening approach reveals a diversity of additional elements that impact cell fitness. The pattern of fitness dependencies mirrors the rearrangement of regulatory elements and accompanying rewiring of the chromatin topology on the extrachromosomal amplicon. Our studies indicate that oncogene amplifications are shaped by regulatory dependencies in the non-coding genome.
Collapse
Affiliation(s)
- Andrew R Morton
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH 44106, USA
| | - Nergiz Dogan-Artun
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Zachary J Faber
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH 44106, USA
| | - Graham MacLeod
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Cynthia F Bartels
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH 44106, USA
| | - Megan S Piazza
- Center for Human Genetics Laboratory, University Hospitals, Cleveland, OH 44106, USA
| | - Kevin C Allan
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH 44106, USA
| | - Stephen C Mack
- Department of Pediatrics, Division of Hematology and Oncology, Baylor College of Medicine, Texas Children's Hospital, Houston, TX 77030, USA
| | - Xiuxing Wang
- Department of Medicine, Division of Regenerative Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Ryan C Gimple
- Department of Medicine, Division of Regenerative Medicine, University of California, San Diego, La Jolla, CA 92037, USA; Department of Pathology, Case Western Reserve University, Cleveland, OH 44120, USA
| | - Qiulian Wu
- Department of Medicine, Division of Regenerative Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Brian P Rubin
- Departments of Anatomic Pathology and Molecular Genetics, Cleveland Clinic, Lerner Research Institute and Taussig Cancer Center, Cleveland, OH 44195, USA
| | - Shashirekha Shetty
- Center for Human Genetics Laboratory, University Hospitals, Cleveland, OH 44106, USA
| | - Stephane Angers
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada; Department of Biochemistry, Faculty of Medicine, University of Toronto, Toronto, ON M5G 0A4, Canada
| | - Peter B Dirks
- Developmental and Stem Cell Biology Program and Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | | | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Jeremy N Rich
- Department of Medicine, Division of Regenerative Medicine, University of California, San Diego, La Jolla, CA 92037, USA; Department of Neurosciences, University of California, San Diego, School of Medicine, La Jolla, CA 92037, USA.
| | - Peter C Scacheri
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH 44106, USA.
| |
Collapse
|
39
|
Madani Tonekaboni SA, Mazrooei P, Kofia V, Haibe-Kains B, Lupien M. Identifying clusters of cis-regulatory elements underpinning TAD structures and lineage-specific regulatory networks. Genome Res 2019; 29:1733-1743. [PMID: 31533978 PMCID: PMC6771399 DOI: 10.1101/gr.248658.119] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2019] [Accepted: 08/14/2019] [Indexed: 12/16/2022]
Abstract
Cellular identity relies on cell-type-specific gene expression controlled at the transcriptional level by cis-regulatory elements (CREs). CREs are unevenly distributed across the genome, giving rise to individual CREs and clusters of CREs (COREs). Technical and biological features hinder CORE identification. We addressed these issues by developing an unsupervised machine learning approach termed clustering of genomic regions analysis method (CREAM). CREAM automates CORE detection from chromatin accessibility profiles that are enriched in CREs strongly bound by master transcription regulators, proximal to highly expressed and essential genes, and discriminating cell identity. Although COREs share similarities with super-enhancers, we highlight differences in terms of the genomic distribution and structure of these cis-regulatory units. We further show the enhanced value of COREs over super-enhancers to identify master transcription regulators, highly expressed and essential genes defining cell identity. COREs enrich at topologically associated domain (TAD) boundaries. They are also preferentially bound by the chromatin looping factors CTCF and cohesin, in contrast to super-enhancers, forming clusters of CTCF and cohesin binding regions and defining homotypic clusters of transcription regulator binding regions (HCTs). Finally, we show the clinical utility of CREAM to identify COREs across chromatin accessibility profiles to stratify more than 400 tumor samples according to their cancer type and to delineate cancer type-specific active biological pathways. Collectively, our results support the utility of CREAM to delineate COREs underlying, with greater accuracy than individual CREs or super-enhancers, the cell-type-specific biological underpinning across a wide range of normal and cancer cell types.
