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Lin P, Lourenco C, Cruickshank J, Palomero L, van Leeuwen JE, Tong AHY, Chan K, El Ghamrasni S, Pujana MA, Cescon DW, Moffat J, Penn LZ. Topoisomerase 1 Inhibition in MYC-Driven Cancer Promotes Aberrant R-Loop Accumulation to Induce Synthetic Lethality. Cancer Res 2023; 83:4015-4029. [PMID: 37987734 PMCID: PMC10722143 DOI: 10.1158/0008-5472.can-22-2948] [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: 09/19/2022] [Revised: 07/31/2023] [Accepted: 10/05/2023] [Indexed: 11/21/2023]
Abstract
MYC is a central regulator of gene transcription and is frequently dysregulated in human cancers. As targeting MYC directly is challenging, an alternative strategy is to identify specific proteins or processes required for MYC to function as a potent cancer driver that can be targeted to result in synthetic lethality. To identify potential targets in MYC-driven cancers, we performed a genome-wide CRISPR knockout screen using an isogenic pair of breast cancer cell lines in which MYC dysregulation is the switch from benign to transformed tumor growth. Proteins that regulate R-loops were identified as a potential class of synthetic lethal targets. Dysregulated MYC elevated global transcription and coincident R-loop accumulation. Topoisomerase 1 (TOP1), a regulator of R-loops by DNA topology, was validated to be a vulnerability in cells with high MYC activity. Genetic knockdown of TOP1 in MYC-transformed cells resulted in reduced colony formation compared with control cells, demonstrating synthetic lethality. Overexpression of RNaseH1, a riboendonuclease that specifically degrades R-loops, rescued the reduction in clonogenicity induced by TOP1 deficiency, demonstrating that this vulnerability is driven by aberrant R-loop accumulation. Genetic and pharmacologic TOP1 inhibition selectively reduced the fitness of MYC-transformed tumors in vivo. Finally, drug response to TOP1 inhibitors (i.e., topotecan) significantly correlated with MYC levels and activity across panels of breast cancer cell lines and patient-derived organoids. Together, these results highlight TOP1 as a promising target for MYC-driven cancers. SIGNIFICANCE CRISPR screening reveals topoisomerase 1 as an immediately actionable vulnerability in cancers harboring MYC as a driver oncoprotein that can be targeted with clinically approved inhibitors.
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Affiliation(s)
- Peter Lin
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Corey Lourenco
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | | | - Luis Palomero
- ProCURE, Catalan Institute of Oncology, Oncobell, Bellvitge Institute for Biomedical Research (IDIBELL), L'Hospitalet del Llobregat, Barcelona, Spain
| | - Jenna E. van Leeuwen
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | | | | | - Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Miquel Angel Pujana
- ProCURE, Catalan Institute of Oncology, Oncobell, Bellvitge Institute for Biomedical Research (IDIBELL), L'Hospitalet del Llobregat, Barcelona, Spain
- CIBERES, Instituto de Salud Carlos III, Madrid, Spain
| | - David W. Cescon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
- Division of Medical Oncology and Hematology, Department of Medicine, University of Toronto, Toronto, Canada
| | - Jason Moffat
- Donnelly Centre, University of Toronto, Toronto, Canada
- Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Canada
- Institute for Biomedical Engineering, University of Toronto, Toronto, Canada
| | - Linda Z. Penn
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
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2
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Leca J, Lemonnier F, Meydan C, Foox J, El Ghamrasni S, Mboumba DL, Duncan GS, Fortin J, Sakamoto T, Tobin C, Hodgson K, Haight J, Smith LK, Elia AJ, Butler D, Berger T, de Leval L, Mason CE, Melnick A, Gaulard P, Mak TW. IDH2 and TET2 mutations synergize to modulate T Follicular Helper cell functional interaction with the AITL microenvironment. Cancer Cell 2023; 41:323-339.e10. [PMID: 36736318 DOI: 10.1016/j.ccell.2023.01.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 04/11/2022] [Accepted: 01/11/2023] [Indexed: 02/05/2023]
Abstract
Angioimmunoblastic T cell lymphoma (AITL) is a peripheral T cell lymphoma that originates from T follicular helper (Tfh) cells and exhibits a prominent tumor microenvironment (TME). IDH2 and TET2 mutations co-occur frequently in AITL, but their contribution to tumorigenesis is poorly understood. We developed an AITL mouse model that is driven by Idh2 and Tet2 mutations. Malignant Tfh cells display aberrant transcriptomic and epigenetic programs that impair TCR signaling. Neoplastic Tfh cells bearing combined Idh2 and Tet2 mutations show altered cross-talk with germinal center B cells that promotes B cell clonal expansion while decreasing Fas-FasL interaction and reducing B cell apoptosis. The plasma cell count and angiogenesis are also increased in the Idh2-mutated tumors, implying a major relationship between Idh2 mutation and the characteristic AITL TME. Our mouse model recapitulates several features of human IDH2-mutated AITL and provides a rationale for exploring therapeutic targeting of Tfh-TME cross-talk for AITL patients.
