1
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Hayes TK, Aquilanti E, Persky NS, Yang X, Kim EE, Brenan L, Goodale AB, Alan D, Sharpe T, Shue RE, Westlake L, Golomb L, Silverman BR, Morris MD, Fisher TR, Beyene E, Li YY, Cherniack AD, Piccioni F, Hicks JK, Chi AS, Cahill DP, Dietrich J, Batchelor TT, Root DE, Johannessen CM, Meyerson M. Author Correction: Comprehensive mutational scanning of EGFR reveals TKI sensitivities of extracellular domain mutants. Nat Commun 2024; 15:3273. [PMID: 38627431 PMCID: PMC11021560 DOI: 10.1038/s41467-024-47675-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/20/2024] Open
Affiliation(s)
- Tikvah K Hayes
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Department of Molecular and Medical Pharmacology, University of California, Los Angeles, CA, USA
| | - Elisa Aquilanti
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Nicole S Persky
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Aera Therapeutics, Cambridge, MA, USA
| | - Xiaoping Yang
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Erica E Kim
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
| | - Lisa Brenan
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Amy B Goodale
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Douglas Alan
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Ted Sharpe
- Data Science Platform, The Broad Institute of M.I.T. and Harvard Cambridge, Cambridge, MA, USA
| | - Robert E Shue
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Lindsay Westlake
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Lior Golomb
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Brianna R Silverman
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
| | - Myshal D Morris
- Summer Honors Undergraduate Research Program, Harvard Medical School, Boston, MA, USA
| | - Ty Running Fisher
- Summer Honors Undergraduate Research Program, Harvard Medical School, Boston, MA, USA
| | - Eden Beyene
- Summer Honors Undergraduate Research Program, Harvard Medical School, Boston, MA, USA
| | - Yvonne Y Li
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Andrew D Cherniack
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Federica Piccioni
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Merck Research Laboratories, Cambridge, MA, USA
| | - J Kevin Hicks
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Andrew S Chi
- Center for Neuro-Oncology, Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Daniel P Cahill
- Center for Neuro-Oncology, Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Jorg Dietrich
- Department of Neurology, Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Tracy T Batchelor
- Department of Neurology, Brigham and Women's Hospital & Harvard Medical School, Boston, MA, USA
| | - David E Root
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Cory M Johannessen
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Department of Oncology, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Matthew Meyerson
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA.
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA.
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2
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Chandrasekaran SN, Cimini BA, Goodale A, Miller L, Kost-Alimova M, Jamali N, Doench JG, Fritchman B, Skepner A, Melanson M, Kalinin AA, Arevalo J, Haghighi M, Caicedo JC, Kuhn D, Hernandez D, Berstler J, Shafqat-Abbasi H, Root DE, Swalley SE, Garg S, Singh S, Carpenter AE. Three million images and morphological profiles of cells treated with matched chemical and genetic perturbations. Nat Methods 2024:10.1038/s41592-024-02241-6. [PMID: 38594452 DOI: 10.1038/s41592-024-02241-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 03/11/2024] [Indexed: 04/11/2024]
Abstract
The identification of genetic and chemical perturbations with similar impacts on cell morphology can elucidate compounds' mechanisms of action or novel regulators of genetic pathways. Research on methods for identifying such similarities has lagged due to a lack of carefully designed and well-annotated image sets of cells treated with chemical and genetic perturbations. Here we create such a Resource dataset, CPJUMP1, in which each perturbed gene's product is a known target of at least two chemical compounds in the dataset. We systematically explore the directionality of correlations among perturbations that target the same protein encoded by a given gene, and we find that identifying matches between chemical and genetic perturbations is a challenging task. Our dataset and baseline analyses provide a benchmark for evaluating methods that measure perturbation similarities and impact, and more generally, learn effective representations of cellular state from microscopy images. Such advancements would accelerate the applications of image-based profiling of cellular states, such as uncovering drug mode of action or probing functional genomics.
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Affiliation(s)
| | - Beth A Cimini
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lisa Miller
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Nasim Jamali
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - John G Doench
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Adam Skepner
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | - John Arevalo
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
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3
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Mittal K, Cooper GW, Lee BP, Su Y, Skinner KT, Shim J, Jonus HC, Kim WJ, Doshi M, Almanza D, Kynnap BD, Christie AL, Yang X, Cowley GS, Leeper BA, Morton CL, Dwivedi B, Lawrence T, Rupji M, Keskula P, Meyer S, Clinton CM, Bhasin M, Crompton BD, Tseng YY, Boehm JS, Ligon KL, Root DE, Murphy AJ, Weinstock DM, Gokhale PC, Spangle JM, Rivera MN, Mullen EA, Stegmaier K, Goldsmith KC, Hahn WC, Hong AL. Targeting TRIP13 in favorable histology Wilms tumor with nuclear export inhibitors synergizes with doxorubicin. Commun Biol 2024; 7:426. [PMID: 38589567 PMCID: PMC11001930 DOI: 10.1038/s42003-024-06140-6] [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: 03/17/2022] [Accepted: 04/03/2024] [Indexed: 04/10/2024] Open
Abstract
Wilms tumor (WT) is the most common renal malignancy of childhood. Despite improvements in the overall survival, relapse occurs in ~15% of patients with favorable histology WT (FHWT). Half of these patients will succumb to their disease. Identifying novel targeted therapies remains challenging in part due to the lack of faithful preclinical in vitro models. Here we establish twelve patient-derived WT cell lines and demonstrate that these models faithfully recapitulate WT biology using genomic and transcriptomic techniques. We then perform loss-of-function screens to identify the nuclear export gene, XPO1, as a vulnerability. We find that the FDA approved XPO1 inhibitor, KPT-330, suppresses TRIP13 expression, which is required for survival. We further identify synergy between KPT-330 and doxorubicin, a chemotherapy used in high-risk FHWT. Taken together, we identify XPO1 inhibition with KPT-330 as a potential therapeutic option to treat FHWTs and in combination with doxorubicin, leads to durable remissions in vivo.
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Affiliation(s)
- Karuna Mittal
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Garrett W Cooper
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Benjamin P Lee
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Yongdong Su
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Katie T Skinner
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Jenny Shim
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Hunter C Jonus
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Won Jun Kim
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Mihir Doshi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Diego Almanza
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Bryan D Kynnap
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amanda L Christie
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Xiaoping Yang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Brittaney A Leeper
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | - Bhakti Dwivedi
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Taylor Lawrence
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Manali Rupji
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Paula Keskula
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Stephanie Meyer
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Catherine M Clinton
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Manoj Bhasin
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Brian D Crompton
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Yuen-Yi Tseng
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jesse S Boehm
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Keith L Ligon
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Andrew J Murphy
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - David M Weinstock
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Merck & Co., Rahway, NJ, USA
| | - Prafulla C Gokhale
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Jennifer M Spangle
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
- Department of Radiation Oncology, Emory University School of Medicine, Atlanta, GA, USA
| | - Miguel N Rivera
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Elizabeth A Mullen
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Kimberly Stegmaier
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Kelly C Goldsmith
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - William C Hahn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - Andrew L Hong
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA.
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA.
- Winship Cancer Institute, Emory University, Atlanta, GA, USA.
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4
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Hayes TK, Aquilanti E, Persky NS, Yang X, Kim EE, Brenan L, Goodale AB, Alan D, Sharpe T, Shue RE, Westlake L, Golomb L, Silverman BR, Morris MD, Fisher TR, Beyene E, Li YY, Cherniack AD, Piccioni F, Hicks JK, Chi AS, Cahill DP, Dietrich J, Batchelor TT, Root DE, Johannessen CM, Meyerson M. Comprehensive mutational scanning of EGFR reveals TKI sensitivities of extracellular domain mutants. Nat Commun 2024; 15:2742. [PMID: 38548752 PMCID: PMC10978866 DOI: 10.1038/s41467-024-45594-4] [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] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 01/30/2024] [Indexed: 04/01/2024] Open
Abstract
The epidermal growth factor receptor, EGFR, is frequently activated in lung cancer and glioblastoma by genomic alterations including missense mutations. The different mutation spectra in these diseases are reflected in divergent responses to EGFR inhibition: significant patient benefit in lung cancer, but limited in glioblastoma. Here, we report a comprehensive mutational analysis of EGFR function. We perform saturation mutagenesis of EGFR and assess function of ~22,500 variants in a human EGFR-dependent lung cancer cell line. This approach reveals enrichment of erlotinib-insensitive variants of known and unknown significance in the dimerization, transmembrane, and kinase domains. Multiple EGFR extracellular domain variants, not associated with approved targeted therapies, are sensitive to afatinib and dacomitinib in vitro. Two glioblastoma patients with somatic EGFR G598V dimerization domain mutations show responses to dacomitinib treatment followed by within-pathway resistance mutation in one case. In summary, this comprehensive screen expands the landscape of functional EGFR variants and suggests broader clinical investigation of EGFR inhibition for cancers harboring extracellular domain mutations.
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Affiliation(s)
- Tikvah K Hayes
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Department of Molecular and Medical Pharmacology, University of California, Los Angeles, CA, USA
| | - Elisa Aquilanti
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Nicole S Persky
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Aera Therapeutics, Cambridge, MA, USA
| | - Xiaoping Yang
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Erica E Kim
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
| | - Lisa Brenan
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Amy B Goodale
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Douglas Alan
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Ted Sharpe
- Data Science Platform, The Broad Institute of M.I.T. and Harvard Cambridge, Cambridge, MA, USA
| | - Robert E Shue
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Lindsay Westlake
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Lior Golomb
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Brianna R Silverman
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
| | - Myshal D Morris
- Summer Honors Undergraduate Research Program, Harvard Medical School, Boston, MA, USA
| | - Ty Running Fisher
- Summer Honors Undergraduate Research Program, Harvard Medical School, Boston, MA, USA
| | - Eden Beyene
- Summer Honors Undergraduate Research Program, Harvard Medical School, Boston, MA, USA
| | - Yvonne Y Li
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Andrew D Cherniack
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Federica Piccioni
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Merck Research Laboratories, Cambridge, MA, USA
| | - J Kevin Hicks
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Andrew S Chi
- Center for Neuro-Oncology, Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Daniel P Cahill
- Center for Neuro-Oncology, Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Jorg Dietrich
- Department of Neurology, Division of Neuro-Oncology, Massachusetts General Hospital, Boston, MA, USA
| | - Tracy T Batchelor
- Department of Neurology, Brigham and Women's Hospital & Harvard Medical School, Boston, MA, USA
| | - David E Root
- Genetic Perturbation Platform, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
| | - Cory M Johannessen
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA
- Department of Oncology, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Matthew Meyerson
- Department of Medical Oncology, Dana-Farber Cancer Institute & Harvard Medical School, Boston, MA, USA.
- Cancer Program, The Broad Institute of M.I.T. and Harvard, Cambridge, MA, USA.
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5
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Lin S, Schneider C, Su AH, Alexe G, Root DE, Stegmaier K. The UBE2J2/UBE2K-MARCH5 ubiquitination machinery regulates apoptosis in response to venetoclax in acute myeloid leukemia. Leukemia 2024; 38:652-656. [PMID: 38366087 PMCID: PMC10912020 DOI: 10.1038/s41375-024-02178-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 01/30/2024] [Accepted: 02/07/2024] [Indexed: 02/18/2024]
Affiliation(s)
- Shan Lin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Constanze Schneider
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Angela H Su
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA.
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6
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Hofman DA, Ruiz-Orera J, Yannuzzi I, Murugesan R, Brown A, Clauser KR, Condurat AL, van Dinter JT, Engels SAG, Goodale A, van der Lugt J, Abid T, Wang L, Zhou KN, Vogelzang J, Ligon KL, Phoenix TN, Roth JA, Root DE, Hubner N, Golub TR, Bandopadhayay P, van Heesch S, Prensner JR. Translation of non-canonical open reading frames as a cancer cell survival mechanism in childhood medulloblastoma. Mol Cell 2024; 84:261-276.e18. [PMID: 38176414 PMCID: PMC10872554 DOI: 10.1016/j.molcel.2023.12.003] [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] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 08/30/2023] [Accepted: 12/01/2023] [Indexed: 01/06/2024]
Abstract
A hallmark of high-risk childhood medulloblastoma is the dysregulation of RNA translation. Currently, it is unknown whether medulloblastoma dysregulates the translation of putatively oncogenic non-canonical open reading frames (ORFs). To address this question, we performed ribosome profiling of 32 medulloblastoma tissues and cell lines and observed widespread non-canonical ORF translation. We then developed a stepwise approach using multiple CRISPR-Cas9 screens to elucidate non-canonical ORFs and putative microproteins implicated in medulloblastoma cell survival. We determined that multiple lncRNA-ORFs and upstream ORFs (uORFs) exhibited selective functionality independent of main coding sequences. A microprotein encoded by one of these ORFs, ASNSD1-uORF or ASDURF, was upregulated, associated with MYC-family oncogenes, and promoted medulloblastoma cell survival through engagement with the prefoldin-like chaperone complex. Our findings underscore the fundamental importance of non-canonical ORF translation in medulloblastoma and provide a rationale to include these ORFs in future studies seeking to define new cancer targets.
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Affiliation(s)
- Damon A Hofman
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, the Netherlands
| | - Jorge Ruiz-Orera
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), 13125 Berlin, Germany
| | - Ian Yannuzzi
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Adam Brown
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Karl R Clauser
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Alexandra L Condurat
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Jip T van Dinter
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, the Netherlands
| | - Sem A G Engels
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, the Netherlands
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jasper van der Lugt
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, the Netherlands
| | - Tanaz Abid
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Li Wang
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Kevin N Zhou
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Jayne Vogelzang
- Department of Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Department of Pathology, Brigham and Women's Hospital, Boston, MA 02215, USA
| | - Keith L Ligon
- Department of Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Department of Pathology, Brigham and Women's Hospital, Boston, MA 02215, USA; Department of Pathology, Boston Children's Hospital, Boston MA 02115, USA
| | - Timothy N Phoenix
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH 45229, USA
| | - Jennifer A Roth
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Norbert Hubner
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), 13125 Berlin, Germany; Charité-Universitätsmedizin, 10117 Berlin, Germany; German Centre for Cardiovascular Research, Partner Site Berlin, 13347 Berlin, Germany
| | - Todd R Golub
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA 02115, USA
| | - Pratiti Bandopadhayay
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA 02115, USA
| | - Sebastiaan van Heesch
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, the Netherlands.
| | - John R Prensner
- Department of Pediatrics, Division of Pediatric Hematology/Oncology and Biological Chemistry, University of Michigan Medical School, Ann Arbor, MI 48109, USA.
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7
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Marino-Enriquez A, Novotny JP, Gulhan DC, Klooster I, Tran AV, Kasbo M, Lundberg MZ, Ou WB, Tao DL, Pilco-Janeta DF, Mao VY, Zenke FT, Leeper BA, Gokhale PC, Cowley GS, Baker LH, Ballman KV, Root DE, Albers J, Park PJ, George S, Fletcher JA. Hyper-Dependence on NHEJ Enables Synergy between DNA-PK Inhibitors and Low-Dose Doxorubicin in Leiomyosarcoma. Clin Cancer Res 2023; 29:5128-5139. [PMID: 37773632 PMCID: PMC10841464 DOI: 10.1158/1078-0432.ccr-23-0998] [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: 04/02/2023] [Revised: 07/18/2023] [Accepted: 09/27/2023] [Indexed: 10/01/2023]
Abstract
PURPOSE Leiomyosarcoma (LMS) is an aggressive sarcoma for which standard chemotherapies achieve response rates under 30%. There are no effective targeted therapies against LMS. Most LMS are characterized by chromosomal instability (CIN), resulting in part from TP53 and RB1 co-inactivation and DNA damage repair defects. We sought to identify therapeutic targets that could exacerbate intrinsic CIN and DNA damage in LMS, inducing lethal genotoxicity. EXPERIMENTAL DESIGN We performed clinical targeted sequencing in 287 LMS and genome-wide loss-of-function screens in 3 patient-derived LMS cell lines, to identify LMS-specific dependencies. We validated candidate targets by biochemical and cell-response assays in vitro and in seven mouse models. RESULTS Clinical targeted sequencing revealed a high burden of somatic copy-number alterations (median fraction of the genome altered =0.62) and demonstrated homologous recombination deficiency signatures in 35% of LMS. Genome-wide short hairpin RNA screens demonstrated PRKDC (DNA-PKcs) and RPA2 essentiality, consistent with compensatory nonhomologous end joining (NHEJ) hyper-dependence. DNA-PK inhibitor combinations with unconventionally low-dose doxorubicin had synergistic activity in LMS in vitro models. Combination therapy with peposertib and low-dose doxorubicin (standard or liposomal formulations) inhibited growth of 5 of 7 LMS mouse models without toxicity. CONCLUSIONS Combinations of DNA-PK inhibitors with unconventionally low, sensitizing, doxorubicin dosing showed synergistic effects in LMS in vitro and in vivo models, without discernable toxicity. These findings underscore the relevance of DNA damage repair alterations in LMS pathogenesis and identify dependence on NHEJ as a clinically actionable vulnerability in LMS.