Collapse
Affiliation(s)
- Seyed Ali Madani Tonekaboni
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Parisa Mazrooei
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Victor Kofia
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
| | - Benjamin Haibe-Kains
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
- Department of Computer Science, University of Toronto, Toronto, Ontario M5T 3A1, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 1L7, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, Toronto, Ontario M5G 1L7, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 1L7, Canada
| |
Collapse
|
40
|
Houlahan KE, Shiah YJ, Gusev A, Yuan J, Ahmed M, Shetty A, Ramanand SG, Yao CQ, Bell C, O'Connor E, Huang V, Fraser M, Heisler LE, Livingstone J, Yamaguchi TN, Rouette A, Foucal A, Espiritu SMG, Sinha A, Sam M, Timms L, Johns J, Wong A, Murison A, Orain M, Picard V, Hovington H, Bergeron A, Lacombe L, Lupien M, Fradet Y, Têtu B, McPherson JD, Pasaniuc B, Kislinger T, Chua MLK, Pomerantz MM, van der Kwast T, Freedman ML, Mani RS, He HH, Bristow RG, Boutros PC. Genome-wide germline correlates of the epigenetic landscape of prostate cancer. Nat Med 2019; 25:1615-1626. [PMID: 31591588 PMCID: PMC7418214 DOI: 10.1038/s41591-019-0579-z] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [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] [Received: 09/17/2018] [Accepted: 08/13/2019] [Indexed: 12/16/2022]
Abstract
Oncogenesis is driven by germline, environmental and stochastic factors. It is unknown how these interact to produce the molecular phenotypes of tumors. We therefore quantified the influence of germline polymorphisms on the somatic epigenome of 589 localized prostate tumors. Predisposition risk loci influence a tumor's epigenome, uncovering a mechanism for cancer susceptibility. We identified and validated 1,178 loci associated with altered methylation in tumoral but not nonmalignant tissue. These tumor methylation quantitative trait loci influence chromatin structure, as well as RNA and protein abundance. One prominent tumor methylation quantitative trait locus is associated with AKT1 expression and is predictive of relapse after definitive local therapy in both discovery and validation cohorts. These data reveal intricate crosstalk between the germ line and the epigenome of primary tumors, which may help identify germline biomarkers of aggressive disease to aid patient triage and optimize the use of more invasive or expensive diagnostic assays.
Collapse
Affiliation(s)
- Kathleen E Houlahan
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Vector Institute, Toronto, Ontario, Canada
| | - Yu-Jia Shiah
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Alexander Gusev
- Division of Population Sciences, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jiapei Yuan
- Department of Pathology, UT Southwestern Medical Center, Dallas, TX, USA
| | - Musaddeque Ahmed
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Anamay Shetty
- Division of Population Sciences, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- University of Cambridge, Cambridge, UK
| | - Susmita G Ramanand
- Department of Pathology, UT Southwestern Medical Center, Dallas, TX, USA
| | - Cindy Q Yao
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Connor Bell
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Edward O'Connor
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Vincent Huang
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Michael Fraser
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | | | | | | | | | - Adrien Foucal
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | | | - Ankit Sinha
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Michelle Sam
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Lee Timms
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Jeremy Johns
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Ada Wong
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Michèle Orain
- Department of Pathology, Centre de recheche du CHU de Québec-Université Laval, Québec City, Québec, Canada
| | - Valérie Picard
- Division of Urology, Centre de recheche du CHU de Québec-Université Laval, Québec City, Québec, Canada
| | - Hélène Hovington
- Division of Urology, Centre de recheche du CHU de Québec-Université Laval, Québec City, Québec, Canada
| | - Alain Bergeron
- Division of Urology, Centre de recheche du CHU de Québec-Université Laval, Québec City, Québec, Canada
| | - Louis Lacombe
- Division of Urology, Centre de recheche du CHU de Québec-Université Laval, Québec City, Québec, Canada
| | - Mathieu Lupien
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Yves Fradet
- Division of Urology, Centre de recheche du CHU de Québec-Université Laval, Québec City, Québec, Canada
| | - Bernard Têtu
- Department of Pathology, Centre de recheche du CHU de Québec-Université Laval, Québec City, Québec, Canada
| | | | - Bogdan Pasaniuc
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Pathology and Laboratory Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Thomas Kislinger
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Melvin L K Chua
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Mark M Pomerantz
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Theodorus van der Kwast
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Laboratory Medicine Program, University Health Network, Toronto, Ontario, Canada
| | - Matthew L Freedman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- The Eli and Edythe L. Broad Institute, Cambridge, MA, USA
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Ram S Mani
- Department of Pathology, UT Southwestern Medical Center, Dallas, TX, USA
| | - Housheng H He
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Robert G Bristow
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
- Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada.