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Affiliation(s)
- Julie Leca
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada.
| | - Franҫois Lemonnier
- University Paris-Est Créteil, INSERM U955, Institut Mondor de Recherche Biomédicale, 94010 Créteil, France; AP-HP, Lymphoid Malignancies Unit, Henri Mondor Hospital, 94010 Créteil, France
| | - Cem Meydan
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10021, USA; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Jonathan Foox
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10021, USA; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Samah El Ghamrasni
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Diana-Laure Mboumba
- University Paris-Est Créteil, INSERM U955, Institut Mondor de Recherche Biomédicale, 94010 Créteil, France
| | - Gordon S Duncan
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Jerome Fortin
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Takashi Sakamoto
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada; Department of Hematology and Oncology, Graduate School of Medicine, Kyoto University, Kyoto 606-8501, Japan
| | - Chantal Tobin
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Kelsey Hodgson
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Jillian Haight
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Logan K Smith
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Andrew J Elia
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Daniel Butler
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10021, USA
| | - Thorsten Berger
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada
| | - Laurence de Leval
- Institute of Pathology, Department of Laboratory Medicine and Pathology, Lausanne University Hospital, Lausanne 1011, Switzerland; Lausanne University, Lausanne 1011, Switzerland
| | - Christopher E Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10021, USA; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA; WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY 10021, USA
| | - Ari Melnick
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY 10065, USA
| | - Philippe Gaulard
- University Paris-Est Créteil, INSERM U955, Institut Mondor de Recherche Biomédicale, 94010 Créteil, France; AP-HP, Pathology Department, Henri Mondor Hosital, 94010 Créteil, France
| | - Tak W Mak
- University Health Network, Princess Margaret Cancer Centre, Toronto, ON M5G 1L7, Canada; Departments of Medical Biophysics and Immunology, University of Toronto, Toronto, ON M5G 1L7, Canada; Department of Pathology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China; Centre for Oncology and Immunology, Hong Kong Science Park, Hong Kong SAR, China.
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3
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Langille E, Al-Zahrani KN, Ma Z, Liang M, Uuskula-Reimand L, Espin R, Teng K, Malik A, Bergholtz H, El Ghamrasni S, Afiuni-Zadeh S, Tsai R, Alvi S, Elia A, Lü Y, Oh RH, Kozma KJ, Trcka D, Narimatsu M, Liu JC, Nguyen T, Barutcu S, Loganathan SK, Bremner R, Bader GD, Egan SE, Cescon DW, Sørlie T, Wrana JL, Jackson HW, Wilson MD, Witkiewicz AK, Knudsen ES, Pujana MA, Wahl GM, Schramek D. Loss of Epigenetic Regulation Disrupts Lineage Integrity, Induces Aberrant Alveogenesis, and Promotes Breast Cancer. Cancer Discov 2022; 12:2930-2953. [PMID: 36108220 PMCID: PMC9812400 DOI: 10.1158/2159-8290.cd-21-0865] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 07/15/2022] [Accepted: 09/13/2022] [Indexed: 01/21/2023]
Abstract
Systematically investigating the scores of genes mutated in cancer and discerning disease drivers from inconsequential bystanders is a prerequisite for precision medicine but remains challenging. Here, we developed a somatic CRISPR/Cas9 mutagenesis screen to study 215 recurrent "long-tail" breast cancer genes, which revealed epigenetic regulation as a major tumor-suppressive mechanism. We report that components of the BAP1 and COMPASS-like complexes, including KMT2C/D, KDM6A, BAP1, and ASXL1/2 ("EpiDrivers"), cooperate with PIK3CAH1047R to transform mouse and human breast epithelial cells. Mechanistically, we find that activation of PIK3CAH1047R and concomitant EpiDriver loss triggered an alveolar-like lineage conversion of basal mammary epithelial cells and accelerated formation of luminal-like tumors, suggesting a basal origin for luminal tumors. EpiDriver mutations are found in ∼39% of human breast cancers, and ∼50% of ductal carcinoma in situ express casein, suggesting that lineage infidelity and alveogenic mimicry may significantly contribute to early steps of breast cancer etiology. SIGNIFICANCE Infrequently mutated genes comprise most of the mutational burden in breast tumors but are poorly understood. In vivo CRISPR screening identified functional tumor suppressors that converged on epigenetic regulation. Loss of epigenetic regulators accelerated tumorigenesis and revealed lineage infidelity and aberrant expression of alveogenesis genes as potential early events in tumorigenesis. This article is highlighted in the In This Issue feature, p. 2711.