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Affiliation(s)
- Adrian Marino-Enriquez
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jan Philipp Novotny
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Doga C. Gulhan
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Isabella Klooster
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Antuan V. Tran
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Macy Kasbo
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Meijun Z. Lundberg
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Wen-Bin Ou
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Zhejiang Provincial Key Laboratory of Silkworm Bioreactor and Biomedicine, Zhejiang Sci-Tech University, Hangzhou, 310018, China
| | - Derrick L. Tao
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel F. Pilco-Janeta
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Sarcoma Translational Research Laboratory, Vall d’Hebron Institute of Oncology, Autonomous University of Barcelona, Barcelona, Spain
| | - Victor Y. Mao
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Frank T. Zenke
- Research Unit Oncology, the healthcare business of Merck KGaA, Darmstadt, Germany
| | - Brittaney A. Leeper
- Experimental Therapeutics Core and the Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Prafulla C. Gokhale
- Experimental Therapeutics Core and the Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | | | - Karla V. Ballman
- Division of Biostatistics and Epidemiology, Department of Healthcare Policy and Research, Weill Cornell Medicine, New York, New York
| | - David E. Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Joachim Albers
- Research Unit Oncology, the healthcare business of Merck KGaA, Darmstadt, Germany
| | - Peter J. Park
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Suzanne George
- Dana Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Jonathan A. Fletcher
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
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8
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Huang Y, Durall RT, Luong NM, Hertzler HJ, Huang J, Gokhale PC, Leeper BA, Persky NS, Root DE, Anekal PV, Montero Llopis PD, David CN, Kutok JL, Raimondi A, Saluja K, Luo J, Zahnow CA, Adane B, Stegmaier K, Hawkins CE, Ponne C, Le Q, Shapiro GI, Lemieux ME, Eagen KP, French CA. EZH2 Cooperates with BRD4-NUT to Drive NUT Carcinoma Growth by Silencing Key Tumor Suppressor Genes. Cancer Res 2023; 83:3956-3973. [PMID: 37747726 PMCID: PMC10843040 DOI: 10.1158/0008-5472.can-23-1475] [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: 05/17/2023] [Revised: 07/31/2023] [Accepted: 09/21/2023] [Indexed: 09/26/2023]
Abstract
NUT carcinoma is an aggressive carcinoma driven by the BRD4-NUT fusion oncoprotein, which activates chromatin to promote expression of progrowth genes. BET bromodomain inhibitors (BETi) are a promising treatment for NUT carcinoma that can impede BRD4-NUT's ability to activate genes, but the efficacy of BETi as monotherapy is limited. Here, we demonstrated that enhancer of zeste homolog 2 (EZH2), which silences genes through establishment of repressive chromatin, is a dependency in NUT carcinoma. Inhibition of EZH2 with the clinical compound tazemetostat potently blocked growth of NUT carcinoma cells. Epigenetic and transcriptomic analysis revealed that tazemetostat reversed the EZH2-specific H3K27me3 silencing mark and restored expression of multiple tumor suppressor genes while having no effect on key oncogenic BRD4-NUT-regulated genes. Indeed, H3K27me3 and H3K27ac domains were found to be mutually exclusive in NUT carcinoma cells. CDKN2A was identified as the only gene among all tazemetostat-derepressed genes to confer resistance to tazemetostat in a CRISPR-Cas9 screen. Combined inhibition of EZH2 and BET synergized to downregulate cell proliferation genes, resulting in more pronounced growth arrest and differentiation than either inhibitor alone. In preclinical models, combined tazemetostat and BETi synergistically blocked tumor growth and prolonged survival of NUT carcinoma-xenografted mice, with complete remission without relapse in one cohort. Identification of EZH2 as a dependency in NUT carcinoma substantiates the reliance of NUT carcinoma tumor cells on epigenetic dysregulation of functionally opposite, yet highly complementary, chromatin regulatory pathways to maintain NUT carcinoma growth. SIGNIFICANCE Repression of tumor suppressor genes, including CDKN2A, by EZH2 provides a mechanistic rationale for combining EZH2 and BET inhibitors for the clinical treatment of NUT carcinoma. See related commentary by Kazansky and Kentsis, p. 3827.
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Affiliation(s)
- Yeying Huang
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - R. Taylor Durall
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Nhi M. Luong
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Hans J. Hertzler
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Julianna Huang
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Prafulla C. Gokhale
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Brittaney A. Leeper
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | - David E. Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Praju V. Anekal
- MicRoN, Department of Microbiology, Harvard Medical School, Boston, MA, USA
| | | | | | | | | | - Karan Saluja
- Department of Pathology and Laboratory Medicine, University of Texas Health Science Center at Houston, TX, USA
| | - Jia Luo
- Department of Medical Oncology, Dana Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Cynthia A. Zahnow
- Department of Oncology, The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Biniam Adane
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Pediatric Hematology/Oncology, Boston Children’s Hospital, Boston, MA, USA
| | - Catherine E. Hawkins
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Christopher Ponne
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Quan Le
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Geoffrey I. Shapiro
- Department of Medical Oncology, Dana Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | | | - Kyle P. Eagen
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
- Center for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston, TX, USA
- Center for Cell and Gene Therapy, Baylor College of Medicine, Houston, TX, USA
- Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | - Christopher A. French
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
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9
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Salahudeen AA, Seoane JA, Yuki K, Mah AT, Smith AR, Kolahi K, De la O SM, Hart DJ, Ding J, Ma Z, Barkal SA, Shukla ND, Zhang CH, Cantrell MA, Batish A, Usui T, Root DE, Hahn WC, Curtis C, Kuo CJ. Functional screening of amplification outlier oncogenes in organoid models of early tumorigenesis. Cell Rep 2023; 42:113355. [PMID: 37922313 PMCID: PMC10841581 DOI: 10.1016/j.celrep.2023.113355] [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: 11/03/2021] [Revised: 08/30/2023] [Accepted: 10/12/2023] [Indexed: 11/05/2023] Open
Abstract
Somatic copy number gains are pervasive across cancer types, yet their roles in oncogenesis are insufficiently evaluated. This inadequacy is partly due to copy gains spanning large chromosomal regions, obscuring causal loci. Here, we employed organoid modeling to evaluate candidate oncogenic loci identified via integrative computational analysis of extreme copy gains overlapping with extreme expression dysregulation in The Cancer Genome Atlas. Subsets of "outlier" candidates were contextually screened as tissue-specific cDNA lentiviral libraries within cognate esophagus, oral cavity, colon, stomach, pancreas, and lung organoids bearing initial oncogenic mutations. Iterative analysis nominated the kinase DYRK2 at 12q15 as an amplified head and neck squamous carcinoma oncogene in p53-/- oral mucosal organoids. Similarly, FGF3, amplified at 11q13 in 41% of esophageal squamous carcinomas, promoted p53-/- esophageal organoid growth reversible by small molecule and soluble receptor antagonism of FGFRs. Our studies establish organoid-based contextual screening of candidate genomic drivers, enabling functional evaluation during early tumorigenesis.
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Affiliation(s)
- Ameen A Salahudeen
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA; University of Illinois at Chicago College of Medicine, Department of Medicine, Division of Hematology and Oncology, Chicago, IL 60612, USA; Department of Biochemistry and Molecular Genetics, University of Illinois at Chicago College of Medicine, Chicago, IL 60612, USA; University of Illinois Cancer Center, Chicago, IL 60612, USA.
| | - Jose A Seoane
- Stanford University School of Medicine, Department of Medicine, Divisions of Oncology, Stanford, CA 94305, USA; Cancer Computational Biology Group, Vall d'Hebron Institute of Oncology (VHIO), 08035 Barcelona, Spain.
| | - Kanako Yuki
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Amanda T Mah
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Amber R Smith
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Kevin Kolahi
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Sean M De la O
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Daniel J Hart
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Jie Ding
- Stanford University School of Medicine, Department of Medicine, Divisions of Oncology, Stanford, CA 94305, USA
| | - Zhicheng Ma
- Stanford University School of Medicine, Department of Medicine, Divisions of Oncology, Stanford, CA 94305, USA
| | - Sammy A Barkal
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Navika D Shukla
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Chuck H Zhang
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Michael A Cantrell
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Arpit Batish
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - Tatsuya Usui
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA
| | - David E Root
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA; Dana-Farber Cancer Institute, Department of Medical Oncology, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Christina Curtis
- Stanford University School of Medicine, Department of Medicine, Divisions of Oncology, Stanford, CA 94305, USA; Stanford University School of Medicine, Department of Medicine, Divisions of Genetics, Stanford, CA 94305, USA
| | - Calvin J Kuo
- Stanford University School of Medicine, Department of Medicine, Divisions of Hematology, Stanford, CA 94305, USA.
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10
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Jani C, Marsh A, Uchil P, Jain N, Baskir ZR, Glover OT, Root DE, Doench JG, Barczak AK. Vps18 contributes to phagosome membrane integrity in Mycobacterium tuberculosis-infected macrophages. bioRxiv 2023:2023.10.01.560397. [PMID: 37873319 PMCID: PMC10592876 DOI: 10.1101/2023.10.01.560397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Abstract
Mycobacterium tuberculosis (Mtb) has evolved to be exquisitely adapted to survive within host macrophages. The capacity to damage the phagosomal membrane has emerged as central to Mtb virulence. While Mtb factors driving membrane damage have been described, host factors that repair that damage to contain the pathogen remain largely unknown. We used a genome-wide CRISPR screen to identify novel host factors required to repair Mtb-damaged phagosomal membranes. Vacuolar protein sorting-associated protein 18 (Vps18), a member of the HOPS and CORVET trafficking complexes, was among the top hits. Vps18 colocalized with Mtb in macrophages beginning shortly after infection, and Vps18-knockout macrophages demonstrated increased damage of Mtb-containing phagosomes without impaired autophagy. Mtb grew more robustly in Vps18-knockout cells, and the first-line anti-tuberculosis antibiotic pyrazinamide was less effective. Our results identify Vps18 as required for phagosomal membrane integrity in Mtb-infected cells and suggest that modulating phagosome integrity may hold promise for improving the efficacy of antibiotic treatment for TB.
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Affiliation(s)
| | | | - Pooja Uchil
- The Ragon Institute of MGH, MIT and Harvard
- Institute of Clinical and Molecular Virology, Friedrich-Alexander Universität Erlangen-Nürnberg
| | - Neha Jain
- The Ragon Institute of MGH, MIT and Harvard
| | | | | | | | | | - Amy K Barczak
- The Ragon Institute of MGH, MIT and Harvard
- The Broad Institute
- Division of Infectious Diseases, Massachusetts General Hospital
- Department of Medicine, Harvard Medical School
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11
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Krill-Burger JM, Dempster JM, Borah AA, Paolella BR, Root DE, Golub TR, Boehm JS, Hahn WC, McFarland JM, Vazquez F, Tsherniak A. Partial gene suppression improves identification of cancer vulnerabilities when CRISPR-Cas9 knockout is pan-lethal. Genome Biol 2023; 24:192. [PMID: 37612728 PMCID: PMC10464129 DOI: 10.1186/s13059-023-03020-w] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 07/21/2023] [Indexed: 08/25/2023] Open
Abstract
BACKGROUND Hundreds of functional genomic screens have been performed across a diverse set of cancer contexts, as part of efforts such as the Cancer Dependency Map, to identify gene dependencies-genes whose loss of function reduces cell viability or fitness. Recently, large-scale screening efforts have shifted from RNAi to CRISPR-Cas9, due to superior efficacy and specificity. However, many effective oncology drugs only partially inhibit their protein targets, leading us to question whether partial suppression of genes using RNAi could reveal cancer vulnerabilities that are missed by complete knockout using CRISPR-Cas9. Here, we compare CRISPR-Cas9 and RNAi dependency profiles of genes across approximately 400 matched cancer cell lines. RESULTS We find that CRISPR screens accurately identify more gene dependencies per cell line, but the majority of each cell line's dependencies are part of a set of 1867 genes that are shared dependencies across the entire collection (pan-lethals). While RNAi knockdown of about 30% of these genes is also pan-lethal, approximately 50% have selective dependency patterns across cell lines, suggesting they could still be cancer vulnerabilities. The accuracy of the unique RNAi selectivity is supported by associations to multi-omics profiles, drug sensitivity, and other expected co-dependencies. CONCLUSIONS Incorporating RNAi data for genes that are pan-lethal knockouts facilitates the discovery of a wider range of gene targets than could be detected using the CRISPR dataset alone. This can aid in the interpretation of contrasting results obtained from CRISPR and RNAi screens and reinforce the importance of partial gene suppression methods in building a cancer dependency map.
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Affiliation(s)
| | | | - Ashir A Borah
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | | | - David E Root
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Todd R Golub
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jesse S Boehm
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - William C Hahn
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | | | - Francisca Vazquez
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Dana-Farber Cancer Institute, Boston, MA, USA.
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12
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Huang Y, Durall RT, Luong NM, Hertzler HJ, Huang J, Gokhale PC, Leeper BA, Persky NS, Root DE, Anekal PV, Montero Llopis PD, David CN, Kutok JL, Raimondi A, Saluja K, Luo J, Zahnow CA, Adane B, Stegmaier K, Hawkins CE, Ponne C, Le Q, Shapiro GI, Lemieux ME, Eagen KP, French CA. EZH2 synergizes with BRD4-NUT to drive NUT carcinoma growth through silencing of key tumor suppressor genes. bioRxiv 2023:2023.08.15.553204. [PMID: 37645799 PMCID: PMC10461970 DOI: 10.1101/2023.08.15.553204] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
NUT carcinoma (NC) is an aggressive carcinoma driven by the BRD4-NUT fusion oncoprotein, which activates chromatin to promote expression of pro-growth genes. BET bromodomain inhibitors (BETi) impede BRD4-NUT's ability to activate genes and are thus a promising treatment but limited as monotherapy. The role of gene repression in NC is unknown. Here, we demonstrate that EZH2, which silences genes through establishment of repressive chromatin, is a dependency in NC. Inhibition of EZH2 with the clinical compound tazemetostat (taz) potently blocked growth of NC cells. Epigenetic and transcriptomic analysis revealed that taz reversed the EZH2-specific H3K27me3 silencing mark, and restored expression of multiple tumor suppressor genes while having no effect on key oncogenic BRD4- NUT-regulated genes. CDKN2A was identified as the only gene amongst all taz-derepressed genes to confer resistance to taz in a CRISPR-Cas9 screen. Combined EZH2 inhibition and BET inhibition synergized to downregulate cell proliferation genes resulting in more pronounced growth arrest and differentiation than either inhibitor alone. In pre-clinical models, combined taz and BETi synergistically blocked growth and prolonged survival of NC-xenografted mice, with all mice cured in one cohort. STATEMENT OF SIGNIFICANCE Identification of EZH2 as a dependency in NC substantiates the reliance of NC tumor cells on epigenetic dysregulation of functionally opposite, yet highly complementary chromatin regulatory pathways to maintain NC growth. In particular, repression of CDKN2A expression by EZH2 provides a mechanistic rationale for combining EZH2i with BETi for the clinical treatment of NC.
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Affiliation(s)
- Yeying Huang
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - R. Taylor Durall
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Nhi M. Luong
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Hans J. Hertzler
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Julianna Huang
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Prafulla C. Gokhale
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Brittaney A. Leeper
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | - David E. Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Praju V. Anekal
- MicRoN, Department of Microbiology, Harvard Medical School, Boston, MA, USA
| | | | | | | | | | - Karan Saluja
- Department of Pathology and Laboratory Medicine, University of Texas Health Science Center at Houston, TX, USA
| | - Jia Luo
- Department of Medical Oncology, Dana Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Cynthia A. Zahnow
- Department of Oncology, The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Biniam Adane
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Pediatric Hematology/Oncology, Boston Children’s Hospital, Boston, MA, USA
| | - Catherine E. Hawkins
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Christopher Ponne
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Quan Le
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Geoffrey I. Shapiro
- Department of Medical Oncology, Dana Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | | | - Kyle P. Eagen
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Christopher A. French
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
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13
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Abid T, Goodale AB, Kalani Z, Wyatt M, Gonzalez EM, Zhou KN, Qian K, Novikov D, Condurat AL, Bandopadhayay P, Piccioni F, Persky NS, Root DE. Genome-wide pooled CRISPR screening in neurospheres. Nat Protoc 2023:10.1038/s41596-023-00835-6. [PMID: 37286821 DOI: 10.1038/s41596-023-00835-6] [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] [Received: 09/06/2022] [Accepted: 03/20/2023] [Indexed: 06/09/2023]
Abstract
Spheroid culture systems have allowed in vitro propagation of cells unable to grow in canonical cell culturing conditions, and may capture cellular contexts that model tumor growth better than current model systems. The insights gleaned from genome-wide clustered regularly interspaced short palindromic repeat (CRISPR) screening of thousands of cancer cell lines grown in conventional culture conditions illustrate the value of such CRISPR pooled screens. It is clear that similar genome-wide CRISPR screens of three-dimensional spheroid cultures will be important for future biological discovery. Here, we present a protocol for genome-wide CRISPR screening of three-dimensional neurospheres. While many in-depth protocols and discussions have been published for more typical cell lines, few detailed protocols are currently available in the literature for genome-wide screening in spheroidal cell lines. For those who want to screen such cell lines, and particularly neurospheres, we provide a step-by-step description of assay development tests to be performed before screening, as well as for the screen itself. We highlight considerations of variables that make these screens distinct from, or similar to, typical nonspheroid cell lines throughout. Finally, we illustrate typical outcomes of neurosphere genome-wide screens, and how neurosphere screens typically produce slightly more heterogeneous signal distributions than more canonical cancer cell lines. Completion of this entire protocol will take 8-12 weeks from the initial assay development tests to deconvolution of the sequencing data.
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Affiliation(s)
- Tanaz Abid
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amy B Goodale
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Zohra Kalani
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Meghan Wyatt
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Elizabeth M Gonzalez
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Kevin Ning Zhou
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Kenin Qian
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Dana Novikov
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Alexandra-Larisa Condurat
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - Pratiti Bandopadhayay
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA.
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA.
| | - Federica Piccioni
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Merck Research Laboratories, Cambridge, MA, USA.
| | - Nicole S Persky
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Aera Therapeutics, Boston, MA, USA.
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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14
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Hofman DA, Ruiz-Orera J, Yannuzzi I, Murugesan R, Brown A, Clauser KR, Condurat AL, van Dinter JT, Engels SA, Goodale A, van der Lugt J, Abid T, Wang L, Zhou KN, Vogelzang J, Ligon KL, Phoenix TN, Roth JA, Root DE, Hubner N, Golub TR, Bandopadhayay P, van Heesch S, Prensner JR. Translation of non-canonical open reading frames as a cancer cell survival mechanism in childhood medulloblastoma. bioRxiv 2023:2023.05.04.539399. [PMID: 37205492 PMCID: PMC10187264 DOI: 10.1101/2023.05.04.539399] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
A hallmark of high-risk childhood medulloblastoma is the dysregulation of RNA translation. Currently, it is unknown whether medulloblastoma dysregulates the translation of putatively oncogenic non-canonical open reading frames. To address this question, we performed ribosome profiling of 32 medulloblastoma tissues and cell lines and observed widespread non-canonical ORF translation. We then developed a step-wise approach to employ multiple CRISPR-Cas9 screens to elucidate functional non-canonical ORFs implicated in medulloblastoma cell survival. We determined that multiple lncRNA-ORFs and upstream open reading frames (uORFs) exhibited selective functionality independent of the main coding sequence. One of these, ASNSD1-uORF or ASDURF, was upregulated, associated with the MYC family oncogenes, and was required for medulloblastoma cell survival through engagement with the prefoldin-like chaperone complex. Our findings underscore the fundamental importance of non-canonical ORF translation in medulloblastoma and provide a rationale to include these ORFs in future cancer genomics studies seeking to define new cancer targets.