- Division of Cancer Sciences, Faculty of Biology, Health and Medicine, University of Manchester, Manchester, UK.
- The Christie NHS Foundation Trust, Manchester, UK.
- Cancer Research UK Manchester Institute, Manchester, UK.
- Manchester Cancer Research Centre, Manchester, UK.
| | - Paul C Boutros
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.
- Vector Institute, Toronto, Ontario, Canada.
- Department of Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA.
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada.
- Department of Urology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.
- Jonsson Comprehensive Cancer Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA.
- Institute for Precision Health, University of California, Los Angeles, Los Angeles, CA, USA.
| |
Collapse
|
41
|
Krug B, De Jay N, Harutyunyan AS, Deshmukh S, Marchione DM, Guilhamon P, Bertrand KC, Mikael LG, McConechy MK, Chen CC, Khazaei S, Koncar RF, Agnihotri S, Faury D, Ellezam B, Weil AG, Ursini-Siegel J, De Carvalho DD, Dirks PB, Lewis PW, Salomoni P, Lupien M, Arrowsmith C, Lasko PF, Garcia BA, Kleinman CL, Jabado N, Mack SC. Pervasive H3K27 Acetylation Leads to ERV Expression and a Therapeutic Vulnerability in H3K27M Gliomas. Cancer Cell 2019; 36:338-339. [PMID: 31526762 PMCID: PMC6949014 DOI: 10.1016/j.ccell.2019.08.012] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
|
42
|
Johnston MJ, Nikolic A, Ninkovic N, Guilhamon P, Cavalli FMG, Seaman S, Zemp FJ, Lee J, Abdelkareem A, Ellestad K, Murison A, Kushida MM, Coutinho FJ, Ma Y, Mungall AJ, Moore R, Marra MA, Taylor MD, Dirks PB, Pugh TJ, Morrissy S, St Croix B, Mahoney DJ, Lupien M, Gallo M. High-resolution structural genomics reveals new therapeutic vulnerabilities in glioblastoma. Genome Res 2019; 29:1211-1222. [PMID: 31249064 PMCID: PMC6673710 DOI: 10.1101/gr.246520.118] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2018] [Accepted: 06/26/2019] [Indexed: 12/20/2022]
Abstract
We investigated the role of 3D genome architecture in instructing functional properties of glioblastoma stem cells (GSCs) by generating sub-5-kb resolution 3D genome maps by in situ Hi-C. Contact maps at sub-5-kb resolution allow identification of individual DNA loops, domain organization, and large-scale genome compartmentalization. We observed differences in looping architectures among GSCs from different patients, suggesting that 3D genome architecture is a further layer of inter-patient heterogeneity for glioblastoma. Integration of DNA contact maps with chromatin and transcriptional profiles identified specific mechanisms of gene regulation, including the convergence of multiple super enhancers to individual stemness genes within individual cells. We show that the number of loops contacting a gene correlates with elevated transcription. These results indicate that stemness genes are hubs of interaction between multiple regulatory regions, likely to ensure their sustained expression. Regions of open chromatin common among the GSCs tested were poised for expression of immune-related genes, including CD276. We demonstrate that this gene is co-expressed with stemness genes in GSCs and that CD276 can be targeted with an antibody-drug conjugate to eliminate self-renewing cells. Our results demonstrate that integrated structural genomics data sets can be employed to rationally identify therapeutic vulnerabilities in self-renewing cells.