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Affiliation(s)
- Ellen Langille
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Khalid N. Al-Zahrani
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Zhibo Ma
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Minggao Liang
- Hospital for Sick Children, Toronto, Ontario, M5G 0A4, Canada
| | | | - Roderic Espin
- Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), Oncobell, Bellvitge Institute for Biomedical Research (IDIBELL), L’Hospitalet del Llobregat, Barcelona, Spain
| | - Katie Teng
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Ahmad Malik
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Helga Bergholtz
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, 0450 Oslo, Norway
| | - Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Somaieh Afiuni-Zadeh
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Ricky Tsai
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Sana Alvi
- Hospital for Sick Children, Toronto, Ontario, M5G 0A4, Canada
| | - Andrew Elia
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - YiQing Lü
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Robin H. Oh
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Katelyn J. Kozma
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada,Hospital for Sick Children, Toronto, Ontario, M5G 0A4, Canada
| | - Daniel Trcka
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Masahiro Narimatsu
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Jeff C. Liu
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Thomas Nguyen
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Seda Barutcu
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Sampath K. Loganathan
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Rod Bremner
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Gary D. Bader
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Sean E. Egan
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada,Hospital for Sick Children, Toronto, Ontario, M5G 0A4, Canada
| | - David W. Cescon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Therese Sørlie
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, 0450 Oslo, Norway,Institute of Clinical Medicine, University of Oslo, 0315 Oslo, Norway
| | - Jeffrey L. Wrana
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Hartland W. Jackson
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Michael D. Wilson
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada,Hospital for Sick Children, Toronto, Ontario, M5G 0A4, Canada
| | | | - Erik S. Knudsen
- Center for Personalized Medicine, Roswell Park Cancer Institute, Buffalo, New York
| | - Miguel Angel Pujana
- Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), Oncobell, Bellvitge Institute for Biomedical Research (IDIBELL), L’Hospitalet del Llobregat, Barcelona, Spain
| | - Geoffrey M. Wahl
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Daniel Schramek
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada,Correspondence and requests for materials should be addressed to Daniel Schramek, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada M5G 1X5, Phone: +1 416 586-4800, Fax: +1 416 586-8869,
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4
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Soria-Bretones I, Thu KL, Silvester J, Cruickshank J, El Ghamrasni S, Ba-alawi W, Fletcher GC, Kiarash R, Elliott MJ, Chalmers JJ, Elia AC, Cheng A, Rose AAN, Bray MR, Haibe-Kains B, Mak TW, Cescon DW. The spindle assembly checkpoint is a therapeutic vulnerability of CDK4/6 inhibitor-resistant ER + breast cancer with mitotic aberrations. Sci Adv 2022; 8:eabq4293. [PMID: 36070391 PMCID: PMC9451148 DOI: 10.1126/sciadv.abq4293] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Accepted: 07/21/2022] [Indexed: 06/15/2023]
Abstract
Inhibitors of cyclin-dependent kinases 4 and 6 (CDK4/6i) are standard first-line treatments for metastatic ER+ breast cancer. However, acquired resistance to CDK4/6i invariably develops, and the molecular phenotypes and exploitable vulnerabilities associated with resistance are not yet fully characterized. We developed a panel of CDK4/6i-resistant breast cancer cell lines and patient-derived organoids and demonstrate that a subset of resistant models accumulates mitotic segregation errors and micronuclei, displaying increased sensitivity to inhibitors of mitotic checkpoint regulators TTK and Aurora kinase A/B. RB1 loss, a well-recognized mechanism of CDK4/6i resistance, causes such mitotic defects and confers enhanced sensitivity to TTK inhibition. In these models, inhibition of TTK with CFI-402257 induces premature chromosome segregation, leading to excessive mitotic segregation errors, DNA damage, and cell death. These findings nominate the TTK inhibitor CFI-402257 as a therapeutic strategy for a defined subset of ER+ breast cancer patients who develop resistance to CDK4/6i.
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Affiliation(s)
- Isabel Soria-Bretones
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Segal Cancer Centre and Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada
- Gerald Bronfman Department of Oncology, McGill University, Montreal, QC, Canada
| | - Kelsie L. Thu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Keenan Research Centre for Biomedical Sciences, St. Michael’s Hospital , Toronto,, ON, Canada
- Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Jennifer Silvester
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Wail Ba-alawi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Graham C. Fletcher
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Reza Kiarash
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mitchell J. Elliott
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medicine, University of Toronto, Toronto , ON, Canada
| | - Jordan J. Chalmers
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Andrea C. Elia
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Albert Cheng
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - April A. N. Rose
- Segal Cancer Centre and Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada
- Gerald Bronfman Department of Oncology, McGill University, Montreal, QC, Canada
| | - Mark R. Bray
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Tak W. Mak
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - David W. Cescon
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medicine, University of Toronto, Toronto , ON, Canada
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5
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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.