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Affiliation(s)
- Damon A. Hofman
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS, Utrecht, the Netherlands
- These authors contributed equally
| | - Jorge Ruiz-Orera
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), 13125 Berlin, Germany
- These authors contributed equally
| | - Ian Yannuzzi
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | | | - Adam Brown
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Current address: Arbor Biotechnologies, Cambridge, MA, 02140, USA
| | - Karl R. Clauser
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Alexandra L. Condurat
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Jip T. van Dinter
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS, Utrecht, the Netherlands
| | - Sem A.G. Engels
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS, Utrecht, the Netherlands
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Jasper van der Lugt
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS, Utrecht, the Netherlands
| | - Tanaz Abid
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Li Wang
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Kevin N. Zhou
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
- Current address: Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, 91101, USA
| | - Jayne Vogelzang
- Department of Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA, 02215, USA
| | - Keith L. Ligon
- Department of Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA, 02215, USA
- Department of Pathology, Boston Children’s Hospital, Boston MA 02115
| | - Timothy N. Phoenix
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, 45229, USA
| | | | - David E. Root
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Norbert Hubner
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), 13125 Berlin, Germany
- Charité-Universitätsmedizin, 10117 Berlin, Germany
- German Centre for Cardiovascular Research, Partner Site Berlin, 13347 Berlin, Germany
| | - Todd R. Golub
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
- Division of Pediatric Hematology/Oncology, Boston Children’s Hospital, Boston, MA, 02115, USA
| | - Pratiti Bandopadhayay
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
- Division of Pediatric Hematology/Oncology, Boston Children’s Hospital, Boston, MA, 02115, USA
| | - Sebastiaan van Heesch
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS, Utrecht, the Netherlands
| | - John R. Prensner
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
- Division of Pediatric Hematology/Oncology, Boston Children’s Hospital, Boston, MA, 02115, USA
- Current address: Department of Pediatrics, Division of Pediatric Hematology/Oncology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
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15
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Sharifnia T, Wawer MJ, Goodale A, Lee Y, Kazachkova M, Dempster JM, Muller S, Levy J, Freed DM, Sommer J, Kalfon J, Vazquez F, Hahn WC, Root DE, Clemons PA, Schreiber SL. Mapping the landscape of genetic dependencies in chordoma. Nat Commun 2023; 14:1933. [PMID: 37024492 PMCID: PMC10079670 DOI: 10.1038/s41467-023-37593-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [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: 05/31/2022] [Accepted: 03/21/2023] [Indexed: 04/08/2023] Open
Abstract
Identifying the spectrum of genes required for cancer cell survival can reveal essential cancer circuitry and therapeutic targets, but such a map remains incomplete for many cancer types. We apply genome-scale CRISPR-Cas9 loss-of-function screens to map the landscape of selectively essential genes in chordoma, a bone cancer with few validated targets. This approach confirms a known chordoma dependency, TBXT (T; brachyury), and identifies a range of additional dependencies, including PTPN11, ADAR, PRKRA, LUC7L2, SRRM2, SLC2A1, SLC7A5, FANCM, and THAP1. CDK6, SOX9, and EGFR, genes previously implicated in chordoma biology, are also recovered. We find genomic and transcriptomic features that predict specific dependencies, including interferon-stimulated gene expression, which correlates with ADAR dependence and is elevated in chordoma. Validating the therapeutic relevance of dependencies, small-molecule inhibitors of SHP2, encoded by PTPN11, have potent preclinical efficacy against chordoma. Our results generate an emerging map of chordoma dependencies to enable biological and therapeutic hypotheses.
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Affiliation(s)
- Tanaz Sharifnia
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA.
| | - Mathias J Wawer
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
- Kojin Therapeutics, Boston, MA, 02210, USA
| | - Amy Goodale
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Yenarae Lee
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Mariya Kazachkova
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
- University of California San Diego, La Jolla, CA, 92093, USA
| | | | - Sandrine Muller
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Joan Levy
- Chordoma Foundation, Durham, NC, 27702, USA
- Melanoma Research Alliance, Washington, D.C., 20005, USA
| | | | | | - Jérémie Kalfon
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | | | - William C Hahn
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
- Dana-Farber Cancer Institute, Boston, MA, 02215, USA
| | - David E Root
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Paul A Clemons
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Stuart L Schreiber
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA.
- Harvard University, Cambridge, MA, 02138, USA.
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16
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Cervia LD, Shibue T, Borah AA, Gaeta B, He L, Leung L, Li N, Moyer SM, Shim BH, Dumont N, Gonzalez A, Bick NR, Kazachkova M, Dempster JM, Krill-Burger JM, Piccioni F, Udeshi ND, Olive ME, Carr SA, Root DE, McFarland JM, Vazquez F, Hahn WC. A Ubiquitination Cascade Regulating the Integrated Stress Response and Survival in Carcinomas. Cancer Discov 2023; 13:766-795. [PMID: 36576405 PMCID: PMC9975667 DOI: 10.1158/2159-8290.cd-22-1230] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [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: 10/29/2022] [Revised: 12/12/2022] [Accepted: 12/22/2022] [Indexed: 12/29/2022]
Abstract
Systematic identification of signaling pathways required for the fitness of cancer cells will facilitate the development of new cancer therapies. We used gene essentiality measurements in 1,086 cancer cell lines to identify selective coessentiality modules and found that a ubiquitin ligase complex composed of UBA6, BIRC6, KCMF1, and UBR4 is required for the survival of a subset of epithelial tumors that exhibit a high degree of aneuploidy. Suppressing BIRC6 in cell lines that are dependent on this complex led to a substantial reduction in cell fitness in vitro and potent tumor regression in vivo. Mechanistically, BIRC6 suppression resulted in selective activation of the integrated stress response (ISR) by stabilization of the heme-regulated inhibitor, a direct ubiquitination target of the UBA6/BIRC6/KCMF1/UBR4 complex. These observations uncover a novel ubiquitination cascade that regulates ISR and highlight the potential of ISR activation as a new therapeutic strategy. SIGNIFICANCE We describe the identification of a heretofore unrecognized ubiquitin ligase complex that prevents the aberrant activation of the ISR in a subset of cancer cells. This provides a novel insight on the regulation of ISR and exposes a therapeutic opportunity to selectively eliminate these cancer cells. See related commentary Leli and Koumenis, p. 535. This article is highlighted in the In This Issue feature, p. 517.
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Affiliation(s)
- Lisa D. Cervia
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Tsukasa Shibue
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Ashir A. Borah
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Benjamin Gaeta
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Linh He
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Lisa Leung
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Naomi Li
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Sydney M. Moyer
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Brian H. Shim
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | - Nolan R. Bick
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | | | | | | | | | - Meagan E. Olive
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Steven A. Carr
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - David E. Root
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | | | - William C. Hahn
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
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17
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Verrier ER, Ligat G, Heydmann L, Doernbrack K, Miller J, Maglott-Roth A, Jühling F, El Saghire H, Heuschkel MJ, Fujiwara N, Hsieh SY, Hoshida Y, Root DE, Felli E, Pessaux P, Mukherji A, Mailly L, Schuster C, Brino L, Nassal M, Baumert TF. Cell-based cccDNA reporter assay combined with functional genomics identifies YBX1 as HBV cccDNA host factor and antiviral candidate target. Gut 2022; 72:gutjnl-2020-323665. [PMID: 36591611 PMCID: PMC10423543 DOI: 10.1136/gutjnl-2020-323665] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 11/24/2022] [Indexed: 01/03/2023]
Abstract
OBJECTIVES Chronic hepatitis B virus (HBV) infection is a leading cause of liver disease and hepatocellular carcinoma. A key feature of HBV replication is the synthesis of the covalently close circular (ccc)DNA, not targeted by current treatments and whose elimination would be crucial for viral cure. To date, little is known about cccDNA formation. One major challenge to address this urgent question is the absence of robust models for the study of cccDNA biology. DESIGN We established a cell-based HBV cccDNA reporter assay and performed a loss-of-function screen targeting 239 genes encoding the human DNA damage response machinery. RESULTS Overcoming the limitations of current models, the reporter assay enables to quantity cccDNA levels using a robust ELISA as a readout. A loss-of-function screen identified 27 candidate cccDNA host factors, including Y box binding protein 1 (YBX1), a DNA binding protein regulating transcription and translation. Validation studies in authentic infection models revealed a robust decrease in HBV cccDNA levels following silencing, providing proof-of-concept for the importance of YBX1 in the early steps of the HBV life cycle. In patients, YBX1 expression robustly correlates with both HBV load and liver disease progression. CONCLUSION Our cell-based reporter assay enables the discovery of HBV cccDNA host factors including YBX1 and is suitable for the characterisation of cccDNA-related host factors, antiviral targets and compounds.
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Affiliation(s)
- Eloi R Verrier
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Gaëtan Ligat
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Laura Heydmann
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Katharina Doernbrack
- Department of Internal Medicine II/Molecular Biology, University Hospital Freiburg, Freiburg, Germany
| | - Julija Miller
- Department of Internal Medicine II/Molecular Biology, University Hospital Freiburg, Freiburg, Germany
| | | | - Frank Jühling
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Houssein El Saghire
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Margaux J Heuschkel
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Naoto Fujiwara
- Department of Internal Medicine, Liver Tumor Translational Research Program, Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Sen-Yung Hsieh
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Yujin Hoshida
- Department of Internal Medicine, Liver Tumor Translational Research Program, Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - David E Root
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts, USA
| | - Emanuele Felli
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
- Institut Hospitalo-Universitaire, Pôle Hépato-digestif, Nouvel Hôpital Civil, Strasbourg, France
| | - Patrick Pessaux
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
- Institut Hospitalo-Universitaire, Pôle Hépato-digestif, Nouvel Hôpital Civil, Strasbourg, France
| | - Atish Mukherji
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Laurent Mailly
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Catherine Schuster
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
| | - Laurent Brino
- IGBMC, Plateforme de Criblage Haut-débit, Illkirch, France
| | - Michael Nassal
- Department of Internal Medicine II/Molecular Biology, University Hospital Freiburg, Freiburg, Germany
| | - Thomas F Baumert
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMRS 1110, Strasbourg, France
- Institut Hospitalo-Universitaire, Pôle Hépato-digestif, Nouvel Hôpital Civil, Strasbourg, France
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18
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Panditharatna E, Marques JG, Wang T, Trissal MC, Liu I, Jiang L, Beck A, Groves A, Dharia NV, Li D, Hoffman SE, Kugener G, Shaw ML, Mire HM, Hack OA, Dempster JM, Lareau C, Dai L, Sigua LH, Quezada MA, Stanton ACJ, Wyatt M, Kalani Z, Goodale A, Vazquez F, Piccioni F, Doench JG, Root DE, Anastas JN, Jones KL, Conway AS, Stopka S, Regan MS, Liang Y, Seo HS, Song K, Bashyal P, Jerome WP, Mathewson ND, Dhe-Paganon S, Suvà ML, Carcaboso AM, Lavarino C, Mora J, Nguyen QD, Ligon KL, Shi Y, Agnihotri S, Agar NY, Stegmaier K, Stiles CD, Monje M, Golub TR, Qi J, Filbin MG. BAF Complex Maintains Glioma Stem Cells in Pediatric H3K27M Glioma. Cancer Discov 2022; 12:2880-2905. [PMID: 36305736 PMCID: PMC9716260 DOI: 10.1158/2159-8290.cd-21-1491] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [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: 11/08/2021] [Revised: 08/03/2022] [Accepted: 09/15/2022] [Indexed: 01/12/2023]
Abstract
Diffuse midline gliomas are uniformly fatal pediatric central nervous system cancers that are refractory to standard-of-care therapeutic modalities. The primary genetic drivers are a set of recurrent amino acid substitutions in genes encoding histone H3 (H3K27M), which are currently undruggable. These H3K27M oncohistones perturb normal chromatin architecture, resulting in an aberrant epigenetic landscape. To interrogate for epigenetic dependencies, we performed a CRISPR screen and show that patient-derived H3K27M-glioma neurospheres are dependent on core components of the mammalian BAF (SWI/SNF) chromatin remodeling complex. The BAF complex maintains glioma stem cells in a cycling, oligodendrocyte precursor cell-like state, in which genetic perturbation of the BAF catalytic subunit SMARCA4 (BRG1), as well as pharmacologic suppression, opposes proliferation, promotes progression of differentiation along the astrocytic lineage, and improves overall survival of patient-derived xenograft models. In summary, we demonstrate that therapeutic inhibition of the BAF complex has translational potential for children with H3K27M gliomas. SIGNIFICANCE Epigenetic dysregulation is at the core of H3K27M-glioma tumorigenesis. Here, we identify the BRG1-BAF complex as a critical regulator of enhancer and transcription factor landscapes, which maintain H3K27M glioma in their progenitor state, precluding glial differentiation, and establish pharmacologic targeting of the BAF complex as a novel treatment strategy for pediatric H3K27M glioma. See related commentary by Beytagh and Weiss, p. 2730. See related article by Mo et al., p. 2906.
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Affiliation(s)
- Eshini Panditharatna
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Joana G. Marques
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Tingjian Wang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Maria C. Trissal
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Ilon Liu
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Li Jiang
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Alexander Beck
- Center for Neuropathology, Ludwig Maximilian University of Munich, Munich, Germany
| | - Andrew Groves
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Neekesh V. Dharia
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Deyao Li
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Samantha E. Hoffman
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Guillaume Kugener
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - McKenzie L. Shaw
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Hafsa M. Mire
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Olivia A. Hack
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Joshua M. Dempster
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Caleb Lareau
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts.,Department of Pathology, Stanford University, Stanford, California
| | - Lingling Dai
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Logan H. Sigua
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Michael A. Quezada
- Department of Neurology, Stanford University School of Medicine, Stanford, California
| | - Ann-Catherine J. Stanton
- Department of Neurosurgery, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.,Department of Pediatrics, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Meghan Wyatt
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Zohra Kalani
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Amy Goodale
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Francisca Vazquez
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Federica Piccioni
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts.,Merck Research Laboratories, Cambridge, Massachusetts
| | - John G. Doench
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - David E. Root
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Jamie N. Anastas
- Division of Newborn Medicine and Epigenetics Program, Department of Medicine, Boston Children's Hospital, Boston, Massachusetts.,Department of Neurosurgery and Center for Cell and Gene Therapy, Baylor College of Medicine, Houston, Texas
| | - Kristen L. Jones
- Lurie Family Imaging Center, Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Sylwia Stopka
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.,Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Michael S. Regan
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.,Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Yu Liang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Hyuk-Soo Seo
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts.,Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts
| | - Kijun Song
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Puspalata Bashyal
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - William P. Jerome
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Nathan D. Mathewson
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts.,Department of Microbiology and Immunobiology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts.,Department of Neurology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Sirano Dhe-Paganon
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts.,Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts
| | - Mario L. Suvà
- Department of Pathology and Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts.,Klarman Cell Observatory, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Angel M. Carcaboso
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Cinzia Lavarino
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Jaume Mora
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Quang-De Nguyen
- Lurie Family Imaging Center, Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Keith L. Ligon
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts.,Department of Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Pathology, Boston Children's Hospital, Boston, Massachusetts.,Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Yang Shi
- Division of Newborn Medicine and Epigenetics Program, Department of Medicine, Boston Children's Hospital, Boston, Massachusetts.,Ludwig Institute for Cancer Research, Oxford Branch, Oxford University, Oxford, United Kingdom
| | - Sameer Agnihotri
- Department of Neurosurgery, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.,Department of Pediatrics, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Nathalie Y.R. Agar
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts.,Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.,Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Charles D. Stiles
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Michelle Monje
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California
| | - Todd R. Golub
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Jun Qi
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Medicine, Harvard Medical School, Boston, Massachusetts.,Corresponding Authors: Mariella G. Filbin, Dana-Farber Cancer Institute, Longwood Center, LC 6101, 360 Longwood Avenue, Boston, MA 02215. Phone: 617-632-5993; E-mail: ; and Jun Qi, Dana-Farber Cancer Institute, Longwood Center, Room 2210, 360 Longwood Avenue, Boston, MA 02215. Phone: 617-632-6629; E-mail:
| | - Mariella G. Filbin
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts.,Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts.,Corresponding Authors: Mariella G. Filbin, Dana-Farber Cancer Institute, Longwood Center, LC 6101, 360 Longwood Avenue, Boston, MA 02215. Phone: 617-632-5993; E-mail: ; and Jun Qi, Dana-Farber Cancer Institute, Longwood Center, Room 2210, 360 Longwood Avenue, Boston, MA 02215. Phone: 617-632-6629; E-mail:
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19
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Dubrot J, Du PP, Lane-Reticker SK, Kessler EA, Muscato AJ, Mehta A, Freeman SS, Allen PM, Olander KE, Ockerman KM, Wolfe CH, Wiesmann F, Knudsen NH, Tsao HW, Iracheta-Vellve A, Schneider EM, Rivera-Rosario AN, Kohnle IC, Pope HW, Ayer A, Mishra G, Zimmer MD, Kim SY, Mahapatra A, Ebrahimi-Nik H, Frederick DT, Boland GM, Haining WN, Root DE, Doench JG, Hacohen N, Yates KB, Manguso RT. In vivo CRISPR screens reveal the landscape of immune evasion pathways across cancer. Nat Immunol 2022; 23:1495-1506. [PMID: 36151395 DOI: 10.1038/s41590-022-01315-x] [Citation(s) in RCA: 44] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Accepted: 08/15/2022] [Indexed: 02/04/2023]
Abstract
The immune system can eliminate tumors, but checkpoints enable immune escape. Here, we identify immune evasion mechanisms using genome-scale in vivo CRISPR screens across cancer models treated with immune checkpoint blockade (ICB). We identify immune evasion genes and important immune inhibitory checkpoints conserved across cancers, including the non-classical major histocompatibility complex class I (MHC class I) molecule Qa-1b/HLA-E. Surprisingly, loss of tumor interferon-γ (IFNγ) signaling sensitizes many models to immunity. The immune inhibitory effects of tumor IFN sensing are mediated through two mechanisms. First, tumor upregulation of classical MHC class I inhibits natural killer cells. Second, IFN-induced expression of Qa-1b inhibits CD8+ T cells via the NKG2A/CD94 receptor, which is induced by ICB. Finally, we show that strong IFN signatures are associated with poor response to ICB in individuals with renal cell carcinoma or melanoma. This study reveals that IFN-mediated upregulation of classical and non-classical MHC class I inhibitory checkpoints can facilitate immune escape.