Collapse
Affiliation(s)
- Michael J Johnston
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Ana Nikolic
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Nicoletta Ninkovic
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Paul Guilhamon
- Princess Margaret Cancer Centre-University Health Network, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Florence M G Cavalli
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
| | - Steven Seaman
- Tumor Angiogenesis Unit, Mouse Cancer Genetics Program (MCGP), National Cancer Institute (NCI), NIH, Frederick, Maryland 21702, USA
| | - Franz J Zemp
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - John Lee
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
| | - Aly Abdelkareem
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Katrina Ellestad
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Alex Murison
- Princess Margaret Cancer Centre-University Health Network, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Michelle M Kushida
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
| | - Fiona J Coutinho
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia VSZ 4S6, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia VSZ 4S6, Canada
| | - Richard Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia VSZ 4S6, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia VSZ 4S6, Canada
| | - Michael D Taylor
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada
| | - Peter B Dirks
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario M5G 0A4, Canada.,Department of Molecular Genetics, University of Toronto, Ontario M5S 1A8, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre-University Health Network, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Sorana Morrissy
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Bradley St Croix
- Tumor Angiogenesis Unit, Mouse Cancer Genetics Program (MCGP), National Cancer Institute (NCI), NIH, Frederick, Maryland 21702, USA
| | - Douglas J Mahoney
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Microbiology, Immunology and Infectious Diseases, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre-University Health Network, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Ontario M5S 1A8, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| | - Marco Gallo
- Clark Smith Brain Tumour Centre, Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada.,Department of Physiology and Pharmacology, Cumming School of Medicine, University of Calgary, Calgary, Alberta T2N 4N1, Canada
| |
Collapse
|
43
|
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]
|
44
|
Krug B, De Jay N, Harutyunyan AS, Deshmukh S, Marchione DM, Guilhamon P, Bertrand KC, Mikael LG, McConechy MK, Chen CCL, Khazaei S, Koncar RF, Agnihotri S, Faury D, Ellezam B, Weil AG, Ursini-Siegel J, De Carvalho DD, Dirks PB, Lewis PW, Salomoni P, Lupien M, Arrowsmith C, Lasko PF, Garcia BA, Kleinman CL, Jabado N, Mack SC. Pervasive H3K27 Acetylation Leads to ERV Expression and a Therapeutic Vulnerability in H3K27M Gliomas. Cancer Cell 2019; 35:782-797.e8. [PMID: 31085178 PMCID: PMC6521975 DOI: 10.1016/j.ccell.2019.04.004] [Citation(s) in RCA: 103] [Impact Index Per Article: 20.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Revised: 01/16/2019] [Accepted: 04/12/2019] [Indexed: 01/02/2023]
Abstract
High-grade gliomas defined by histone 3 K27M driver mutations exhibit global loss of H3K27 trimethylation and reciprocal gain of H3K27 acetylation, respectively shaping repressive and active chromatin landscapes. We generated tumor-derived isogenic models bearing this mutation and show that it leads to pervasive H3K27ac deposition across the genome. In turn, active enhancers and promoters are not created de novo and instead reflect the epigenomic landscape of the cell of origin. H3K27ac is enriched at repeat elements, resulting in their increased expression, which in turn can be further amplified by DNA demethylation and histone deacetylase inhibitors providing an exquisite therapeutic vulnerability. These agents may therefore modulate anti-tumor immune responses as a therapeutic modality for this untreatable disease.