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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
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6
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Cindy Yang SY, Lien SC, Wang BX, Clouthier DL, Hanna Y, Cirlan I, Zhu K, Bruce JP, El Ghamrasni S, Iafolla MAJ, Oliva M, Hansen AR, Spreafico A, Bedard PL, Lheureux S, Razak A, Speers V, Berman HK, Aleshin A, Haibe-Kains B, Brooks DG, McGaha TL, Butler MO, Bratman SV, Ohashi PS, Siu LL, Pugh TJ. Pan-cancer analysis of longitudinal metastatic tumors reveals genomic alterations and immune landscape dynamics associated with pembrolizumab sensitivity. Nat Commun 2021; 12:5137. [PMID: 34446728 PMCID: PMC8390680 DOI: 10.1038/s41467-021-25432-7] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [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: 10/09/2020] [Accepted: 08/06/2021] [Indexed: 12/13/2022] Open
Abstract
Serial circulating tumor DNA (ctDNA) monitoring is emerging as a non-invasive strategy to predict and monitor immune checkpoint blockade (ICB) therapeutic efficacy across cancer types. Yet, limited data exist to show the relationship between ctDNA dynamics and tumor genome and immune microenvironment in patients receiving ICB. Here, we present an in-depth analysis of clinical, whole-exome, transcriptome, and ctDNA profiles of 73 patients with advanced solid tumors, across 30 cancer types, from a phase II basket clinical trial of pembrolizumab (NCT02644369) and report changes in genomic and immune landscapes (primary outcomes). Patients stratified by ctDNA and tumor burden dynamics correspond with survival and clinical benefit. High mutation burden, high expression of immune signatures, and mutations in BRCA2 are associated with pembrolizumab molecular sensitivity, while abundant copy-number alterations and B2M loss-of-heterozygosity corresponded with resistance. Upon treatment, induction of genes expressed by T cell, B cell, and myeloid cell populations are consistent with sensitivity and resistance. We identified the upregulated expression of PLA2G2D, an immune-regulating phospholipase, as a potential biomarker of adaptive resistance to ICB. Together, these findings provide insights into the diversity of immunogenomic mechanisms that underpin pembrolizumab outcomes.
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Affiliation(s)
- S Y Cindy Yang
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Scott C Lien
- Department of Immunology, University of Toronto, Toronto, ON, Canada
| | - Ben X Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Derek L Clouthier
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Youstina Hanna
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Iulia Cirlan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Kelsey Zhu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Jeffrey P Bruce
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Marco A J Iafolla
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Marc Oliva
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Aaron R Hansen
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Anna Spreafico
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Philippe L Bedard
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Stephanie Lheureux
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Albiruni Razak
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Vanessa Speers
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Hal K Berman
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Benjamin Haibe-Kains
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, 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
| | - David G Brooks
- Department of Immunology, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Tracy L McGaha
- Department of Immunology, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Marcus O Butler
- Department of Immunology, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, 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
- Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada
| | - Pamela S Ohashi
- Department of Immunology, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Lillian L Siu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
- Division of Medical Oncology & Haematology, Princess Margaret Cancer Centre, University of Health Network, Department of Medicine, University of Toronto, Toronto, ON, Canada.
| | - Trevor J Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
- Ontario Institute for Cancer Research, Toronto, ON, Canada.
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7
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Bruce JP, To KF, Lui VWY, Chung GTY, Chan YY, Tsang CM, Yip KY, Ma BBY, Woo JKS, Hui EP, Mak MKF, Lee SD, Chow C, Velapasamy S, Or YYY, Siu PK, El Ghamrasni S, Prokopec S, Wu M, Kwan JSH, Liu Y, Chan JYK, van Hasselt CA, Young LS, Dawson CW, Paterson IC, Yap LF, Tsao SW, Liu FF, Chan ATC, Pugh TJ, Lo KW. Whole-genome profiling of nasopharyngeal carcinoma reveals viral-host co-operation in inflammatory NF-κB activation and immune escape. Nat Commun 2021; 12:4193. [PMID: 34234122 PMCID: PMC8263564 DOI: 10.1038/s41467-021-24348-6] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 05/19/2021] [Indexed: 02/07/2023] Open
Abstract
Interplay between EBV infection and acquired genetic alterations during nasopharyngeal carcinoma (NPC) development remains vague. Here we report a comprehensive genomic analysis of 70 NPCs, combining whole-genome sequencing (WGS) of microdissected tumor cells with EBV oncogene expression to reveal multiple aspects of cellular-viral co-operation in tumorigenesis. Genomic aberrations along with EBV-encoded LMP1 expression underpin constitutive NF-κB activation in 90% of NPCs. A similar spectrum of somatic aberrations and viral gene expression undermine innate immunity in 79% of cases and adaptive immunity in 47% of cases; mechanisms by which NPC may evade immune surveillance despite its pro-inflammatory phenotype. Additionally, genomic changes impairing TGFBR2 promote oncogenesis and stabilize EBV infection in tumor cells. Fine-mapping of CDKN2A/CDKN2B deletion breakpoints reveals homozygous MTAP deletions in 32-34% of NPCs that confer marked sensitivity to MAT2A inhibition. Our work concludes that NPC is a homogeneously NF-κB-driven and immune-protected, yet potentially druggable, cancer.