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Affiliation(s)
- Juan Dubrot
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain
| | - Peter P Du
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Stanford University School of Medicine, Stanford, CA, USA
| | | | | | | | - Arnav Mehta
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Samuel S Freeman
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Peter M Allen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | - Clara H Wolfe
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Nelson H Knudsen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | | | | | | | - Ian C Kohnle
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Hans W Pope
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Austin Ayer
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gargi Mishra
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Sarah Y Kim
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | - Dennie T Frederick
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Genevieve M Boland
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - W Nicholas Haining
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, USA
- ArsenalBio, South San Francisco, CA, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - John G Doench
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Kathleen B Yates
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.
| | - Robert T Manguso
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.
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20
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Kwon JJ, Hajian B, Bian Y, Young LC, Amor AJ, Fuller JR, Fraley CV, Sykes AM, So J, Pan J, Baker L, Lee SJ, Wheeler DB, Mayhew DL, Persky NS, Yang X, Root DE, Barsotti AM, Stamford AW, Perry CK, Burgin A, McCormick F, Lemke CT, Hahn WC, Aguirre AJ. Structure-function analysis of the SHOC2-MRAS-PP1C holophosphatase complex. Nature 2022; 609:408-415. [PMID: 35831509 PMCID: PMC9694338 DOI: 10.1038/s41586-022-04928-2] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [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: 01/13/2022] [Accepted: 06/02/2022] [Indexed: 12/24/2022]
Abstract
Receptor tyrosine kinase (RTK)-RAS signalling through the downstream mitogen-activated protein kinase (MAPK) cascade regulates cell proliferation and survival. The SHOC2-MRAS-PP1C holophosphatase complex functions as a key regulator of RTK-RAS signalling by removing an inhibitory phosphorylation event on the RAF family of proteins to potentiate MAPK signalling1. SHOC2 forms a ternary complex with MRAS and PP1C, and human germline gain-of-function mutations in this complex result in congenital RASopathy syndromes2-5. However, the structure and assembly of this complex are poorly understood. Here we use cryo-electron microscopy to resolve the structure of the SHOC2-MRAS-PP1C complex. We define the biophysical principles of holoenzyme interactions, elucidate the assembly order of the complex, and systematically interrogate the functional consequence of nearly all of the possible missense variants of SHOC2 through deep mutational scanning. We show that SHOC2 binds PP1C and MRAS through the concave surface of the leucine-rich repeat region and further engages PP1C through the N-terminal disordered region that contains a cryptic RVXF motif. Complex formation is initially mediated by interactions between SHOC2 and PP1C and is stabilized by the binding of GTP-loaded MRAS. These observations explain how mutant versions of SHOC2 in RASopathies and cancer stabilize the interactions of complex members to enhance holophosphatase activity. Together, this integrative structure-function model comprehensively defines key binding interactions within the SHOC2-MRAS-PP1C holophosphatase complex and will inform therapeutic development .
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Affiliation(s)
- Jason J Kwon
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Behnoush Hajian
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Yuemin Bian
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lucy C Young
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA
| | - Alvaro J Amor
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Cara V Fraley
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Abbey M Sykes
- Harvard Medical School, Boston, Massachusetts, USA
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jonathan So
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Joshua Pan
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Laura Baker
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sun Joo Lee
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Douglas B Wheeler
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - David L Mayhew
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Nicole S Persky
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Xiaoping Yang
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - David E Root
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Anthony M Barsotti
- Deerfield Discovery and Development, Deerfield Management, New York, NY, USA
| | - Andrew W Stamford
- Deerfield Discovery and Development, Deerfield Management, New York, NY, USA
| | - Charles K Perry
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Alex Burgin
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Frank McCormick
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA
- NCI RAS Initiative, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, MD, USA
| | - Christopher T Lemke
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - William C Hahn
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Harvard Medical School, Boston, Massachusetts, USA.
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
| | - Andrew J Aguirre
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Harvard Medical School, Boston, Massachusetts, USA.
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
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21
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Cervia LD, Shibue T, Gaeta B, Borah AA, Leung L, Li N, Dumont N, Gonzalez A, Bick N, Kazachkova M, Dempster JM, Krill-Burger JM, Piccioni F, Udeshi ND, Olive ME, Carr SA, Root DE, McFarland JM, Vazquez F, Hahn WC. Abstract 73: A ubiquitination cascade regulating the integrated stress response and survival in carcinomas. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-73] [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
Targeting of mutated oncogenes has led to the identification of new targeted therapies. However, druggable oncogenes do not occur in most cancers. Systematic identification of signaling pathways required for the fitness of cancer cells will facilitate the development of new cancer therapies. We used gene essentiality measurements in 793 cancer cell lines to identify selective co-essentiality modules and found that a ubiquitination ligase complex composed of UBA6, BIRC6, KCMF1 and UBR4, which encode an E1, E2 and two heterodimeric E3 subunits, respectively, is required for the survival of a subset of epithelial tumors. Suppressing BIRC6 in cell lines that are dependent on this complex led to a substantial reduction in cell fitness in vitro and potent tumor regression in vivo. Mechanistically, BIRC6 suppression resulted in selective activation of the integrated stress response (ISR) by stabilization and upregulation of the heme-regulated inhibitor (HRI), a direct ubiquitination target of the UBA6/BIRC6/KCMF1/UBR4 complex. These observations uncover a novel ubiquitination cascade that regulates ISR and highlight the potential of ISR activation as a new therapeutic strategy.
Citation Format: Lisa D. Cervia, Tsukasa Shibue, Benjamin Gaeta, Ashir A. Borah, Lisa Leung, Naomi Li, Nancy Dumont, Alfredo Gonzalez, Nolan Bick, Mariya Kazachkova, Joshua M. Dempster, John M. Krill-Burger, Federica Piccioni, Namrata D. Udeshi, Meagan E. Olive, Steven A. Carr, David E. Root, James M. McFarland, Francisca Vazquez, William C. Hahn. A ubiquitination cascade regulating the integrated stress response and survival in carcinomas [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 73.
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Affiliation(s)
| | | | | | | | - Lisa Leung
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | - Naomi Li
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Nolan Bick
- 2Broad Institute of MIT and Harvard, Cambridge, MA
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22
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Dubrot J, Du PP, Lane-Reticker SK, Kessler EA, Muscato AJ, Mehta A, Freeman SS, Allen PM, Olander KE, Ockerman KM, Wolfe CH, Wiesmann F, Knudsen NH, Tsao HW, Iracheta-Vellve A, Schneider EM, Rivera-Rosario AN, Kohnle IC, Pope HW, Ayer A, Mishra G, Zimmer MD, Kim SY, Mahapatra A, Ebrahimi-Nik H, Frederick DT, Boland GM, Haining WN, Root DE, Doench JG, Hacohen N, Yates KB, Manguso RT. Abstract 3610: In vivo CRISPR screens reveal the landscape of immune evasion pathways across cancer. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-3610] [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 immune system can eliminate tumors, but checkpoints enable tumors to escape immune destruction. Here, we report the systematic identification of immune evasion mechanisms using genome-scale in vivo CRISPR screens in eight murine cancer models treated with immune checkpoint blockade (ICB). We identify and validate previously unreported immune evasion genes and identify key immune inhibitory checkpoints that have a conserved role across several cancer models, such as the non-classical MHC-I molecule Qa-1b/HLA-E, which scores as the top overall sensitizing hit across all screens. Surprisingly, we find that loss of IFNγ signaling by tumor cells sensitizes 6 of 8 cancer models to ICB. While IFN-mediated inflammation has been associated with response to ICB, there have also been reports of ICB-resistance driven by IFN sensing. However, several divergent mechanisms have been proposed to explain the inhibitory effect of tumor IFN sensing, leading to uncertainty about how this key immune signaling pathway is regulating anti-tumor immunity in different contexts. Using in vivo screening data, transcriptional profiling, and genetic interaction studies, we reveal that the immune-inhibitory effects of tumor IFN sensing are the direct result of tumor upregulation of classical and non-classical MHC-I genes. The interferon-MHC-I axis can inhibit anti-tumor immunity through two mechanisms: first, upregulation of classical MHC-I inhibits the cytotoxicity of natural killer cells, which are activated by ICB. Second, IFN-mediated upregulation of Qa-1b directly inhibits cytotoxicity by effector CD8+ T cells via the NKG2A/CD94 receptor, which is induced on CD8+ T cells by ICB. Finally, we show that high interferon-stimulated gene expression in patients is associated with decreased survival in RCC and poor response to ICB in melanoma. Our study establishes a unifying mechanism to explain the inhibitory role of tumor IFN sensing, revealing that IFN-mediated upregulation of classical and non-classical MHC-I inhibitory checkpoints can facilitate immune escape.
Citation Format: Juan Dubrot, Peter P. Du, Sarah Kate Lane-Reticker, Emily A. Kessler, Audrey J. Muscato, Arnav Mehta, Samuel S. Freeman, Peter M. Allen, Kira E. Olander, Kyle M. Ockerman, Clara H. Wolfe, Fabius Wiesmann, Nelson H. Knudsen, Hsiao-Wei Tsao, Arvin Iracheta-Vellve, Emily M. Schneider, Andrea N. Rivera-Rosario, Ian C. Kohnle, Hans W. Pope, Austin Ayer, Gargi Mishra, Margaret D. Zimmer, Sarah Y. Kim, Animesh Mahapatra, Hakimeh Ebrahimi-Nik, Dennie T. Frederick, Genevieve M. Boland, W. Nicholas Haining, David E. Root, John G. Doench, Nir Hacohen, Kathleen B. Yates, Robert T. Manguso. In vivo CRISPR screens reveal the landscape of immune evasion pathways across cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 3610.
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23
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Bondeson DP, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Langan C, Mesa G, Gonzalez A, Surface LE, Ito K, Kazachkova M, Colgan WN, Warren A, Dempster JM, Krill-Burger JM, Ericsson M, Tang AA, Fung I, Chambers ES, Abdusamad M, Dumont N, Doench JG, Piccioni F, Root DE, Boehm J, Hahn WC, Mannstadt M, McFarland JM, Vazquez F, Golub TR. Phosphate dysregulation via the XPR1-KIDINS220 protein complex is a therapeutic vulnerability in ovarian cancer. Nat Cancer 2022; 3:681-695. [PMID: 35437317 PMCID: PMC9246846 DOI: 10.1038/s43018-022-00360-7] [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] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 03/04/2022] [Indexed: 12/13/2022]
Abstract
Despite advances in precision medicine, the clinical prospects for patients with ovarian and uterine cancers have not substantially improved. Here, we analyzed genome-scale CRISPR/Cas9 loss-of-function screens across 851 human cancer cell lines and found that frequent overexpression of SLC34A2 – encoding a phosphate importer – is correlated to sensitivity to loss of the phosphate exporter XPR1 in vitro and in vivo. In patient-derived tumor samples, we observed frequent PAX8-dependent overexpression of SLC34A2, XPR1 copy number amplifications, and XPR1 mRNA overexpression. Mechanistically, in SLC34A2-high cancer cell lines, genetic or pharmacologic inhibition of XPR1-dependent phosphate efflux leads to the toxic accumulation of intracellular phosphate. Finally, we show that XPR1 requires the novel partner protein KIDINS220 for proper cellular localization and activity, and that disruption of this protein complex results in acidic vacuolar structures preceding cell death. These data point to the XPR1:KIDINS220 complex and phosphate dysregulation as a therapeutic vulnerability in ovarian cancer. Golub and colleagues identify the phosphate exporter XPR1 as a therapeutic vulnerability in ovarian and uterine cancers, and show that phosphate efflux inhibition reduces tumor cell viability through accumulation of intracellular phosphate.
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Affiliation(s)
| | - Brenton R Paolella
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Merck Research Laboratories, Cambridge, MA, USA
| | - Adhana Asfaw
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | - Carly Langan
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gabriel Mesa
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Lauren E Surface
- Endocrine Unit, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Kentaro Ito
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | - Andrew A Tang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Iris Fung
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Mai Abdusamad
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - John G Doench
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Federica Piccioni
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Merck Research Laboratories, Cambridge, MA, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jesse Boehm
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Harvard Medical School, Boston, MA, USA.,Departments of Pediatric and Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Michael Mannstadt
- Endocrine Unit, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | | | | | - Todd R Golub
- Broad Institute of MIT and Harvard, Cambridge, MA, USA. .,Harvard Medical School, Boston, MA, USA. .,Departments of Pediatric and Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
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24
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Drosos Y, Myers JA, Xu B, Mathias KM, Beane EC, Radko-Juettner S, Mobley RJ, Larsen ME, Piccioni F, Ma X, Low J, Hansen BS, Peters ST, Bhanu NV, Dhanda SK, Chen T, Upadhyaya SA, Pruett-Miller SM, Root DE, Garcia BA, Partridge JF, Roberts CW. NSD1 mediates antagonism between SWI/SNF and polycomb complexes and is required for transcriptional activation upon EZH2 inhibition. Mol Cell 2022; 82:2472-2489.e8. [DOI: 10.1016/j.molcel.2022.04.015] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 03/03/2022] [Accepted: 04/11/2022] [Indexed: 12/13/2022]
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25
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Cervia LD, Shibue T, Gaeta B, Borah AA, Leung L, Li N, Dumont N, Gonzalez A, Bick N, Kazachkova M, Dempster JM, Krill-Burger JM, Piccioni F, Udeshi ND, Olive ME, Carr SA, Root DE, McFarland JM, Vazquez F, Hahn WC. Abstract P3-09-01: A ubiquitination cascade regulating the integrated stress response and survival in carcinomas. Cancer Res 2022. [DOI: 10.1158/1538-7445.sabcs21-p3-09-01] [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
Targeting of mutated oncogenes has led to the identification of new targeted therapies. However, druggable oncogenes do not occur in most cancers. Systematic identification of signaling pathways required for the fitness of cancer cells will facilitate the development of new cancer therapies. We used gene essentiality measurements in 793 cancer cell lines to identify selective co-essentiality modules and found that a ubiquitination ligase complex composed of UBA6, BIRC6, KCMF1 and UBR4, which encode an E1, E2 and two heterodimeric E3 subunits, respectively, is required for the survival of a subset of epithelial tumors, particularly subtypes of breast cancer. Suppressing BIRC6 in cell lines that are dependent on this complex led to a substantial reduction in cell fitness in vitro and potent tumor regression in vivo. Mechanistically, BIRC6 suppression resulted in selective activation of the integrated stress response (ISR) by stabilization and upregulation of the heme-regulated inhibitor (HRI), a direct ubiquitination target of the UBA6/BIRC6/KCMF1/UBR4 complex. These observations uncover a novel ubiquitination cascade that regulates ISR and highlight the potential of ISR activation as a new therapeutic strategy.
Citation Format: Lisa D Cervia, Tsukasa Shibue, Benjamin Gaeta, Ashir A Borah, Lisa Leung, Naomi Li, Nancy Dumont, Alfredo Gonzalez, Nolan Bick, Mariya Kazachkova, Joshua M Dempster, John M Krill-Burger, Federica Piccioni, Namrata D Udeshi, Meagan E Olive, Steven A Carr, David E Root, James M McFarland, Francisca Vazquez, William C Hahn. A ubiquitination cascade regulating the integrated stress response and survival in carcinomas [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr P3-09-01.
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Affiliation(s)
| | | | | | | | - Lisa Leung
- Broad Institute of MIT and Harvard, Cambridge, MA
| | - Naomi Li
- Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Nolan Bick
- Broad Institute of MIT and Harvard, Cambridge, MA
| | | | | | | | | | | | | | | | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA
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26
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Khadka P, Reitman ZJ, Lu S, Buchan G, Gionet G, Dubois F, Carvalho DM, Shih J, Zhang S, Greenwald NF, Zack T, Shapira O, Pelton K, Hartley R, Bear H, Georgis Y, Jarmale S, Melanson R, Bonanno K, Schoolcraft K, Miller PG, Condurat AL, Gonzalez EM, Qian K, Morin E, Langhnoja J, Lupien LE, Rendo V, Digiacomo J, Wang D, Zhou K, Kumbhani R, Guerra Garcia ME, Sinai CE, Becker S, Schneider R, Vogelzang J, Krug K, Goodale A, Abid T, Kalani Z, Piccioni F, Beroukhim R, Persky NS, Root DE, Carcaboso AM, Ebert BL, Fuller C, Babur O, Kieran MW, Jones C, Keshishian H, Ligon KL, Carr SA, Phoenix TN, Bandopadhayay P. PPM1D mutations are oncogenic drivers of de novo diffuse midline glioma formation. Nat Commun 2022; 13:604. [PMID: 35105861 PMCID: PMC8807747 DOI: 10.1038/s41467-022-28198-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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: 12/03/2020] [Accepted: 01/07/2022] [Indexed: 12/23/2022] Open
Abstract
The role of PPM1D mutations in de novo gliomagenesis has not been systematically explored. Here we analyze whole genome sequences of 170 pediatric high-grade gliomas and find that truncating mutations in PPM1D that increase the stability of its phosphatase are clonal driver events in 11% of Diffuse Midline Gliomas (DMGs) and are enriched in primary pontine tumors. Through the development of DMG mouse models, we show that PPM1D mutations potentiate gliomagenesis and that PPM1D phosphatase activity is required for in vivo oncogenesis. Finally, we apply integrative phosphoproteomic and functional genomics assays and find that oncogenic effects of PPM1D truncation converge on regulators of cell cycle, DNA damage response, and p53 pathways, revealing therapeutic vulnerabilities including MDM2 inhibition.