Collapse
Affiliation(s)
- Brian Krug
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada
| | - Nicolas De Jay
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada; Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
| | - Ashot S Harutyunyan
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada
| | - Shriya Deshmukh
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada
| | - Dylan M Marchione
- Department of Biochemistry and Biophysics, and Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Paul Guilhamon
- 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
| | - Kelsey C Bertrand
- Department of Pediatrics, Division of Hematology and Oncology, Texas Children's Cancer and Hematology Centers, Dan L Duncan Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Leonie G Mikael
- Department of Pediatrics, McGill University, The Research Institute of the McGill University Health Center, Montreal, QC H4A 3J1, Canada
| | - Melissa K McConechy
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada
| | - Carol C L Chen
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada
| | - Sima Khazaei
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada
| | - Robert F Koncar
- Department of Neurological Surgery, Children's Hospital, University of Pittsburgh School of Medicine, Pittsburgh, PA 15232, USA
| | - Sameer Agnihotri
- Department of Neurological Surgery, Children's Hospital, University of Pittsburgh School of Medicine, Pittsburgh, PA 15232, USA
| | - Damien Faury
- Department of Pediatrics, McGill University, The Research Institute of the McGill University Health Center, Montreal, QC H4A 3J1, Canada
| | - Benjamin Ellezam
- Department of Pathology, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal, Montréal, QC H3T 1C5, Canada
| | - Alexander G Weil
- Department of Pediatric Neurosurgery, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal, Montréal, QC H3T 1C5, Canada
| | - Josie Ursini-Siegel
- Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
| | - Daniel D De Carvalho
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Peter B Dirks
- Department of Surgery and Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Peter W Lewis
- Department of Biomolecular Chemistry, School of Medicine and Public Health and Wisconsin Institute for Discovery, University of Wisconsin, Madison, WI 53715, USA
| | - Paolo Salomoni
- Nuclear Function in CNS Pathophysiology, German Center for Neurodegenerative Diseases, 53127 Bonn, Germany
| | - 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
| | - Cheryl Arrowsmith
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Paul F Lasko
- Department of Biology, McGill University, Montreal, QC H3A 1B1, Canada
| | - Benjamin A Garcia
- Department of Biochemistry and Biophysics, and Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Claudia L Kleinman
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada; Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada.
| | - Nada Jabado
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada; Department of Pediatrics, McGill University, The Research Institute of the McGill University Health Center, Montreal, QC H4A 3J1, Canada.
| | - Stephen C Mack
- Department of Pediatrics, Division of Hematology and Oncology, Texas Children's Cancer and Hematology Centers, Dan L Duncan Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA.
| |
Collapse
|
45
|
Lima-Fernandes E, Murison A, da Silva Medina T, Wang Y, Ma A, Leung C, Luciani GM, Haynes J, Pollett A, Zeller C, Duan S, Kreso A, Barsyte-Lovejoy D, Wouters BG, Jin J, Carvalho DDD, Lupien M, Arrowsmith CH, O'Brien CA. Targeting bivalency de-represses Indian Hedgehog and inhibits self-renewal of colorectal cancer-initiating cells. Nat Commun 2019; 10:1436. [PMID: 30926792 PMCID: PMC6441108 DOI: 10.1038/s41467-019-09309-4] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [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: 09/03/2018] [Accepted: 02/27/2019] [Indexed: 12/21/2022] Open
Abstract
In embryonic stem cells, promoters of key lineage-specific differentiation genes are found in a bivalent state, having both activating H3K4me3 and repressive H3K27me3 histone marks, making them poised for transcription upon loss of H3K27me3. Whether cancer-initiating cells (C-ICs) have similar epigenetic mechanisms that prevent lineage commitment is unknown. Here we show that colorectal C-ICs (CC-ICs) are maintained in a stem-like state through a bivalent epigenetic mechanism. Disruption of the bivalent state through inhibition of the H3K27 methyltransferase EZH2, resulted in decreased self-renewal of patient-derived C-ICs. Epigenomic analyses revealed that the promoter of Indian Hedgehog (IHH), a canonical driver of normal colonocyte differentiation, exists in a bivalent chromatin state. Inhibition of EZH2 resulted in de-repression of IHH, decreased self-renewal, and increased sensitivity to chemotherapy in vivo. Our results reveal an epigenetic block to differentiation in CC-ICs and demonstrate the potential for epigenetic differentiation therapy of a solid tumour through EZH2 inhibition.