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Affiliation(s)
- Jeff P Bruce
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ka-Fai To
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China.,State Key Laboratory of Translational Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Vivian W Y Lui
- School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Grace T Y Chung
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yuk-Yu Chan
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Chi Man Tsang
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Kevin Y Yip
- Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Brigette B Y Ma
- State Key Laboratory of Translational Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China.,Sir Y.K. Pao Centre for Cancer, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Clinical Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - John K S Woo
- Department of Otorhinolaryngology, Head and Neck Surgery, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Edwin P Hui
- State Key Laboratory of Translational Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China.,Sir Y.K. Pao Centre for Cancer, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Clinical Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Michael K F Mak
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Sau-Dan Lee
- Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Chit Chow
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Sharmila Velapasamy
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yvonne Y Y Or
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Pui Kei Siu
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Stephenie Prokopec
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Man Wu
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Johnny S H Kwan
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yuchen Liu
- School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Jason Y K Chan
- Department of Otorhinolaryngology, Head and Neck Surgery, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - C Andrew van Hasselt
- Department of Otorhinolaryngology, Head and Neck Surgery, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | | | | | - Ian C Paterson
- Department of Oral & Craniofacial Sciences and Oral Cancer Research and Coordinating Centre, University of Malaya, Kuala Lumpur, Malaysia
| | - Lee-Fah Yap
- Department of Oral & Craniofacial Sciences and Oral Cancer Research and Coordinating Centre, University of Malaya, Kuala Lumpur, Malaysia
| | - Sai-Wah Tsao
- School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Fei-Fei Liu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada
| | - Anthony T C Chan
- Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - 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.
| | - Kwok-Wai Lo
- Department of Anatomical and cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China. .,State Key Laboratory of Translational Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China.
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8
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Patel PS, Abraham KJ, Guturi KKN, Halaby MJ, Khan Z, Palomero L, Ho B, Duan S, St-Germain J, Algouneh A, Mateo F, El Ghamrasni S, Barbour H, Barnes DR, Beesley J, Sanchez O, Berman HK, Brown GW, El Bachir Affar, Chenevix-Trench G, Antoniou AC, Arrowsmith CH, Raught B, Pujana MA, Mekhail K, Hakem A, Hakem R. RNF168 regulates R-loop resolution and genomic stability in BRCA1/2-deficient tumors. J Clin Invest 2021; 131:140105. [PMID: 33529165 PMCID: PMC7843228 DOI: 10.1172/jci140105] [Citation(s) in RCA: 15] [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: 05/29/2020] [Accepted: 12/09/2020] [Indexed: 12/23/2022] Open
Abstract
Germline mutations in BRCA1 and BRCA2 (BRCA1/2) genes considerably increase breast and ovarian cancer risk. Given that tumors with these mutations have elevated genomic instability, they exhibit relative vulnerability to certain chemotherapies and targeted treatments based on poly (ADP-ribose) polymerase (PARP) inhibition. However, the molecular mechanisms that influence cancer risk and therapeutic benefit or resistance remain only partially understood. BRCA1 and BRCA2 have also been implicated in the suppression of R-loops, triple-stranded nucleic acid structures composed of a DNA:RNA hybrid and a displaced ssDNA strand. Here, we report that loss of RNF168, an E3 ubiquitin ligase and DNA double-strand break (DSB) responder, remarkably protected Brca1-mutant mice against mammary tumorigenesis. We demonstrate that RNF168 deficiency resulted in accumulation of R-loops in BRCA1/2-mutant breast and ovarian cancer cells, leading to DSBs, senescence, and subsequent cell death. Using interactome assays, we identified RNF168 interaction with DHX9, a helicase involved in the resolution and removal of R-loops. Mechanistically, RNF168 directly ubiquitylated DHX9 to facilitate its recruitment to R-loop-prone genomic loci. Consequently, loss of RNF168 impaired DHX9 recruitment to R-loops, thereby abrogating its ability to resolve R-loops. The data presented in this study highlight a dependence of BRCA1/2-defective tumors on factors that suppress R-loops and reveal a fundamental RNF168-mediated molecular mechanism that governs cancer development and vulnerability.