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Affiliation(s)
- Prasidda Khadka
- Department of Cancer Biology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Harvard Biological and Biomedical Sciences PhD Program, Harvard University, Cambridge, MA, 02138, USA
| | - Zachary J Reitman
- Department of Radiation Oncology, Duke University, Durham, NC, 27710, USA
- Duke Cancer Institute, Duke University, Durham, NC, 27710, USA
- The Preston Robert Tisch Brain Tumor Center at Duke, Duke University, Durham, NC, 27710, USA
| | - Sophie Lu
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Graham Buchan
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Gabrielle Gionet
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Frank Dubois
- Department of Cancer Biology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Diana M Carvalho
- Division of Molecular Pathology, Institute of Cancer Research, London, UK
| | - Juliann Shih
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Shu Zhang
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Noah F Greenwald
- Department of Cancer Biology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Travis Zack
- Department of Cancer Biology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Ofer Shapira
- Department of Cancer Biology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Kristine Pelton
- Department of Oncologic Pathology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Rachel Hartley
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, 45267, USA
| | - Heather Bear
- Research in Patient Services, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45267, USA
| | - Yohanna Georgis
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Spandana Jarmale
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Randy Melanson
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Kevin Bonanno
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Kathleen Schoolcraft
- Department of Oncologic Pathology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Peter G Miller
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA
| | - Alexandra L Condurat
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Elizabeth M Gonzalez
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Kenin Qian
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Eric Morin
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Jaldeep Langhnoja
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, 45267, USA
| | - Leslie E Lupien
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Veronica Rendo
- Department of Cancer Biology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Jeromy Digiacomo
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Dayle Wang
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Kevin Zhou
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Rushil Kumbhani
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | | | - Claire E Sinai
- Department of Oncologic Pathology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Sarah Becker
- Department of Oncologic Pathology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Rachel Schneider
- Department of Oncologic Pathology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Jayne Vogelzang
- Department of Oncologic Pathology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Karsten Krug
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Tanaz Abid
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Zohra Kalani
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | | | - Rameen Beroukhim
- Department of Cancer Biology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Nicole S Persky
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Angel M Carcaboso
- Department of Pediatric Hematology and Oncology, Hospital Sant Joan de Deu, Institut de Recerca Sant Joan de Deu, Barcelona, 08950, Spain
| | - Benjamin L Ebert
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA
| | - Christine Fuller
- Department of Pathology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45267, USA
| | - Ozgun Babur
- College of Science and Mathematics, University of Massachusetts Boston, Boston, MA, 02125, USA
| | - Mark W Kieran
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
- Bristol Myers Squibb, Boston, Devens, MA, 01434, USA
| | - Chris Jones
- Division of Molecular Pathology, Institute of Cancer Research, London, UK
| | | | - Keith L Ligon
- Department of Oncologic Pathology, Dana Farber Cancer Institute, Boston, MA, 02215, USA
| | - Steven A Carr
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Timothy N Phoenix
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, 45267, USA.
- Research in Patient Services, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45267, USA.
| | - Pratiti Bandopadhayay
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA.
- Department of Pediatrics, Harvard Medical School, Boston, MA, 02215, USA.
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27
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Dempster JM, Boyle I, Vazquez F, Root DE, Boehm JS, Hahn WC, Tsherniak A, McFarland JM. Chronos: a cell population dynamics model of CRISPR experiments that improves inference of gene fitness effects. Genome Biol 2021; 22:343. [PMID: 34930405 PMCID: PMC8686573 DOI: 10.1186/s13059-021-02540-7] [Citation(s) in RCA: 104] [Impact Index Per Article: 34.7] [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: 03/15/2021] [Accepted: 11/03/2021] [Indexed: 12/13/2022] Open
Abstract
CRISPR loss of function screens are powerful tools to interrogate biology but exhibit a number of biases and artifacts that can confound the results. Here, we introduce Chronos, an algorithm for inferring gene knockout fitness effects based on an explicit model of cell proliferation dynamics after CRISPR gene knockout. We test Chronos on two pan-cancer CRISPR datasets and one longitudinal CRISPR screen. Chronos generally outperforms competitors in separation of controls and strength of biomarker associations, particularly when longitudinal data is available. Additionally, Chronos exhibits the lowest copy number and screen quality bias of evaluated methods. Chronos is available at https://github.com/broadinstitute/chronos .
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Affiliation(s)
- Joshua M Dempster
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA
| | - Isabella Boyle
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA
| | - Francisca Vazquez
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA
| | - David E Root
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA
| | - Jesse S Boehm
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA
- Dana-Farber Cancer Institute, 450 Brookline Ave, Boston, MA, 02215, USA
| | - Aviad Tsherniak
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA
| | - James M McFarland
- Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA, 02142, USA.
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28
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Dai C, Rennhack JP, Arnoff TE, Thaker M, Younger ST, Doench JG, Huang AY, Yang A, Aguirre AJ, Wang B, Mun E, O'Connell JT, Huang Y, Labella K, Talamas JA, Li J, Ilic N, Hwang J, Hong AL, Giacomelli AO, Gjoerup O, Root DE, Hahn WC. SMAD4 represses FOSL1 expression and pancreatic cancer metastatic colonization. Cell Rep 2021; 36:109443. [PMID: 34320363 PMCID: PMC8350598 DOI: 10.1016/j.celrep.2021.109443] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [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: 04/20/2020] [Revised: 04/26/2021] [Accepted: 07/02/2021] [Indexed: 02/07/2023] Open
Abstract
Metastasis is a complex and poorly understood process. In pancreatic cancer, loss of the transforming growth factor (TGF)-β/BMP effector SMAD4 is correlated with changes in altered histopathological transitions, metastatic disease, and poor prognosis. In this study, we use isogenic cancer cell lines to identify SMAD4 regulated genes that contribute to the development of metastatic colonization. We perform an in vivo screen identifying FOSL1 as both a SMAD4 target and sufficient to drive colonization to the lung. The targeting of these genes early in treatment may provide a therapeutic benefit.
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Affiliation(s)
- Chao Dai
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jonathan P Rennhack
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Taylor E Arnoff
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Maneesha Thaker
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Scott T Younger
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - John G Doench
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - August Yue Huang
- Division of Genetics and Genomics, Boston Children's Hospital, Boston, MA 02115, USA
| | - Annan Yang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Andrew J Aguirre
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Belinda Wang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Evan Mun
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Northeastern University, Boston, MA 02115, USA
| | - Joyce T O'Connell
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ying Huang
- Molecular Pathology Core Lab, Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Katherine Labella
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jessica A Talamas
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ji Li
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nina Ilic
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Justin Hwang
- Masonic Cancer Center and Department of Medicine, University of Minnesota-Twin Cities, Minneapolis, MN 55455, USA
| | - Andrew L Hong
- Department of Pediatrics, Emory University, Atlanta, GA 30322, USA
| | - Andrew O Giacomelli
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Ole Gjoerup
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - William C Hahn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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29
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Neggers JE, Paolella B, Asfaw A, Rothberg MV, Skipper TA, Kalekar R, Burger M, Dharia N, Kugener G, Kalfon J, Dumont N, Li Y, Spurr L, Yang A, Wu W, Durbin A, Wolpin BM, Root DE, Boehm J, Cherniack AD, Tsherniak A, Hong AL, Hahn WC, Stegmaier K, Golub T, Vazquez F, Aguirre AJ. Abstract NG01: Synthetic lethal interaction between the ESCRT paralog enzymes VPS4A and VPS4B in cancers harboring loss of chromosome 18q or 16q. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-ng01] [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
Background: Discovery of new biomarker-linked cancer therapeutic targets may enable novel drug development and ultimately lead to advances in clinical care. Somatic copy number alterations (CNAs) leading to loss of tumor suppressor gene function constitute important driver events in tumorigenesis. Unfortunately, there are few existing therapeutic options to target the oncogenic processes evoked by tumor suppressor inactivation. However, developing drugs that target tractable synthetic lethal interactions with common somatic CNAs represents a promising approach to attain cancer-selective therapeutics. Synthetic lethality refers to the observation that for certain gene pairs, inactivation of either gene is tolerated but combined loss-of-function of both genes results in decreased cell viability. Synthetic lethal relationships in cancer have been defined in several different contexts, including among paralog genes for which dependency on one paralog is conferred by loss of a second functionally redundant paralog gene. Since targeting synthetic lethal relationships in cancer may yield a wide therapeutic window of efficacy between tumor and normal cells, identification of pharmacologically tractable synthetic lethal targets remains a priority for oncology drug development programs. Results and Discussion: To systematically define synthetic lethal vulnerabilities associated with genomic loss of established tumor suppressor genes, we analyzed genome-scale CRISPR-SpCas9 and RNA interference loss-of-function screening data from over 600 cancer cell lines. We identified and prioritized 193 synthetic lethal interactions with genomic loss of one or more of 51 common tumor suppressor genes. In particular, we discovered that the paralog genes encoding vacuolar protein sorting 4 homolog A and B (VPS4A and VPS4B) are selective genetic vulnerabilities for tumors harboring genomic copy loss of SMAD4 or CDH1 due to co-deletion of VPS4B or VPS4A, respectively. VPS4B is located on the long arm (q) of chromosome 18, 12.3 Mb away from SMAD4, while VPS4A is located 0.476 Mb downstream of CDH1 (encoding E-cadherin) on chromosome 16q. Thus, cancer cells with genomic loss of VPS4B selectively depend on expression of VPS4A for survival, and tumors with loss of VPS4A depend on VPS4B expression. Co-deletion of SMAD4 and VPS4B is commonly observed in approximately 33% of human cancer, with particularly high rates of loss in pancreatic cancers (68%), colorectal (71%) and renal cell carcinomas (17%) and to a lesser extent in cancers of the bile duct, lung, prostate, esophagus, uterus, cervix and ovary. Meanwhile, loss of CDH1 and VPS4A occurs frequently in cancers of the stomach, breast, skin, colon and prostate. VPS4A and B function as AAA ATPases which are critical for the regulation of endosomal sorting complex required for transport (ESCRT), a multimeric protein complex essential for inverse membrane remodeling. The ESCRT machinery is involved in a range of cellular processes, including cytokinesis, membrane repair, autophagy and endosomal processing. VPS4A/B are believed to form asymmetric hexameric complexes that are recruited to ESCRT-III filaments to drive ESCRT-mediated membrane fission and sealing. Here, we demonstrate that suppression of VPS4A in cancer cells with reduced copy number of VPS4B leads to accumulation of CHMP4B-containing ESCRT-III filaments, cytokinesis defects, nuclear membrane abnormalities and micronucleation, ultimately resulting in G2/M cell cycle arrest and apoptosis. We also observed that VPS4 suppression leads to defects in endosomal and endoplasmic reticulum structure. Furthermore, upon VPS4A suppression, we observed potent in vivo tumor regressions, which led to markedly prolonged survival in mouse xenograft models of pancreatic cancer and rhabdomyosarcoma harboring genomic loss of VPS4B. To understand regulators of VPS4A dependency, we performed a CRISPR-SpCas9 genome-scale screen in a pancreatic cancer cell line in the context of VPS4A suppression. We identified multiple genes that promote or suppress VPS4A dependency. Cancer cell sensitivity to VPS4A suppression was potently enhanced by disruption of regulators of the abscission checkpoint, including genes encoding the ULK3 kinase and the ESCRT-III proteins CHMP1A and CHMP1B. The abscission checkpoint is a genome protection mechanism that relies on Aurora B kinase (AURKB) and ESCRT-III subunits to delay abscission in response to chromosome mis-segregation to avoid DNA damage and aneuploidy. These findings suggest that inhibition of the ESCRT pathway and blockade of the abscission checkpoint could provide strategies to further enhance sensitivity of cancer cells to VPS4A suppression. Moreover, through CRISPR-SpCas9 screening and integrative transcriptomic and proteomic analysis, we also identified a strong correlation between baseline interferon response gene expression and VPS4A dependency. Indeed, when we treated VPS4B-deficient cells with interferon-β and interferon-γ to induce interferon signaling, we observed a pronounced sensitization of these cells to VPS4A depletion, thus suggesting that immune signals from the tumor microenvironment may influence VPS4 dependency. These data collectively suggest potential future therapeutic strategies for combination with VPS4A inhibition. Finally, we demonstrate through mutant rescue experiments that the ATPase domain is critical for the function of VPS4A in mediating survival of cells with partial copy loss of VPS4B. Furthermore, we provide data that elucidate the degree to which VPS4A and VPS4B cooperate and form functional complexes in human cancer cells. Although VPS4A and B demonstrate 80.5% homology, the development of small molecules that differentially target VPS4A in cells with VPS4B loss or VPS4B in cells with VPS4A loss remains a tractable possibility due to small structural differences near the ATP-binding pocket. Moreover, combined inhibition of VPS4A and VPS4B may also prove effective and clinically tolerable given a potential therapeutic window arising from gene dosage alterations and differences in total VPS4A/B levels in tumor versus normal cells.
Citation Format: Jasper E. Neggers, Brenton Paolella, Adhana Asfaw, Michael V. Rothberg, Tom A. Skipper, Radha Kalekar, Michael Burger, Neekesh Dharia, Guillaume Kugener, Jeremie Kalfon, Nancy Dumont, Yvonne Li, Liam Spurr, Annan Yang, Wenbo Wu, AndrewAdam Durbin, Brian M. Wolpin, David E. Root, Jesse Boehm, Andrew D. Cherniack, Aviad Tsherniak, Andrew L. Hong, William C. Hahn, Kimberly Stegmaier, Todd Golub, Francisca Vazquez, Andrew J. Aguirre. Synthetic lethal interaction between the ESCRT paralog enzymes VPS4A and VPS4B in cancers harboring loss of chromosome 18q or 16q [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr NG01.
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Affiliation(s)
| | | | - Adhana Asfaw
- 2Broad Institute of Harvard and MIT, Cambridge, MA
| | | | | | | | | | | | | | | | - Nancy Dumont
- 2Broad Institute of Harvard and MIT, Cambridge, MA
| | - Yvonne Li
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Liam Spurr
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Annan Yang
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Wenbo Wu
- 2Broad Institute of Harvard and MIT, Cambridge, MA
| | | | | | | | - Jesse Boehm
- 2Broad Institute of Harvard and MIT, Cambridge, MA
| | | | | | | | | | | | - Todd Golub
- 2Broad Institute of Harvard and MIT, Cambridge, MA
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30
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Yang A, Kalekar RL, Krill-Burger JM, Dharia NV, Kugener G, Kalfon J, Yuan C, Dumont N, Gonzalez A, Abdusamad M, Li YY, Spurr LF, Wu WW, Durbin AD, Wolpin BM, Piccioni F, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Hong AL, Hahn WC, Stegmaier K, Golub TR, Vazquez F, Aguirre AJ. Synthetic Lethal Interaction between the ESCRT Paralog Enzymes VPS4A and VPS4B in Cancers Harboring Loss of Chromosome 18q or 16q. Cell Rep 2021; 36:109367. [PMID: 34260938 PMCID: PMC8404147 DOI: 10.1016/j.celrep.2021.109367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
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31
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Cervia LD, Shibue T, Gaeta B, Borah A, Leung L, Li N, Dumont N, Gonzalez A, Bick N, Kazachkova M, Dempster J, Krill-Burger JM, Udeshi N, Olive M, Carr SA, Root DE, Piccioni F, McFarland JM, Vazquez F, Hahn WC. Abstract 1950: A ubiquitination cascade regulates the integrated stress response and epithelial cancer survival. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-1950] [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
Systematic identification of signaling pathways required for the viability of cancer cells will facilitate the development of novel cancer therapies. We used gene essentiality measurements in 726 cancer cell lines to identify selective co-essentiality modules and found a functional ubiquitination cascade containing UBA6, BIRC6, KCMF1 and UBR4, which encode an E1, E2, and two heterodimeric E3 subunits, respectively, as a vulnerability in a subset of epithelial tumors. Suppressing BIRC6 in cancer cell lines that are dependent on this ubiquitination cascade led to a strong reduction in cell fitness in vitro, and to potent tumor regression and metastasis suppression in vivo. Mechanistically, BIRC6 suppression resulted in selective and robust activation of the integrated stress response (ISR) signaling via upregulation of the heme-regulated inhibitor (HRI). Using proteomic profiling, we found that HRI itself is a key degradation target of the UBA6/BIRC6/KCMF1/UBR4 cascade. These observations demonstrate a protein ubiquitination cascade regulating ISR and highlight the potential of this cascade as a novel therapeutic target for a subset of epithelial cancers.
Citation Format: Lisa D. Cervia, Tsukasa Shibue, Benjamin Gaeta, Ashir Borah, Lisa Leung, Naomi Li, Nancy Dumont, Alfredo Gonzalez, Nolan Bick, Mariya Kazachkova, Joshua Dempster, John M. Krill-Burger, Namrata Udeshi, Meagan Olive, Steven A. Carr, David E. Root, Federica Piccioni, James M. McFarland, Francisca Vazquez, William C. Hahn. A ubiquitination cascade regulates the integrated stress response and epithelial cancer survival [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 1950.