Collapse
Affiliation(s)
- Evelyne Lima-Fernandes
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G1L7, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Tiago da Silva Medina
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Yadong Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Anqi Ma
- Mount Sinai Center for Therapeutics Discovery, Departments of Pharmacological Sciences and Oncological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Cherry Leung
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Genna M Luciani
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G1L7, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Jennifer Haynes
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Aaron Pollett
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, M5S1A8, Canada.,Lunenfeld-Tanenbaum Research Institute Toronto, Toronto, ON, M5G1X5, Canada
| | - Constanze Zeller
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | - Shili Duan
- Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G1L7, Canada
| | - Antonija Kreso
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada
| | | | - Bradly G Wouters
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G1L7, Canada.,Department of Radiation Oncology, University of Toronto, Toronto, ON, M5G1L7, Canada
| | - Jian Jin
- Mount Sinai Center for Therapeutics Discovery, Departments of Pharmacological Sciences and Oncological Sciences, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Daniel D De Carvalho
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G1L7, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G1L7, Canada.,Ontario Institute for Cancer Research, Toronto, ON, M5G1L7, Canada
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, ON, M5G1L7, Canada. .,Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada. .,Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G1L7, Canada.
| | - Catherine A O'Brien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G1L7, Canada. .,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, M5S1A8, Canada. .,Department of Medical Biophysics, University of Toronto, Toronto, ON, M5G1L7, Canada. .,Department of Physiology, University of Toronto, Toronto, ON, M5G1L7, Canada. .,Department of Surgery, Toronto General Hospital, Toronto, ON, M5G2C4, Canada.
| |
Collapse
|
46
|
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.
Collapse
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.
| |
Collapse
|
47
|
Sinha A, Huang V, Livingstone J, Wang J, Fox NS, Kurganovs N, Ignatchenko V, Fritsch K, Donmez N, Heisler LE, Shiah YJ, Yao CQ, Alfaro JA, Volik S, Lapuk A, Fraser M, Kron K, Murison A, Lupien M, Sahinalp C, Collins CC, Tetu B, Masoomian M, Berman DM, van der Kwast T, Bristow RG, Kislinger T, Boutros PC. The Proteogenomic Landscape of Curable Prostate Cancer. Cancer Cell 2019; 35:414-427.e6. [PMID: 30889379 PMCID: PMC6511374 DOI: 10.1016/j.ccell.2019.02.005] [Citation(s) in RCA: 134] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 11/26/2018] [Accepted: 02/14/2019] [Indexed: 11/26/2022]
Abstract
DNA sequencing has identified recurrent mutations that drive the aggressiveness of prostate cancers. Surprisingly, the influence of genomic, epigenomic, and transcriptomic dysregulation on the tumor proteome remains poorly understood. We profiled the genomes, epigenomes, transcriptomes, and proteomes of 76 localized, intermediate-risk prostate cancers. We discovered that the genomic subtypes of prostate cancer converge on five proteomic subtypes, with distinct clinical trajectories. ETS fusions, the most common alteration in prostate tumors, affect different genes and pathways in the proteome and transcriptome. Globally, mRNA abundance changes explain only ∼10% of protein abundance variability. As a result, prognostic biomarkers combining genomic or epigenomic features with proteomic ones significantly outperform biomarkers comprised of a single data type.