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Affiliation(s)
- Parasvi S. Patel
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Karan Joshua Abraham
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Kiran Kumar Naidu Guturi
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Marie-Jo Halaby
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Zahra Khan
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Luis Palomero
- Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), Bellvitge Institute for Biomedical Research (IDIBELL), L’Hospitalet del Llobregat, Barcelona, Catalonia, Spain
| | - Brandon Ho
- Department of Biochemistry and Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
| | - Shili Duan
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Jonathan St-Germain
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Arash Algouneh
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Francesca Mateo
- Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), Bellvitge Institute for Biomedical Research (IDIBELL), L’Hospitalet del Llobregat, Barcelona, Catalonia, Spain
| | - Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Haithem Barbour
- Centre de Recherche, Hôpital Maisonneuve-Rosemont, Montreal, Quebec, Canada
| | - Daniel R. Barnes
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Jonathan Beesley
- Cancer Division, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Otto Sanchez
- University of Ontario Institute of Technology, Oshawa, Ontario, Canada
| | - Hal K. Berman
- Toronto General Research Institute, Toronto, Ontario, Canada
| | - Grant W. Brown
- Department of Biochemistry and Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
| | - El Bachir Affar
- Centre de Recherche, Hôpital Maisonneuve-Rosemont, Montreal, Quebec, Canada
| | | | - Antonis C. Antoniou
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Cheryl H. Arrowsmith
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Brian Raught
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Miquel Angel Pujana
- Program Against Cancer Therapeutic Resistance (ProCURE), Catalan Institute of Oncology (ICO), Bellvitge Institute for Biomedical Research (IDIBELL), L’Hospitalet del Llobregat, Barcelona, Catalonia, Spain
| | - Karim Mekhail
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Anne Hakem
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
| | - Razqallah Hakem
- Princess Margaret Cancer Centre, University Health Network and Department of Medical Biophysics, and
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
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9
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Quevedo R, Spreafico A, Bruce J, Danesh A, El Ghamrasni S, Giesler A, Hanna Y, Have C, Li T, Yang SYC, Zhang T, Asa SL, Haibe-Kains B, Krzyzanowska M, Smith AC, Singh S, Siu LL, Pugh TJ. Centromeric cohesion failure invokes a conserved choreography of chromosomal mis-segregations in pancreatic neuroendocrine tumor. Genome Med 2020; 12:38. [PMID: 32345369 PMCID: PMC7189550 DOI: 10.1186/s13073-020-00730-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Accepted: 03/10/2020] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Pancreatic neuroendocrine tumors (PANETs) are rare, slow growing cancers that often present with local and distant metastasis upon detection. PANETS contain distinct karyotypes, epigenetic dysregulation, and recurrent mutations in MEN1, ATRX, and DAXX (MAD+); however, the molecular basis of disease progression remains uncharacterized. METHODS We evaluated associations between aneuploidy and the MAD+ mutational state of 532 PANETs from 11 published genomic studies and 19 new cases using a combination of exome, targeted panel, shallow WGS, or RNA-seq. We mapped the molecular timing of MAD+ PANET progression using cellular fractions corrected for inferred tumor content. RESULTS In 287 PANETs with mutational data, MAD+ tumors always exhibited a highly recurrent signature of loss of heterozygosity (LOH) and copy-number alterations affecting 11 chromosomes, typically followed by genome doubling upon metastasis. These LOH chromosomes substantially overlap with those that undergo non-random mis-segregation due to ectopic CENP-A localization to flanking centromeric regions in DAXX-depleted cell lines. Using expression data from 122 PANETs, we found decreased gene expression in the regions immediately adjacent to the centromere in MAD+ PANETs. Using 43 PANETs from AACR GENIE, we inferred this signature to be preceded by mutations in MEN1, ATRX, and DAXX. We conducted a meta-analysis on 226 PANETs from 8 CGH studies to show an association of this signature with metastatic incidence. Our study shows that MAD+ tumors are a genetically diverse and aggressive subtype of PANETs that display extensive chromosomal loss after MAD+ mutation, which is followed by genome doubling. CONCLUSIONS We propose an evolutionary model for a subset of aggressive PANETs that is initiated by mutation of MEN1, ATRX, and DAXX, resulting in defects in centromere cohesion from ectopic CENP-A deposition that leads to selective loss of chromosomes and the LOH phenotype seen in late-stage metastatic PANETs. These insights aid in disease risk stratification and nominate potential therapeutic vulnerabilities to treat this disease.
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Affiliation(s)
- Rene Quevedo
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Anna Spreafico
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada.,Division of Medical Oncology and Hematology, University of Toronto, Toronto, Ontario, Canada
| | - Jeff Bruce
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada
| | - Arnavaz Danesh
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada
| | - Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada
| | - Amanda Giesler
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada
| | - Youstina Hanna
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada
| | - Cherry Have
- Laboratory Medicine Program, University Health Network, Toronto, Ontario, Canada
| | - Tiantian Li
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada
| | - S Y Cindy Yang
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Tong Zhang
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada.,Laboratory Medicine Program, University Health Network, Toronto, Ontario, Canada
| | - Sylvia L Asa
- Laboratory Medicine Program, University Health Network, Toronto, Ontario, Canada
| | - Benjamin Haibe-Kains
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Department of Computer Science, University of Toronto, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Monika Krzyzanowska
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada
| | - Adam C Smith
- Laboratory Medicine Program, University Health Network, Toronto, Ontario, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada
| | - Simron Singh
- Susan Leslie Clinic for Neuroendocrine Cancer, Sunnybrook Odette Cancer Center, Toronto, Ontario, Canada
| | - Lillian L Siu
- Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Suite 5-718, Toronto, Ontario, M5G 2M9, Canada. .,Division of Medical Oncology and Hematology, University of Toronto, Toronto, Ontario, Canada.
| | - Trevor J Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada. .,Ontario Institute for Cancer Research, Toronto, Ontario, Canada. .,Princess Margaret Cancer Centre, University Health Network, 101 College Street, TMDT, Room 9-305, Toronto, Ontario, M5G 1L7, Canada.