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Affiliation(s)
| | | | | | - Ashir Borah
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | - Lisa Leung
- 3Broad Institute of MIT and Harvard, Boston, MA
| | - Naomi Li
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Nolan Bick
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | | | | | | | - Meagan Olive
- 2Broad Institute of MIT and Harvard, Cambridge, MA
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Awad MM, Liu S, Rybkin II, Arbour KC, Dilly J, Zhu VW, Johnson ML, Heist RS, Patil T, Riely GJ, Jacobson JO, Yang X, Persky NS, Root DE, Lowder KE, Feng H, Zhang SS, Haigis KM, Hung YP, Sholl LM, Wolpin BM, Wiese J, Christiansen J, Lee J, Schrock AB, Lim LP, Garg K, Li M, Engstrom LD, Waters L, Lawson JD, Olson P, Lito P, Ou SHI, Christensen JG, Jänne PA, Aguirre AJ. Acquired Resistance to KRAS G12C Inhibition in Cancer. N Engl J Med 2021; 384:2382-2393. [PMID: 34161704 PMCID: PMC8864540 DOI: 10.1056/nejmoa2105281] [Citation(s) in RCA: 411] [Impact Index Per Article: 137.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND Clinical trials of the KRAS inhibitors adagrasib and sotorasib have shown promising activity in cancers harboring KRAS glycine-to-cysteine amino acid substitutions at codon 12 (KRASG12C). The mechanisms of acquired resistance to these therapies are currently unknown. METHODS Among patients with KRASG12C -mutant cancers treated with adagrasib monotherapy, we performed genomic and histologic analyses that compared pretreatment samples with those obtained after the development of resistance. Cell-based experiments were conducted to study mutations that confer resistance to KRASG12C inhibitors. RESULTS A total of 38 patients were included in this study: 27 with non-small-cell lung cancer, 10 with colorectal cancer, and 1 with appendiceal cancer. Putative mechanisms of resistance to adagrasib were detected in 17 patients (45% of the cohort), of whom 7 (18% of the cohort) had multiple coincident mechanisms. Acquired KRAS alterations included G12D/R/V/W, G13D, Q61H, R68S, H95D/Q/R, Y96C, and high-level amplification of the KRASG12C allele. Acquired bypass mechanisms of resistance included MET amplification; activating mutations in NRAS, BRAF, MAP2K1, and RET; oncogenic fusions involving ALK, RET, BRAF, RAF1, and FGFR3; and loss-of-function mutations in NF1 and PTEN. In two of nine patients with lung adenocarcinoma for whom paired tissue-biopsy samples were available, histologic transformation to squamous-cell carcinoma was observed without identification of any other resistance mechanisms. Using an in vitro deep mutational scanning screen, we systematically defined the landscape of KRAS mutations that confer resistance to KRASG12C inhibitors. CONCLUSIONS Diverse genomic and histologic mechanisms impart resistance to covalent KRASG12C inhibitors, and new therapeutic strategies are required to delay and overcome this drug resistance in patients with cancer. (Funded by Mirati Therapeutics and others; ClinicalTrials.gov number, NCT03785249.).
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Affiliation(s)
- Mark M Awad
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Shengwu Liu
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Igor I Rybkin
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Kathryn C Arbour
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Julien Dilly
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Viola W Zhu
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Melissa L Johnson
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Rebecca S Heist
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Tejas Patil
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Gregory J Riely
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Joseph O Jacobson
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Xiaoping Yang
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Nicole S Persky
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - David E Root
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Kristen E Lowder
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Hanrong Feng
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Shannon S Zhang
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Kevin M Haigis
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Yin P Hung
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Lynette M Sholl
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Brian M Wolpin
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Julie Wiese
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Jason Christiansen
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Jessica Lee
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Alexa B Schrock
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Lee P Lim
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Kavita Garg
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Mark Li
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Lars D Engstrom
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Laura Waters
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - J David Lawson
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Peter Olson
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Piro Lito
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Sai-Hong I Ou
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - James G Christensen
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Pasi A Jänne
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
| | - Andrew J Aguirre
- From Dana-Farber Cancer Institute (M.M.A., S.L., J.D., J.O.J., K.E.L., H.F., K.M.H., B.M.W., P.A.J., A.J.A.), Massachusetts General Hospital (R.S.H., Y.P.H.), and Brigham and Women's Hospital (L.M.S., A.J.A.), Boston, and Broad Institute of MIT and Harvard (S.L., X.Y., N.S.P., D.E.R., K.M.H., A.J.A.) and Foundation Medicine (J.L., A.B.S.), Cambridge - all in Massachusetts; Henry Ford Cancer Institute, Detroit (I.I.R.); Memorial Sloan Kettering Cancer Center, New York (K.C.A., G.J.R., P.L.); Chao Family Comprehensive Cancer Center, University of California, Irvine, School of Medicine, Orange (V.W.Z., S.S.Z., S.-H.I.O.), Boundless Bio, La Jolla (J.W., J.C.), and Mirati Therapeutics, San Diego (L.D.E., L.W., J.D.L., P.O., J.G.C.) - all in California; Sarah Cannon Research Institute, Tennessee Oncology/OneOncology, Nashville (M.L.J.); the University of Colorado, Aurora (T.P.); and Resolution Bioscience, Kirkland, WA (L.P.L., K.G., M.L.)
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Prensner JR, Enache OM, Luria V, Krug K, Clauser KR, Dempster JM, Karger A, Wang L, Stumbraite K, Wang VM, Botta G, Lyons NJ, Goodale A, Kalani Z, Fritchman B, Brown A, Alan D, Green T, Yang X, Jaffe JD, Roth JA, Piccioni F, Kirschner MW, Ji Z, Root DE, Golub TR. Noncanonical open reading frames encode functional proteins essential for cancer cell survival. Nat Biotechnol 2021; 39:697-704. [PMID: 33510483 PMCID: PMC8195866 DOI: 10.1038/s41587-020-00806-2] [Citation(s) in RCA: 62] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 12/16/2020] [Indexed: 01/30/2023]
Abstract
Although genomic analyses predict many noncanonical open reading frames (ORFs) in the human genome, it is unclear whether they encode biologically active proteins. Here we experimentally interrogated 553 candidates selected from noncanonical ORF datasets. Of these, 57 induced viability defects when knocked out in human cancer cell lines. Following ectopic expression, 257 showed evidence of protein expression and 401 induced gene expression changes. Clustered regularly interspaced short palindromic repeat (CRISPR) tiling and start codon mutagenesis indicated that their biological effects required translation as opposed to RNA-mediated effects. We found that one of these ORFs, G029442-renamed glycine-rich extracellular protein-1 (GREP1)-encodes a secreted protein highly expressed in breast cancer, and its knockout in 263 cancer cell lines showed preferential essentiality in breast cancer-derived lines. The secretome of GREP1-expressing cells has an increased abundance of the oncogenic cytokine GDF15, and GDF15 supplementation mitigated the growth-inhibitory effect of GREP1 knockout. Our experiments suggest that noncanonical ORFs can express biologically active proteins that are potential therapeutic targets.
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Affiliation(s)
- John R. Prensner
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA.,Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215,Division of Pediatric Hematology/Oncology, Boston Children’s Hospital, Boston, MA, 02115
| | - Oana M. Enache
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Victor Luria
- Department of Systems Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Karsten Krug
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Karl R. Clauser
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | | | - Amir Karger
- IT-Research Computing, Harvard Medical School, Boston, MA, USA, 02115
| | - Li Wang
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | | | - Vickie M. Wang
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Ginevra Botta
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | | | - Amy Goodale
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Zohra Kalani
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | | | - Adam Brown
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Douglas Alan
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Thomas Green
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Xiaoping Yang
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Jacob D. Jaffe
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA.,Present address: Inzen Therapeutics, Cambridge, MA, 02139, USA
| | | | - Federica Piccioni
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA.,Present address: Merck Research Laboratories, Boston, MA, 02115, USA
| | - Marc W. Kirschner
- Department of Systems Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Zhe Ji
- Department of Pharmacology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611,Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60628
| | - David E. Root
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
| | - Todd R. Golub
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA.,Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215,Division of Pediatric Hematology/Oncology, Boston Children’s Hospital, Boston, MA, 02115,Corresponding author: Address correspondence to: Todd R. Golub, MD, Chief Scientific Officer, Broad Institute of Harvard and MIT, Room 4013, 415 Main Street, Cambridge, MA, 02142, , Phone: 617-714-7050
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Marinaccio C, Suraneni P, Celik H, Volk A, Wen QJ, Ling T, Bulic M, Lasho T, Koche RP, Famulare CA, Farnoud N, Stein B, Schieber M, Gurbuxani S, Root DE, Younger ST, Hoffman R, Gangat N, Ntziachristos P, Chandel NS, Levine RL, Rampal RK, Challen GA, Tefferi A, Crispino JD. LKB1/ STK11 Is a Tumor Suppressor in the Progression of Myeloproliferative Neoplasms. Cancer Discov 2021; 11:1398-1410. [PMID: 33579786 PMCID: PMC8178182 DOI: 10.1158/2159-8290.cd-20-1353] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 12/18/2020] [Accepted: 02/09/2021] [Indexed: 12/30/2022]
Abstract
The myeloproliferative neoplasms (MPN) frequently progress to blast phase disease, an aggressive form of acute myeloid leukemia. To identify genes that suppress disease progression, we performed a focused CRISPR/Cas9 screen and discovered that depletion of LKB1/Stk11 led to enhanced in vitro self-renewal of murine MPN cells. Deletion of Stk11 in a mouse MPN model caused rapid lethality with enhanced fibrosis, osteosclerosis, and an accumulation of immature cells in the bone marrow, as well as enhanced engraftment of primary human MPN cells in vivo. LKB1 loss was associated with increased mitochondrial reactive oxygen species and stabilization of HIF1α, and downregulation of LKB1 and increased levels of HIF1α were observed in human blast phase MPN specimens. Of note, we observed strong concordance of pathways that were enriched in murine MPN cells with LKB1 loss with those enriched in blast phase MPN patient specimens, supporting the conclusion that STK11 is a tumor suppressor in the MPNs. SIGNIFICANCE: Progression of the myeloproliferative neoplasms to acute myeloid leukemia occurs in a substantial number of cases, but the genetic basis has been unclear. We discovered that loss of LKB1/STK11 leads to stabilization of HIF1a and promotes disease progression. This observation provides a potential therapeutic avenue for targeting progression.This article is highlighted in the In This Issue feature, p. 1307.
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Affiliation(s)
| | | | - Hamza Celik
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Andrew Volk
- Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
| | | | - Te Ling
- St. Jude Children's Research Hospital, Memphis, Tennessee
| | | | | | - Richard P Koche
- Center for Epigenetics Research, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Noushin Farnoud
- Center for Hematologic Malignancies, Memorial Sloan Kettering, New York, New York
| | | | | | | | - David E Root
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Scott T Younger
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | | | | | - Panagiotis Ntziachristos
- Northwestern University, Chicago, Illinois
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, Illinois
- Simpson Querrey Center for Epigenetics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | | | - Ross L Levine
- Leukemia Service, Department of Medicine, Memorial Sloan Kettering, New York, New York
| | - Raajit K Rampal
- Center for Hematologic Malignancies, Memorial Sloan Kettering, New York, New York
- Leukemia Service, Department of Medicine, Memorial Sloan Kettering, New York, New York
| | - Grant A Challen
- Division of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, Missouri
| | | | - John D Crispino
- Northwestern University, Chicago, Illinois.
- St. Jude Children's Research Hospital, Memphis, Tennessee
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Shen YJ, Mishima Y, Shi J, Sklavenitis-Pistofidis R, Redd RA, Moschetta M, Manier S, Roccaro AM, Sacco A, Tai YT, Mercier F, Kawano Y, Su NK, Berrios B, Doench JG, Root DE, Michor F, Scadden DT, Ghobrial IM. Progression signature underlies clonal evolution and dissemination of multiple myeloma. Blood 2021; 137:2360-2372. [PMID: 33150374 PMCID: PMC8085483 DOI: 10.1182/blood.2020005885] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [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: 03/25/2020] [Accepted: 10/07/2020] [Indexed: 01/02/2023] Open
Abstract
Clonal evolution drives tumor progression, dissemination, and relapse in multiple myeloma (MM), with most patients dying of relapsed disease. This multistage process requires tumor cells to enter the circulation, extravasate, and colonize distant bone marrow (BM) sites. Here, we developed a fluorescent or DNA-barcode clone-tracking system on MM PrEDiCT (progression through evolution and dissemination of clonal tumor cells) xenograft mouse model to study clonal behavior within the BM microenvironment. We showed that only the few clones that successfully adapt to the BM microenvironment can enter the circulation and colonize distant BM sites. RNA sequencing of primary and distant-site MM tumor cells revealed a progression signature sequentially activated along human MM progression and significantly associated with overall survival when evaluated against patient data sets. A total of 28 genes were then computationally predicted to be master regulators (MRs) of MM progression. HMGA1 and PA2G4 were validated in vivo using CRISPR-Cas9 in the PrEDiCT model and were shown to be significantly depleted in distant BM sites, indicating their role in MM progression and dissemination. Loss of HMGA1 and PA2G4 also compromised the proliferation, migration, and adhesion abilities of MM cells in vitro. Overall, our model successfully recapitulates key characteristics of human MM disease progression and identified potential new therapeutic targets for MM.
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MESH Headings
- Adaptor Proteins, Signal Transducing/antagonists & inhibitors
- Adaptor Proteins, Signal Transducing/genetics
- Adaptor Proteins, Signal Transducing/metabolism
- Animals
- Apoptosis
- Biomarkers, Tumor/genetics
- Biomarkers, Tumor/metabolism
- Bone Marrow/metabolism
- Bone Marrow/pathology
- CRISPR-Cas Systems
- Cell Adhesion
- Cell Movement
- Cell Proliferation
- Clonal Evolution
- Disease Models, Animal
- Disease Progression
- Female
- Gene Expression Regulation, Neoplastic
- HMGA1a Protein/antagonists & inhibitors
- HMGA1a Protein/genetics
- HMGA1a Protein/metabolism
- Humans
- Mice
- Mice, SCID
- Multiple Myeloma/genetics
- Multiple Myeloma/metabolism
- Multiple Myeloma/pathology
- Neoplasm Recurrence, Local/genetics
- Neoplasm Recurrence, Local/metabolism
- Neoplasm Recurrence, Local/pathology
- Prognosis
- RNA-Binding Proteins/antagonists & inhibitors
- RNA-Binding Proteins/genetics
- RNA-Binding Proteins/metabolism
- Survival Rate
- Tumor Cells, Cultured
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Affiliation(s)
- Yu Jia Shen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA
| | - Yuji Mishima
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Jiantao Shi
- State Key Laboratory of Molecular Biology, Shanghai Institute of Biochemistry and Cell Biology, Center for Excellence in Molecular Cell Science, Chinese Academy of Sciences, Shanghai, China
- Shanghai Institute of Biochemistry and Cell Biology (SIBCB), University of Chinese Academy of Sciences, Beijing, China
| | - Romanos Sklavenitis-Pistofidis
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA
| | - Robert A Redd
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA
| | - Michele Moschetta
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Salomon Manier
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Aldo M Roccaro
- ASST Spedali Civili di Brescia, Clinical Research Development and Phase I Unit, CREA Laboratory, Brescia, Italy
| | - Antonio Sacco
- ASST Spedali Civili di Brescia, Clinical Research Development and Phase I Unit, CREA Laboratory, Brescia, Italy
| | - Yu-Tzu Tai
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Francois Mercier
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA
| | - Yawara Kawano
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Nang Kham Su
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Brianna Berrios
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - John G Doench
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA
| | - David E Root
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA
| | - Franziska Michor
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA; and
| | - David T Scadden
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA
- Department of Stem Cell and Regenerative Biology, Harvard Stem Cell Institute, Harvard University, Cambridge, MA
| | - Irene M Ghobrial
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA
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36
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Malone CF, Dharia NV, Kugener G, Forman AB, Rothberg MV, Abdusamad M, Gonzalez A, Kuljanin M, Robichaud AL, Conway AS, Dempster JM, Paolella BR, Dumont N, Hovestadt V, Mancias JD, Younger ST, Root DE, Golub TR, Vazquez F, Stegmaier K. Selective Modulation of a Pan-Essential Protein as a Therapeutic Strategy in Cancer. Cancer Discov 2021; 11:2282-2299. [PMID: 33883167 DOI: 10.1158/2159-8290.cd-20-1213] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 02/12/2021] [Accepted: 03/26/2021] [Indexed: 12/26/2022]
Abstract
Cancer dependency maps, which use CRISPR/Cas9 depletion screens to profile the landscape of genetic dependencies in hundreds of cancer cell lines, have identified context-specific dependencies that could be therapeutically exploited. An ideal therapy is both lethal and precise, but these depletion screens cannot readily distinguish between gene effects that are cytostatic or cytotoxic. Here, we use a diverse panel of functional genomic screening assays to identify NXT1 as a selective and rapidly lethal in vivo relevant genetic dependency in MYCN-amplified neuroblastoma. NXT1 heterodimerizes with NXF1, and together they form the principal mRNA nuclear export machinery. We describe a previously unrecognized mechanism of synthetic lethality between NXT1 and its paralog NXT2: their common essential binding partner NXF1 is lost only in the absence of both. We propose a potential therapeutic strategy for tumor-selective elimination of a protein that, if targeted directly, is expected to cause widespread toxicity. SIGNIFICANCE: We provide a framework for identifying new therapeutic targets from functional genomic screens. We nominate NXT1 as a selective lethal target in neuroblastoma and propose a therapeutic approach where the essential protein NXF1 can be selectively eliminated in tumor cells by exploiting the NXT1-NXT2 paralog relationship.See related commentary by Wang and Abdel-Wahab, p. 2129.This article is highlighted in the In This Issue feature, p. 2113.
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Affiliation(s)
- Clare F Malone
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | | | - Alexandra B Forman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | | | - Mai Abdusamad
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | - Miljan Kuljanin
- Division of Radiation and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amanda L Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | | | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Volker Hovestadt
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Joseph D Mancias
- Division of Radiation and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Scott T Younger
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Todd R Golub
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | | | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts. .,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
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37
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Biancur DE, Kapner KS, Yamamoto K, Banh RS, Neggers JE, Sohn ASW, Wu W, Manguso RT, Brown A, Root DE, Aguirre AJ, Kimmelman AC. Functional Genomics Identifies Metabolic Vulnerabilities in Pancreatic Cancer. Cell Metab 2021; 33:199-210.e8. [PMID: 33152323 PMCID: PMC7790858 DOI: 10.1016/j.cmet.2020.10.018] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [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: 04/28/2020] [Revised: 08/31/2020] [Accepted: 10/19/2020] [Indexed: 12/28/2022]
Abstract
Pancreatic ductal adenocarcinoma (PDA) is a deadly cancer characterized by complex metabolic adaptations that promote survival in a severely hypoxic and nutrient-limited tumor microenvironment (TME). Modeling microenvironmental influences in cell culture has been challenging, and technical limitations have hampered the comprehensive study of tumor-specific metabolism in vivo. To systematically interrogate metabolic vulnerabilities in PDA, we employed parallel CRISPR-Cas9 screens using in vivo and in vitro systems. This work revealed striking overlap of in vivo metabolic dependencies with those in vitro. Moreover, we identified that intercellular nutrient sharing can mask dependencies in pooled screens, highlighting a limitation of this approach to study tumor metabolism. Furthermore, metabolic dependencies were similar between 2D and 3D culture, although 3D culture may better model vulnerabilities that influence certain oncogenic signaling pathways. Lastly, our work demonstrates the power of genetic screening approaches to define in vivo metabolic dependencies and pathways that may have therapeutic utility.