Collapse
Affiliation(s)
- Ankit Sinha
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Vincent Huang
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | | | - Jenny Wang
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Department of Pathology and Molecular Medicine, Queen's University, Kingston, ON K7L 3N6, Canada; Queen's Cancer Research Institute, Queen's University, Kingston, ON K7L 3N6, Canada
| | - Natalie S Fox
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Natalie Kurganovs
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Vladimir Ignatchenko
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Katharina Fritsch
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Nilgun Donmez
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
| | | | - Yu-Jia Shiah
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Cindy Q Yao
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Javier A Alfaro
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Stas Volik
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
| | - Anna Lapuk
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
| | - Michael Fraser
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Ken Kron
- 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
| | - Mathieu Lupien
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | - Cenk Sahinalp
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada
| | - Colin C Collins
- Vancouver Prostate Centre, Vancouver, BC V6H 3Z6, Canada; Department of Urologic Sciences, University of British Columbia, Vancouver, BC V5Z 1M9, Canada
| | - Bernard Tetu
- Department of Pathology and Research Centre of CHU de Québec-Université Laval, Québec City, QC G1V 4G2, Canada
| | - Mehdi Masoomian
- Department of Pathology, Laboratory Medicine Program, University Health Network, Toronto, ON M5G 2C4, Canada
| | - David M Berman
- Department of Pathology and Molecular Medicine, Queen's University, Kingston, ON K7L 3N6, Canada; Queen's Cancer Research Institute, Queen's University, Kingston, ON K7L 3N6, Canada
| | - Theodorus van der Kwast
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Pathology, Laboratory Medicine Program, University Health Network, Toronto, ON M5G 2C4, Canada
| | - Robert G Bristow
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada; Department of Radiation Oncology, University of Toronto, Toronto, ON M5T 1P5, Canada
| | - Thomas Kislinger
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada.
| | - Paul C Boutros
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON M5S 1A8, Canada; Department of Human Genetics, University of California, 12-109 CHS, 10833 Le Conte Avenue, Los Angeles, CA 90095, USA; Department of Urology, University of California, Los Angeles, CA 90024, USA; Jonsson Comprehensive Cancer Centre, University of California, Los Angeles, CA 90024, USA; Institute for Precision Health, University of California, Los Angeles, CA 90024, USA.
| |
Collapse
|
48
|
Lupien M. Abstract ES10-2: Mining noncoding mutations for drivers of development in ER alpha-positive breast cancer. Cancer Res 2019. [DOI: 10.1158/1538-7445.sabcs18-es10-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Large-scale analysis of whole genome sequencing of breast tumors has identified thousands of genetic alterations, such as single-nucleotide variants (SNVs), outside of gene coding sequences. Delineating the functional impact of these noncoding SNVs is challenging, limiting their inclusion in precision genomics medicine pipelines. Pan-cancer attempts to detect evidence for positive selection within individual CREs identified promoters of a limited number of genes such as TERT. By considering the enrichment of noncoding mutations in cistromes as opposed to individual CREs, we identify the enrichment of noncoding SNVs in cistromes of breast cancer driver transcription factors, including FOXA1. This parallels enrichment of breast cancer genetic predispositions over these transcription factor cistromes. Furthermore, somatic SNVs accumulate in the regulatory plexus of some of these driver transcription factors providing evidence for a multi-targeted approach to disrupt their activity in breast cancer. In conclusion, our results support a functional impact of somatic SNVs converging on the cistrome of driver transcription factors in breast cancer. Altogether, we show how to interrogate noncoding SNVs to delineate the oncogenic determinants of breast cancer to be considered for therapeutic intervention.