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10
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Ghamrasni SE, Guilhamon P, Quevedo R, Yang C, Lupien M, Pugh T. Abstract 2410: Toward mutation analysis of regulatory elements: Epigenetic profiling of primary breast tumors. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-2410] [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
Non-coding mutations found in regulatory elements can function as driver mutations in breast cancer by changing the binding affinity of transcription factors for DNA, thereby resulting in direct change of expression of genes that promote cancer development. Identifying such additional driver mutations can reveal the molecular mechanisms favorable to breast cancer development and progression, as well as reveal new biomarkers to better tailor personalized/precision cancer medicine. In this study we have collected 20 primary luminal breast tumors and optimized experimental workflow to dissociate solid tumors and map open chromatin using ATAC-seq. In our initial experiments using ATAC-seq profiling of bulk tumor tissues, we were able to call an average of 15x103 peaks. Subsequently, flow cytometry analysis showed the presence of 15-25% of immune cells in our primary tumors. Therefore, we have optimized a workflow to eliminate immune cells and focus mainly on epithelial tumor cells. Primary breast tumors were digested using collagenase and further dissociated with dispase. Cells were sorted into two populations (mammary epithelial and immune cells) using anti-CD45, anti-CD49f and anti-EpCAM antibodies. Sorted mammary epithelial cells were then used for ATAC- and RNA-seq library preparation as well as for generation of patient derived organoids. Our new workflow resulted in an increased number of called peaks (40x103 vs 15x103), as well as a significant increase in the percentage of unique peaks compared to bulk sequencing (45% vs 15%). By refining our workflow to enrich for tumour content, we will continue our ongoing effort to profile these open chromatin regions and contextualize the mutations within in a large cohort of luminal breast cancers using targeted sequencing. These data will be compared with large-scale whole genome data generated by our group and made publicly available by others.
Citation Format: Samah El Ghamrasni, Paul Guilhamon, Rene Quevedo, Cindy Yang, Mathieu Lupien, Trevor Pugh. Toward mutation analysis of regulatory elements: Epigenetic profiling of primary breast tumors [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 2410. doi:10.1158/1538-7445.AM2017-2410
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Affiliation(s)
- Samah El Ghamrasni
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Paul Guilhamon
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Rene Quevedo
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Cindy Yang
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mathieu Lupien
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Trevor Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
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11
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Guturi KKN, Bohgaki M, Bohgaki T, Srikumar T, Ng D, Kumareswaran R, El Ghamrasni S, Jeon J, Patel P, Eldin MS, Bristow R, Cheung P, Stewart GS, Raught B, Hakem A, Hakem R. RNF168 and USP10 regulate topoisomerase IIα function via opposing effects on its ubiquitylation. Nat Commun 2016; 7:12638. [PMID: 27558965 PMCID: PMC5007378 DOI: 10.1038/ncomms12638] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [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: 10/04/2015] [Accepted: 07/19/2016] [Indexed: 12/21/2022] Open
Abstract
Topoisomerase IIα (TOP2α) is essential for chromosomal condensation and segregation, as well as genomic integrity. Here we report that RNF168, an E3 ligase mutated in the human RIDDLE syndrome, interacts with TOP2α and mediates its ubiquitylation. RNF168 deficiency impairs decatenation activity of TOP2α and promotes mitotic abnormalities and defective chromosomal segregation. Our data also indicate that RNF168 deficiency, including in human breast cancer cell lines, confers resistance to the anti-cancer drug and TOP2 inhibitor etoposide. We also identify USP10 as a deubiquitylase that negatively regulates TOP2α ubiquitylation and restrains its chromatin association. These findings provide a mechanistic link between the RNF168/USP10 axis and TOP2α ubiquitylation and function, and suggest a role for RNF168 in the response to anti-cancer chemotherapeutics that target TOP2.
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Affiliation(s)
- Kiran Kumar Naidu Guturi
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Miyuki Bohgaki
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Toshiyuki Bohgaki
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Tharan Srikumar
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Deborah Ng
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Ramya Kumareswaran
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Samah El Ghamrasni
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Justin Jeon
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Parasvi Patel
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Mohamed Saad Eldin
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Rob Bristow
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Peter Cheung
- Department of Biology, York University, Toronto, Ontario, Canada M3J 1P3
| | - Grant S Stewart
- School of Cancer Sciences, University of Birmingham, Birmingham B15 2TT, UK
| | - Brian Raught
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Anne Hakem
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
| | - Razqallah Hakem
- Department of Medical Biophysics, Princess Margaret Cancer Centre, Ontario Cancer Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada M5G 1L7
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Halaby MJ, Hakem A, Li L, El Ghamrasni S, Venkatesan S, Hande PM, Sanchez O, Hakem R. Synergistic interaction of Rnf8 and p53 in the protection against genomic instability and tumorigenesis. PLoS Genet 2013; 9:e1003259. [PMID: 23382699 PMCID: PMC3561120 DOI: 10.1371/journal.pgen.1003259] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2012] [Accepted: 12/04/2012] [Indexed: 11/18/2022] Open