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Affiliation(s)
- Douglas E Biancur
- Department of Radiation Oncology, Perlmutter Cancer Center, New York University Medical Center, New York, NY 10016, USA
| | - Kevin S Kapner
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Keisuke Yamamoto
- Department of Radiation Oncology, Perlmutter Cancer Center, New York University Medical Center, New York, NY 10016, USA
| | - Robert S Banh
- Department of Radiation Oncology, Perlmutter Cancer Center, New York University Medical Center, New York, NY 10016, USA
| | - Jasper E Neggers
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Albert S W Sohn
- Department of Radiation Oncology, Perlmutter Cancer Center, New York University Medical Center, New York, NY 10016, USA
| | - Warren Wu
- Department of Pathology and Perlmutter Cancer Center, New York University School of Medicine, 550 First Avenue, New York, NY 10016, USA
| | | | - Adam Brown
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Andrew J Aguirre
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA.
| | - Alec C Kimmelman
- Department of Radiation Oncology, Perlmutter Cancer Center, New York University Medical Center, New York, NY 10016, USA.
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38
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Yang A, Kalekar RL, Krill-Burger JM, Dharia NV, Kugener G, Kalfon J, Yuan C, Dumont N, Gonzalez A, Abdusamad M, Li YY, Spurr LF, Wu WW, Durbin AD, Wolpin BM, Piccioni F, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Hong AL, Hahn WC, Stegmaier K, Golub TR, Vazquez F, Aguirre AJ. Synthetic Lethal Interaction between the ESCRT Paralog Enzymes VPS4A and VPS4B in Cancers Harboring Loss of Chromosome 18q or 16q. Cell Rep 2020; 33:108493. [PMID: 33326793 PMCID: PMC8374858 DOI: 10.1016/j.celrep.2020.108493] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [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: 04/30/2020] [Revised: 09/04/2020] [Accepted: 11/17/2020] [Indexed: 12/26/2022] Open
Abstract
Few therapies target the loss of tumor suppressor genes in cancer. We examine CRISPR-SpCas9 and RNA-interference loss-of-function screens to identify new therapeutic targets associated with genomic loss of tumor suppressor genes. The endosomal sorting complexes required for transport (ESCRT) ATPases VPS4A and VPS4B score as strong synthetic lethal dependencies. VPS4A is essential in cancers harboring loss of VPS4B adjacent to SMAD4 on chromosome 18q and VPS4B is required in tumors with co-deletion of VPS4A and CDH1 (E-cadherin) on chromosome 16q. We demonstrate that more than 30% of cancers selectively require VPS4A or VPS4B. VPS4A suppression in VPS4B-deficient cells selectively leads to ESCRT-III filament accumulation, cytokinesis defects, nuclear deformation, G2/M arrest, apoptosis, and potent tumor regression. CRISPR-SpCas9 screening and integrative genomic analysis reveal other ESCRT members, regulators of abscission, and interferon signaling as modifiers of VPS4A dependency. We describe a compendium of synthetic lethal vulnerabilities and nominate VPS4A and VPS4B as high-priority therapeutic targets for cancers with 18q or 16q loss. Neggers, Paolella, and colleagues identify the ATPases VPS4A and VPS4B as selective vulnerabilities and potential therapeutic targets in cancers harboring loss of chromosome 18q or 16q. In VPS4B-deficient cancers, VPS4A suppression leads to ESCRT-III dysfunction, nuclear deformation, and abscission defects. Moreover, ESCRT proteins and interferons can modulate dependency on VPS4A.
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Affiliation(s)
- Jasper E Neggers
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Brenton R Paolella
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Adhana Asfaw
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Michael V Rothberg
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Thomas A Skipper
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Annan Yang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Radha L Kalekar
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - John M Krill-Burger
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Neekesh V Dharia
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - Guillaume Kugener
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jérémie Kalfon
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Chen Yuan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Nancy Dumont
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Alfredo Gonzalez
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Mai Abdusamad
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Yvonne Y Li
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Liam F Spurr
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Westley W Wu
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Adam D Durbin
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - Brian M Wolpin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Federica Piccioni
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - David E Root
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jesse S Boehm
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Andrew D Cherniack
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Aviad Tsherniak
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Andrew L Hong
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - William C Hahn
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Kimberly Stegmaier
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - Todd R Golub
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Francisca Vazquez
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA.
| | - Andrew J Aguirre
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA.
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39
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Kalekar RL, Krill-Burger MJ, Dharia NV, Kugener G, Durbin AD, Yang A, Dumont N, Li YY, Wolpin BM, Piccioni F, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Hong AL, Hahn WC, Stegmaier K, Golub TR, Vazquez F, Aguirre AJ. Abstract PO-011: Synthetic lethal interaction between the ESCRT paralog enzymes VPS4A and VPS4B in SMAD4 or CDH1-deleted cancers. Cancer Res 2020. [DOI: 10.1158/1538-7445.panca20-po-011] [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
Somatic copy number alterations that result in loss of tumor suppressor gene function are important drivers of tumorigenesis. However, few existing therapeutic options to target oncogenic processes evoked by tumor suppressor gene inactivation exist. The discovery of synthetic lethal interactions with genetic drivers of cancer may yield new therapeutic strategies with cancer selective potential. We examined genome-scale CRISPR-SpCas9 and RNA interference screens to uncover new synthetic lethal vulnerabilities associated with the loss of common tumor suppressor genes (TSGs). The ATPases Vacuolar protein sorting 4 homolog A (VPS4A) and B (VPS4B) scored as strong synthetic lethal dependencies, with VPS4A selectively essential in cancers harboring loss of VPS4B adjacent to SMAD4 and VPS4B required in tumors with co-deletion of VPS4A and CDH1 (encoding E-cadherin). VPS4B resides 12.3 Mb away from the SMAD4 TSG on chromosome 18q and is lost in approximately 33% of all cancers, suggesting broad clinical applicability. Moreover, VPS4B is commonly lost in pancreatic cancer due to the frequent loss of SMAD4, highlighting VPS4A represents a promising target for this deadly cancer. VPS4A and VPS4B function as AAA ATPases forming a multimeric protein complex within the endosomal sorting complex required for transport (ESCRT) pathway to regulate membrane remodeling in a range of cellular processes. VPS4A suppression in cells with VPS4B/SMAD4 loss led to accumulation of ESCRT-III filaments, cytokinesis defects, nuclear deformation and micronucleation, which ultimately resulted in G2/M cell cycle arrest and apoptosis. Furthermore, upon VPS4A suppression, we observed potent in vivo tumor regression, which led to extended survival, in mouse subcutaneous xenograft models utilizing a pancreatic or rhabdomyosarcoma cancer cell line harboring VPS4B loss. CRISPR-SpCas9 screening and integrative genomic analysis revealed other ESCRT members, regulators of abscission and interferon signaling as modifiers of VPS4A dependency. Using the most comprehensive available CRISPR-SpCas9 and RNA-interference screening datasets to date, we provide a compendium of synthetic lethal vulnerabilities with TSG loss and credential VPS4A as a new and promising therapeutic target in cancers with VPS4B/SMAD4 deletion.
Citation Format: Jasper E. Neggers, Brenton R. Paolella, Adhana Asfaw, Michael V. Rothberg, Thomas A. Skipper, Radha L. Kalekar, Michael J. Krill-Burger, Neekesh V. Dharia, Guillaume Kugener, Adam D. Durbin, Annan Yang, Nancy Dumont, Yvonne Y. Li, Brian M. Wolpin, Federica Piccioni, David E. Root, Jesse S. Boehm, Andrew D. Cherniack, Aviad Tsherniak, Andrew L. Hong, William C. Hahn, Kimberly Stegmaier, Todd R. Golub, Francisca Vazquez, Andrew J. Aguirre. Synthetic lethal interaction between the ESCRT paralog enzymes VPS4A and VPS4B in SMAD4 or CDH1-deleted cancers [abstract]. In: Proceedings of the AACR Virtual Special Conference on Pancreatic Cancer; 2020 Sep 29-30. Philadelphia (PA): AACR; Cancer Res 2020;80(22 Suppl):Abstract nr PO-011.
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Affiliation(s)
| | | | - Adhana Asfaw
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | | | - Annan Yang
- 1Dana-Farber Cancer Institute, Boston, MA, USA,
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | - David E. Root
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | - Todd R. Golub
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
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40
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Sulahian R, Kwon JJ, Walsh KH, Pailler E, Bosse TL, Thaker M, Almanza D, Dempster JM, Pan J, Piccioni F, Dumont N, Gonzalez A, Rennhack J, Nabet B, Bachman JA, Goodale A, Lee Y, Bagul M, Liao R, Navarro A, Yuan TL, Ng RWS, Raghavan S, Gray NS, Tsherniak A, Vazquez F, Root DE, Firestone AJ, Settleman J, Hahn WC, Aguirre AJ. Synthetic Lethal Interaction of SHOC2 Depletion with MEK Inhibition in RAS-Driven Cancers. Cell Rep 2020; 29:118-134.e8. [PMID: 31577942 DOI: 10.1016/j.celrep.2019.08.090] [Citation(s) in RCA: 53] [Impact Index Per Article: 13.3] [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: 02/13/2019] [Revised: 07/22/2019] [Accepted: 08/27/2019] [Indexed: 12/17/2022] Open
Abstract
The mitogen-activated protein kinase (MAPK) pathway is a critical effector of oncogenic RAS signaling, and MAPK pathway inhibition may be an effective combination treatment strategy. We performed genome-scale loss-of-function CRISPR-Cas9 screens in the presence of a MEK1/2 inhibitor (MEKi) in KRAS-mutant pancreatic and lung cancer cell lines and identified genes that cooperate with MEK inhibition. While we observed heterogeneity in genetic modifiers of MEKi sensitivity across cell lines, several recurrent classes of synthetic lethal vulnerabilities emerged at the pathway level. Multiple members of receptor tyrosine kinase (RTK)-RAS-MAPK pathways scored as sensitizers to MEKi. In particular, we demonstrate that knockout, suppression, or degradation of SHOC2, a positive regulator of MAPK signaling, specifically cooperated with MEK inhibition to impair proliferation in RAS-driven cancer cells. The depletion of SHOC2 disrupted survival pathways triggered by feedback RTK signaling in response to MEK inhibition. Thus, these findings nominate SHOC2 as a potential target for combination therapy.
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Affiliation(s)
- Rita Sulahian
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jason J Kwon
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | | | - Emma Pailler
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Timothy L Bosse
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Maneesha Thaker
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Diego Almanza
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Joshua Pan
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | | | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Jonathan Rennhack
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Behnam Nabet
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - John A Bachman
- Laboratory of Systems Pharmacology, Harvard Medical School, 200 Longwood Ave., Boston, MA 02115, USA
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Yenarae Lee
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Mukta Bagul
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Rosy Liao
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Adrija Navarro
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Tina L Yuan
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Raymond W S Ng
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Srivatsan Raghavan
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Nathanael S Gray
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Aviad Tsherniak
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Jeff Settleman
- Calico Life Sciences, South San Francisco, CA 94080, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA 02115, MA.
| | - Andrew J Aguirre
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA 02115, MA.
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41
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Oberlick EM, Rees MG, Seashore-Ludlow B, Vazquez F, Nelson GM, Dharia NV, Weir BA, Tsherniak A, Ghandi M, Krill-Burger JM, Meyers RM, Wang X, Montgomery P, Root DE, Bieber JM, Radko S, Cheah JH, Hon CSY, Shamji AF, Clemons PA, Park PJ, Dyer MA, Golub TR, Stegmaier K, Hahn WC, Stewart EA, Schreiber SL, Roberts CWM. Small-Molecule and CRISPR Screening Converge to Reveal Receptor Tyrosine Kinase Dependencies in Pediatric Rhabdoid Tumors. Cell Rep 2020; 28:2331-2344.e8. [PMID: 31461650 DOI: 10.1016/j.celrep.2019.07.021] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [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: 07/17/2017] [Revised: 04/19/2019] [Accepted: 07/08/2019] [Indexed: 02/09/2023] Open
Abstract
Cancer is often seen as a disease of mutations and chromosomal abnormalities. However, some cancers, including pediatric rhabdoid tumors (RTs), lack recurrent alterations targetable by current drugs and need alternative, informed therapeutic options. To nominate potential targets, we performed a high-throughput small-molecule screen complemented by a genome-scale CRISPR-Cas9 gene-knockout screen in a large number of RT and control cell lines. These approaches converged to reveal several receptor tyrosine kinases (RTKs) as therapeutic targets, with RTK inhibition effective in suppressing RT cell growth in vitro and against a xenograft model in vivo. RT cell lines highly express and activate (phosphorylate) different RTKs, creating dependency without mutation or amplification. Downstream of RTK signaling, we identified PTPN11, encoding the pro-growth signaling protein SHP2, as a shared dependency across all RT cell lines. This study demonstrates that large-scale perturbational screening can uncover vulnerabilities in cancers with "quiet" genomes.
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Affiliation(s)
- Elaine M Oberlick
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Biological and Biomedical Sciences Program, Harvard Medical School, Boston, MA 02115, USA; Broad Institute, Cambridge, MA 02142, USA
| | | | - Brinton Seashore-Ludlow
- Broad Institute, Cambridge, MA 02142, USA; Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institute, 171 77 Stockholm, Sweden
| | | | - Geoffrey M Nelson
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA 02115, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute, Cambridge, MA 02142, USA; Department of Pediatrics, Harvard Medical School, Boston, MA 02215, USA; Boston Children's Hospital, Boston, MA 02115, USA
| | | | | | | | | | | | - Xiaofeng Wang
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | | | | | | | - Sandi Radko
- Comprehensive Cancer Center and Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | | | | | | | | | - Peter J Park
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA 02115, USA; Harvard Ludwig Center, Harvard Medical School, Boston, MA 02115, USA
| | - Michael A Dyer
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Todd R Golub
- Broad Institute, Cambridge, MA 02142, USA; Department of Pediatrics, Harvard Medical School, Boston, MA 02215, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute, Cambridge, MA 02142, USA; Boston Children's Hospital, Boston, MA 02115, USA
| | - William C Hahn
- Broad Institute, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Elizabeth A Stewart
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Stuart L Schreiber
- Broad Institute, Cambridge, MA 02142, USA; Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA 02138, USA
| | - Charles W M Roberts
- Comprehensive Cancer Center and Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Kalekar RL, Krill-Burger JM, Hong AL, Kugener G, Kalfon J, Yang A, Yuan C, Dumont N, Gonzalez A, Abdusamad M, Li YY, Spurr LF, Wu WW, Piccioni F, Wolpin BM, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Golub TR, Vazquez F, Aguirre AJ. Abstract LB-053: VPS4A is a synthetic lethal target in VPS4B-deficient cancers due to co-deletion with SMAD4. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-lb-053] [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
Somatic copy number alterations that result in loss of tumor suppressor gene function are important drivers of tumorigenesis. However, few existing therapeutic options to target oncogenic processes evoked by tumor suppressor gene inactivation exist. The discovery of synthetic lethal interactions with genetic drivers of cancer may yield new therapeutic strategies with cancer selective potential. We examined genome-scale CRISPR-SpCas9 and RNA interference screens to uncover new synthetic lethal vulnerabilities associated with the loss of common tumor suppressor genes (TSGs).
Vacuolar protein sorting 4 homolog A (VPS4A) scored as a strong, selective dependency in cancer cells with genomic loss of the SMAD4 tumor suppressor due to co-deletion of VPS4A's paralog gene, VPS4B. VPS4B resides 12.3 Mb away from the SMAD4 TSG on chromosome 18q and is lost in approximately 33% of all cancers, suggesting broad clinical applicability. VPS4A and VPS4B function as AAA ATPases forming a multimeric protein complex within the endosomal sorting complex required for transport (ESCRT) pathway to regulate membrane remodeling in a range of cellular processes. VPS4A suppression in cells with VPS4B/SMAD4 loss led to accumulation of ESCRT-III filaments, cytokinesis defects, nuclear deformation and micronucleation, which ultimately resulted in G2/M cell cycle arrest and apoptosis. Furthermore, upon VPS4A suppression, we observerd potent in vivo tumor regression, which led to extended survival, in mouse subcutaneous xenograft models with human cancer cell lines harboring VPS4B loss. Finally, genome-scale CRISPR-SpCas9 loss-of-function screening revealed other ESCRT pathway members and regulators of cellular abscission as modifiers of VPS4A dependency.
Using the most comprehensive available CRISPR-SpCas9 and RNA-interference screening datasets to date, we provide a compendium of synthetic lethal vulnerabilities with TSG loss and credential VPS4A as a new and promising therapeutic target in cancers with VPS4B/SMAD4 deletion.
Citation Format: Jasper E. Neggers, Brenton R. Paolella, Adhana Asfaw, Michael V. Rothberg, Thomas A. Skipper, Radha L. Kalekar, John M. Krill-Burger, Andrew L. Hong, Guillaume Kugener, Jeremie Kalfon, Annan Yang, Chen Yuan, Nancy Dumont, Alfredo Gonzalez, Mai Abdusamad, Yvonne Y. Li, Liam F. Spurr, Westley W. Wu, Federica Piccioni, Brian M. Wolpin, David E. Root, Jesse S. Boehm, Andrew D. Cherniack, Aviad Tsherniak, Todd R. Golub, Francisca Vazquez, Andrew J. Aguirre. VPS4A is a synthetic lethal target in VPS4B-deficient cancers due to co-deletion with SMAD4 [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 LB-053.