Citation Format: Lupien M. Mining noncoding mutations for drivers of development in ER alpha-positive breast cancer [abstract]. In: Proceedings of the 2018 San Antonio Breast Cancer Symposium; 2018 Dec 4-8; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2019;79(4 Suppl):Abstract nr ES10-2.
Collapse
Affiliation(s)
- M Lupien
- Princess Margaret Cancer Centre, Toronto, CANADA
| |
Collapse
|
49
|
Abstract
BACKGROUND Single Nucleotide Variants (SNVs), including somatic point mutations and Single Nucleotide Polymorphisms (SNPs), in noncoding cis-regulatory elements (CREs) can affect gene regulation and lead to disease development. Several approaches have been developed to identify highly mutated regions, but these do not take into account the specific genomic context, and thus likelihood of mutation, of CREs. RESULTS Here, we present SMuRF (Significantly Mutated Region Finder), a user-friendly command-line tool to identify these significantly mutated regions from user-defined genomic intervals and SNVs. We demonstrate this using publicly available datasets in which SMuRF identifies 72 significantly mutated CREs in liver cancer, including known mutated gene promoters as well as previously unreported regions. CONCLUSIONS SMuRF is a helpful tool to allow the simple identification of significantly mutated regulatory elements. It is open-source and freely available on GitHub ( https://github.com/LupienLab/SMURF ).
Collapse
Affiliation(s)
- Paul Guilhamon
- Princess Margaret Cancer Centre, The MaRS Center, University Health Network, 101 College Street, Toronto, ON M5G 1L7 Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, The MaRS Center, University Health Network, 101 College Street, Toronto, ON M5G 1L7 Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON Canada
- Ontario Institute for Cancer Research, Toronto, ON Canada
| |
Collapse
|
50
|
Luciani GM, Xie L, Dilworth D, Tierens A, Moskovitz Y, Murison A, Szewczyk MM, Mitchell A, Lupien M, Shlush L, Dick JE, Arrowsmith CH, Barsyte-Lovejoy D, Minden MD. Characterization of inv(3) cell line OCI-AML-20 with stroma-dependent CD34 expression. Exp Hematol 2018; 69:27-36. [PMID: 30352278 DOI: 10.1016/j.exphem.2018.10.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2018] [Revised: 10/12/2018] [Accepted: 10/15/2018] [Indexed: 11/26/2022]
Abstract
Acute myeloid leukemia (AML) is a complex, heterogeneous disease with variable outcomes following curative intent chemotherapy. AML with inv(3) is a genetic subgroup characterized by a very low response rate to current induction type chemotherapy and thus has among the worst long-term survivorship of the AMLs. Here, we describe OCI-AML-20, a new AML cell line with inv(3) and deletion of chromosome 7; the latter is a common co-occurrence in inv(3) AML. In OCI-AML-20, CD34 expression is maintained and required for repopulation in vitro and in vivo. CD34 expression in OCI-AML-20 shows dependence on the co-culture with stromal cells. Transcriptome analysis indicates that the OCI-AML-20 clusters with other AML patient data sets that have poor prognosis, as well as other AML cell lines, including another inv(3) line, MUTZ-3. OCI-AML-20 is a new cell line resource for studying the biology of inv(3) AML that can be used to identify potential therapies for this poor outcome disease.
Collapse
Affiliation(s)
- Genna M Luciani
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada; Princess Margaret Cancer Centre, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Ontario, Canada
| | - Lihua Xie
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - David Dilworth
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada
| | - Anne Tierens
- Toronto General Hospital, Laboratory Medicine Program, Toronto, Ontario, Canada
| | - Yoni Moskovitz
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Alex Murison
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | | | - Mathieu Lupien
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Liran Shlush
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - John E Dick
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario, Canada; Princess Margaret Cancer Centre, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Ontario, Canada
| | | | - Mark D Minden
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Ontario, Canada.
| |
Collapse
|