Abstract
Rnf8 is an E3 ubiquitin ligase that plays a key role in the DNA damage response as well as in the maintenance of telomeres and chromatin remodeling. Rnf8−/− mice exhibit developmental defects and increased susceptibility to tumorigenesis. We observed that levels of p53, a central regulator of the cellular response to DNA damage, increased in Rnf8−/− mice in a tissue- and cell type–specific manner. To investigate the role of the p53-pathway inactivation on the phenotype observed in Rnf8−/− mice, we have generated Rnf8−/−p53−/− mice. Double-knockout mice showed similar growth retardation defects and impaired class switch recombination compared to Rnf8−/− mice. In contrast, loss of p53 fully rescued the increased apoptosis and reduced number of thymocytes and splenocytes in Rnf8−/− mice. Similarly, the senescence phenotype of Rnf8−/− mouse embryonic fibroblasts was rescued in p53 null background. Rnf8−/−p53−/− cells displayed defective cell cycle checkpoints and DNA double-strand break repair. In addition, Rnf8−/−p53−/− mice had increased levels of genomic instability and a remarkably elevated tumor incidence compared to either Rnf8−/− or p53−/− mice. Altogether, the data in this study highlight the importance of p53-pathway activation upon loss of Rnf8, suggesting that Rnf8 and p53 functionally interact to protect against genomic instability and tumorigenesis. DNA double-strand breaks are the most dangerous type of DNA lesions that can occur in cells. Failure to repair these breaks quickly and efficiently can result in either cell death or genomic instability and eventually malignant transformation. Rnf8 and p53 are key proteins in the DNA damage response. We have generated mice that are deficient in both Rnf8 and p53 proteins to determine how these two proteins interact. We found that, when p53 is absent, some of the developmental defects caused by Rnf8 deficiency are rescued. However, this is at the expense of increased chromosomal abnormalities caused by the inability of double-mutant cells to restrain DNA synthesis and cell proliferation and by their escape of cell death in the presence of damaged DNA. We showed that loss of both Rnf8 and p53 led to the accelerated development of both hematological and solid tumors. This study has important implications for human cancer, where mutations in the p53 gene are found in more than 50% of all cancers but where the other factors that facilitate cancer development are not well understood. This study suggests cooperation between Rnf8 and p53 in the prevention of cancer.
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Affiliation(s)
- Marie-Jo Halaby
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute, University Health Network, Toronto, Ontario, Canada
| | - Anne Hakem
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute, University Health Network, Toronto, Ontario, Canada
| | - Li Li
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute, University Health Network, Toronto, Ontario, Canada
| | - Samah El Ghamrasni
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute, University Health Network, Toronto, Ontario, Canada
| | - Shriram Venkatesan
- Department of Physiology, Yong Loo Lin School of Medicine and Tembusu College, National University of Singapore, Singapore, Singapore
| | - Prakash M. Hande
- Department of Physiology, Yong Loo Lin School of Medicine and Tembusu College, National University of Singapore, Singapore, Singapore
| | - Otto Sanchez
- University of Ontario Institute of Technology, Oshawa, Ontario, Canada
| | - Razqallah Hakem
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute, University Health Network, Toronto, Ontario, Canada
- * E-mail:
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Li L, Halaby MJ, Hakem A, Cardoso R, El Ghamrasni S, Harding S, Chan N, Bristow R, Sanchez O, Durocher D, Hakem R. Rnf8 deficiency impairs class switch recombination, spermatogenesis, and genomic integrity and predisposes for cancer. J Biophys Biochem Cytol 2010. [DOI: 10.1083/jcb1892oia6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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Li L, Halaby MJ, Hakem A, Cardoso R, El Ghamrasni S, Harding S, Chan N, Bristow R, Sanchez O, Durocher D, Hakem R. Rnf8 deficiency impairs class switch recombination, spermatogenesis, and genomic integrity and predisposes for cancer. ACTA ACUST UNITED AC 2010; 207:983-97. [PMID: 20385750 PMCID: PMC2867283 DOI: 10.1084/jem.20092437] [Citation(s) in RCA: 98] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Signaling and repair of DNA double-strand breaks (DSBs) are critical for preventing immunodeficiency and cancer. These DNA breaks result from exogenous and endogenous DNA insults but are also programmed to occur during physiological processes such as meiosis and immunoglobulin heavy chain (IgH) class switch recombination (CSR). Recent studies reported that the E3 ligase RNF8 plays important roles in propagating DNA DSB signals and thereby facilitating the recruitment of various DNA damage response proteins, such as 53BP1 and BRCA1, to sites of damage. Using mouse models for Rnf8 mutation, we report that Rnf8 deficiency leads to impaired spermatogenesis and increased sensitivity to ionizing radiation both in vitro and in vivo. We also demonstrate the existence of alternative Rnf8-independent mechanisms that respond to irradiation and accounts for the partial recruitment of 53bp1 to sites of DNA damage in activated Rnf8(-/-) B cells. Remarkably, IgH CSR is impaired in a gene dose-dependent manner in Rnf8 mutant mice, revealing that these mice are immunodeficient. In addition, Rnf8(-/-) mice exhibit increased genomic instability and elevated risks for tumorigenesis indicating that Rnf8 is a novel tumor suppressor. These data unravel the in vivo pleiotropic effects of Rnf8.
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Affiliation(s)
- Li Li
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute, University Health Network, Toronto, Ontario M5G 2M9, Canada
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