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Affiliation(s)
| | | | - Adhana Asfaw
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | | | | | | | | | | | | | - Annan Yang
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Chen Yuan
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA
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43
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Shibue T, Krill-Burger JM, Paolella BR, Gaeta B, Asfaw A, Dempster JM, McFarland JM, Root DE, Boehm JS, Tsherniak A, Hahn WC, Vazquez F. Abstract LB-100: Systematic target prioritization and validation from genome-scale loss-of-function screens in large panels of human cancer cell lines. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-lb-100] [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
Despite its increasing success and revolutionary impact on clinical oncology, Precision Cancer Medicine still has major roadblocks before it becomes applicable to a large proportion of patients. One such roadblock is the limited number of therapeutic targets available. Indeed, for the vast majority of cancer patients, we either do not know what their specific vulnerabilities are or do not have strategies to precisely target their vulnerabilities. In the Cancer Dependency Map Project (DepMap) at the Broad Institute, we aim to overcome these limitations through the use of genome-scale loss-of-function screens in a large panel of cancer cell lines combined with systematic molecular characterization of these cell lines. To date, we have conducted viability screens with genome-wide RNAi and CRISPR/Cas9 libraries on > 800 cell lines, all of which have also been comprehensively profiled with various omics approaches. In order to systematically identify and prioritize potential therapeutic targets, we created an analytical framework that uses a multifaceted approach to score gene dependencies based on the information extracted from screening outcomes, predictive models of sensitivity from all the genetic and molecular information, and the use of priors. To reproducibly validate the nominated targets, we also developed a toolbox of standardized assays that include confirmation of cell viability effects with orthogonal reagents/read-outs and efficient testing for in vivo efficacy across multiple cancer models. Using this approach, we have identified and validated several promising targets, including the WRN DNA helicase that is selectively essential in cancers with microsatellite instability (MSI). The data, framework, and toolbox developed here can inform the nomination and advancement of promising targets for drug development for Precision Cancer Medicine.
Citation Format: Tsukasa Shibue, John M. Krill-Burger, Brenton R. Paolella, Benjamin Gaeta, Adhana Asfaw, Joshua M. Dempster, James M. McFarland, David E. Root, Jesse S. Boehm, Aviad Tsherniak, William C. Hahn, Francisca Vazquez. Systematic target prioritization and validation from genome-scale loss-of-function screens in large panels of human cancer cell lines [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 LB-100.
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Affiliation(s)
| | | | | | | | - Adhana Asfaw
- 1Broad Institute of MIT and Harvard, Cambridge, MA
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44
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Mao P, Cohen O, Kowalski KJ, Kusiel JG, Buendia-Buendia JE, Cuoco MS, Exman P, Wander SA, Waks AG, Nayar U, Chung J, Freeman S, Rozenblatt-Rosen O, Miller VA, Piccioni F, Root DE, Regev A, Winer EP, Lin NU, Wagle N. Acquired FGFR and FGF Alterations Confer Resistance to Estrogen Receptor (ER) Targeted Therapy in ER+ Metastatic Breast Cancer. Clin Cancer Res 2020; 26:5974-5989. [DOI: 10.1158/1078-0432.ccr-19-3958] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 05/26/2020] [Accepted: 07/24/2020] [Indexed: 11/16/2022]
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Durbin AD, Kugener G, Zimmerman MW, Yan C, Dharia NV, Frank ES, Chen X, Ross KN, Paolella B, Krill-Burger M, Root DE, Boehm JS, Vazquez F, Hong AL, Tsherniak A, Langenau DM, Hahn WC, Golub TR, Abraham BJ, Young RA, Look AT, Stegmaier K. Abstract B10: Rhabdomyosarcoma requires MYC family genomic events to pathogenically subvert core-regulatory circuitry. Cancer Res 2020. [DOI: 10.1158/1538-7445.pedca19-b10] [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
Rhabdomyosarcoma (RMS) is the most common soft-tissue sarcoma of childhood. Despite multimodality therapy and trials of molecularly targeted agents, limited improvements in overall survival have been realized for patients with high-risk disease. Thus, we aimed to determine the landscape of tumor-specific gene dependencies that underlie tumorigenesis in RMS and therefore provide a valuable group of targets for the development of novel therapeutics. Using unbiased genome-scale CRISPR-Cas9 approaches, we identified a set of RMS-specific tumor dependencies involved in tumor cell growth and survival. RMS dependencies were enriched for nucleic acid binding proteins, including transcription factors (TFs). We then used genome-wide chromatin-immunoprecipitation coupled to high-throughput sequencing analysis to demonstrate that a small number of essential TFs—MYCN, MYOD1, TCF12, SOX8, ZEB2, ZNF217, and SIX1—are members of the transcriptional core regulatory circuitry (CRC) that maintains the malignant cell state of RMS. Both c-MYC and MYCN were associated with gene and enhancer copy number increases in cell lines and primary tumors and represented strong dependencies in the RMS cell lines screened. c-MYC and MYCN function to similarly invade and regulate the CRC in respectively dependent cells. To disable the CRC, we tested A485, an inhibitor of the histone acetyltransferase enzymes involved in the establishment of super-enhancer elements that are associated with high level expression of the CRC factors. A485 caused a reversible and rapid loss of CRC factor and c-MYC and/or MYCN expression, and prolonged treatment resulted in cell cycle arrest, differentiation, and apoptosis in vitro and in vivo. This phenotype is rescued by exogenous re-expression of either c-MYC or MYCN in a manner insensitive to A485, indicating a mechanism by which these genes subvert a myogenic CRC to produce an oncogenic fate. This study defines a common set of critical dependency genes in RMS and identifies key genomic events surrounding the c-MYC and MYCN loci that lead to elevated expression and tumorigenesis.
Citation Format: Adam D. Durbin, Guillaume Kugener, Mark W. Zimmerman, Chuan Yan, Neekesh V. Dharia, Elizabeth S. Frank, Xiang Chen, Ken N. Ross, Brenton Paolella, Michael Krill-Burger, David E. Root, Jesse S. Boehm, Francisca Vazquez, Andrew L. Hong, Aviad Tsherniak, David M. Langenau, William C. Hahn, Todd R. Golub, Brian J. Abraham, Richard A. Young, A. Thomas Look, Kimberly Stegmaier. Rhabdomyosarcoma requires MYC family genomic events to pathogenically subvert core-regulatory circuitry [abstract]. In: Proceedings of the AACR Special Conference on the Advances in Pediatric Cancer Research; 2019 Sep 17-20; Montreal, QC, Canada. Philadelphia (PA): AACR; Cancer Res 2020;80(14 Suppl):Abstract nr B10.
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Affiliation(s)
| | | | | | - Chuan Yan
- 3Massachusetts General Hospital Research Institute, Charlestown, MA,
| | | | | | - Xiang Chen
- 4St. Jude Children’s Research Hospital, Memphis, TN,
| | | | | | | | - David E. Root
- 2The Broad Institute of MIT and Harvard, Cambridge, MA,
| | | | | | | | | | - David M. Langenau
- 3Massachusetts General Hospital Research Institute, Charlestown, MA,
| | | | - Todd R. Golub
- 2The Broad Institute of MIT and Harvard, Cambridge, MA,
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46
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Eller C, Heydmann L, Colpitts CC, El Saghire H, Piccioni F, Jühling F, Majzoub K, Pons C, Bach C, Lucifora J, Lupberger J, Nassal M, Cowley GS, Fujiwara N, Hsieh SY, Hoshida Y, Felli E, Pessaux P, Sureau C, Schuster C, Root DE, Verrier ER, Baumert TF. A genome-wide gain-of-function screen identifies CDKN2C as a HBV host factor. Nat Commun 2020; 11:2707. [PMID: 32483149 PMCID: PMC7264273 DOI: 10.1038/s41467-020-16517-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [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: 06/24/2019] [Accepted: 05/03/2020] [Indexed: 12/21/2022] Open
Abstract
Chronic HBV infection is a major cause of liver disease and cancer worldwide. Approaches for cure are lacking, and the knowledge of virus-host interactions is still limited. Here, we perform a genome-wide gain-of-function screen using a poorly permissive hepatoma cell line to uncover host factors enhancing HBV infection. Validation studies in primary human hepatocytes identified CDKN2C as an important host factor for HBV replication. CDKN2C is overexpressed in highly permissive cells and HBV-infected patients. Mechanistic studies show a role for CDKN2C in inducing cell cycle G1 arrest through inhibition of CDK4/6 associated with the upregulation of HBV transcription enhancers. A correlation between CDKN2C expression and disease progression in HBV-infected patients suggests a role in HBV-induced liver disease. Taken together, we identify a previously undiscovered clinically relevant HBV host factor, allowing the development of improved infectious model systems for drug discovery and the study of the HBV life cycle.
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Affiliation(s)
- Carla Eller
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - Laura Heydmann
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - Che C Colpitts
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada
| | - Houssein El Saghire
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - Federica Piccioni
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Frank Jühling
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - Karim Majzoub
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - Caroline Pons
- Inserm, U1052, Cancer Research Center of Lyon (CRCL), Université de Lyon (UCBL1), CNRS UMR_5286, Centre Léon Bérard, Lyon, France
| | - Charlotte Bach
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - Julie Lucifora
- Inserm, U1052, Cancer Research Center of Lyon (CRCL), Université de Lyon (UCBL1), CNRS UMR_5286, Centre Léon Bérard, Lyon, France
| | - Joachim Lupberger
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - Michael Nassal
- Department of Internal Medicine II/Molecular Biology, University Hospital Freiburg, Freiburg, Germany
| | - Glenn S Cowley
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Naoto Fujiwara
- Liver Tumor Translational Research Program, Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Sen-Yung Hsieh
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taipei, Taiwan
| | - Yujin Hoshida
- Liver Tumor Translational Research Program, Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Emanuele Felli
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
- Institut Hospitalo-Universitaire, Pôle Hépato-digestif, Nouvel Hôpital Civil, 67000, Strasbourg, France
| | - Patrick Pessaux
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
- Institut Hospitalo-Universitaire, Pôle Hépato-digestif, Nouvel Hôpital Civil, 67000, Strasbourg, France
| | - Camille Sureau
- Laboratoire de Virologie Moléculaire, INTS, Paris, France
| | - Catherine Schuster
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France
| | - David E Root
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Eloi R Verrier
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France.
| | - Thomas F Baumert
- Université de Strasbourg, Inserm, Institut de Recherche sur les Maladies Virales et Hépatiques UMR_S1110, F-67000, Strasbourg, France.
- Institut Hospitalo-Universitaire, Pôle Hépato-digestif, Nouvel Hôpital Civil, 67000, Strasbourg, France.
- Institut Universitaire de France (IUF), Paris, France.
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Milton CK, Self AJ, Clarke PA, Banerji U, Piccioni F, Root DE, Whittaker SR. A Genome-scale CRISPR Screen Identifies the ERBB and mTOR Signaling Networks as Key Determinants of Response to PI3K Inhibition in Pancreatic Cancer. Mol Cancer Ther 2020; 19:1423-1435. [PMID: 32371585 DOI: 10.1158/1535-7163.mct-19-1131] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Revised: 02/17/2020] [Accepted: 04/06/2020] [Indexed: 12/21/2022]
Abstract
KRAS mutation is a key driver of pancreatic cancer and PI3K pathway activity is an additional requirement for Kras-induced tumorigenesis. Clinical trials of PI3K pathway inhibitors in pancreatic cancer have shown limited responses. Understanding the molecular basis for this lack of efficacy may direct future treatment strategies with emerging PI3K inhibitors. We sought new therapeutic approaches that synergize with PI3K inhibitors through pooled CRISPR modifier genetic screening and a drug combination screen. ERBB family receptor tyrosine kinase signaling and mTOR signaling were key modifiers of sensitivity to alpelisib and pictilisib. Inhibition of the ERBB family or mTOR was synergistic with PI3K inhibition in spheroid, stromal cocultures. Near-complete loss of ribosomal S6 phosphorylation was associated with synergy. Genetic alterations in the ERBB-PI3K signaling axis were associated with decreased survival of patients with pancreatic cancer. Suppression of the PI3K/mTOR axis is potentiated by dual PI3K and ERBB family or mTOR inhibition. Surprisingly, despite the presence of oncogenic KRAS, thought to bestow independence from receptor tyrosine kinase signaling, inhibition of the ERBB family blocks downstream pathway activation and synergizes with PI3K inhibitors. Further exploration of these therapeutic combinations is warranted for the treatment of pancreatic cancer.
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Affiliation(s)
- Charlotte K Milton
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
| | - Annette J Self
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
| | - Paul A Clarke
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
| | - Udai Banerji
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom.,The Royal Marsden NHS Foundation Trust, London, United Kingdom
| | | | | | - Steven R Whittaker
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom.
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48
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Guyon C, Jmari N, Padonou F, Li YC, Ucar O, Fujikado N, Coulpier F, Blanchet C, Root DE, Giraud M. Aire-dependent genes undergo Clp1-mediated 3'UTR shortening associated with higher transcript stability in the thymus. eLife 2020; 9:52985. [PMID: 32338592 PMCID: PMC7205469 DOI: 10.7554/elife.52985] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [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: 10/23/2019] [Accepted: 04/24/2020] [Indexed: 12/23/2022] Open
Abstract
The ability of the immune system to avoid autoimmune disease relies on tolerization of thymocytes to self-antigens whose expression and presentation by thymic medullary epithelial cells (mTECs) is controlled predominantly by Aire at the transcriptional level and possibly regulated at other unrecognized levels. Aire-sensitive gene expression is influenced by several molecular factors, some of which belong to the 3'end processing complex, suggesting they might impact transcript stability and levels through an effect on 3'UTR shortening. We discovered that Aire-sensitive genes display a pronounced preference for short-3'UTR transcript isoforms in mTECs, a feature preceding Aire's expression and correlated with the preferential selection of proximal polyA sites by the 3'end processing complex. Through an RNAi screen and generation of a lentigenic mouse, we found that one factor, Clp1, promotes 3'UTR shortening associated with higher transcript stability and expression of Aire-sensitive genes, revealing a post-transcriptional level of control of Aire-activated expression in mTECs.
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Affiliation(s)
- Clotilde Guyon
- Institut Cochin, INSERM U1016, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Nada Jmari
- Institut Cochin, INSERM U1016, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Francine Padonou
- Institut Cochin, INSERM U1016, Université Paris Descartes, Sorbonne Paris Cité, Paris, France.,Université de Nantes, Inserm, Centre de Recherche en Transplantation et Immunologie, UMR 1064, ITUN, F-44000, Nantes, France
| | - Yen-Chin Li
- Institut Cochin, INSERM U1016, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Olga Ucar
- Division of Developmental Immunology, German Cancer Research Center, Heidelberg, Germany
| | - Noriyuki Fujikado
- Division of Immunology, Department of Microbiology and Immunobiology, Harvard Medical School, Boston, United States
| | - Fanny Coulpier
- Ecole Normale Supérieure, PSL Research University, CNRS, INSERM, Institut de Biologie de l'Ecole Normale Supérieure (IBENS), Plateforme Génomique, Paris, France
| | | | - David E Root
- The Broad Institute of MIT and Harvard, Cambridge, United States
| | - Matthieu Giraud
- Institut Cochin, INSERM U1016, Université Paris Descartes, Sorbonne Paris Cité, Paris, France.,Université de Nantes, Inserm, Centre de Recherche en Transplantation et Immunologie, UMR 1064, ITUN, F-44000, Nantes, France
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49
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Gohil VM, Nilsson R, Belcher-Timme CA, Luo B, Root DE, Mootha VK. Correction: Mitochondrial and nuclear genomic responses to loss of LRPPRC expression. J Biol Chem 2020; 295:5533. [DOI: 10.1074/jbc.aac120.013571] [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: 11/06/2022] Open
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50
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Boettcher S, Miller PG, Sharma R, McConkey M, Leventhal M, Krivtsov AV, Giacomelli AO, Wong W, Kim J, Chao S, Kurppa KJ, Yang X, Milenkowic K, Piccioni F, Root DE, Rücker FG, Flamand Y, Neuberg D, Lindsley RC, Jänne PA, Hahn WC, Jacks T, Döhner H, Armstrong SA, Ebert BL. A dominant-negative effect drives selection of TP53 missense mutations in myeloid malignancies. Science 2020; 365:599-604. [PMID: 31395785 DOI: 10.1126/science.aax3649] [Citation(s) in RCA: 227] [Impact Index Per Article: 56.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2019] [Accepted: 06/24/2019] [Indexed: 12/11/2022]
Abstract
TP53, which encodes the tumor suppressor p53, is the most frequently mutated gene in human cancer. The selective pressures shaping its mutational spectrum, dominated by missense mutations, are enigmatic, and neomorphic gain-of-function (GOF) activities have been implicated. We used CRISPR-Cas9 to generate isogenic human leukemia cell lines of the most common TP53 missense mutations. Functional, DNA-binding, and transcriptional analyses revealed loss of function but no GOF effects. Comprehensive mutational scanning of p53 single-amino acid variants demonstrated that missense variants in the DNA-binding domain exert a dominant-negative effect (DNE). In mice, the DNE of p53 missense variants confers a selective advantage to hematopoietic cells on DNA damage. Analysis of clinical outcomes in patients with acute myeloid leukemia showed no evidence of GOF for TP53 missense mutations. Thus, a DNE is the primary unit of selection for TP53 missense mutations in myeloid malignancies.
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Affiliation(s)
- Steffen Boettcher
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Peter G Miller
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Rohan Sharma
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Marie McConkey
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Matthew Leventhal
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Andrei V Krivtsov
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Andrew O Giacomelli
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,The Campbell Family Institute for Breast Cancer Research, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Waihay Wong
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Jesi Kim
- Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Sherry Chao
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Department of Biomedical Informatics, Harvard University, Boston, MA 02115, USA
| | - Kari J Kurppa
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Xiaoping Yang
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Kirsten Milenkowic
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Federica Piccioni
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - David E Root
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Frank G Rücker
- Department of Internal Medicine III, University of Ulm, 89081 Ulm, Germany
| | - Yael Flamand
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Donna Neuberg
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - R Coleman Lindsley
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Pasi A Jänne
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - William C Hahn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Tyler Jacks
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.,Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.,Howard Hughes Medical Institute, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Hartmut Döhner
- Department of Internal Medicine III, University of Ulm, 89081 Ulm, Germany
| | - Scott A Armstrong
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Benjamin L Ebert
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA. .,Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA.,Division of Hematology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Dana-Farber Cancer Institute, Boston, MA 02215, USA
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