1
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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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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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Tsai JW, Cejas P, Coppola M, Wang DK, Patel S, Wu DW, Arounleut P, Wei X, Zhou N, Syamala S, Dubois FP, Pelton K, Vogelzang J, Sousa C, Baguette A, Chen X, Condurat AL, Dixon-Clarke SE, Charles A, Zhou KN, Lu SD, Gonzalez EM, Chacon MS, Digiacomo JJ, Kumbhani R, Novikov D, Tsoli M, Ziegler DS, Dirksen U, Jager N, Balasubramanian GP, Kramm CM, Nathrath M, Bielack S, Baker SJ, Zhang J, McFarland JM, Getz G, Aguet F, Jabado N, Witt O, Pfister SM, Ligon KL, Hovestadt V, Kleinman C, Long H, Jones DT, Bandopadhayay P, Phoenix TN. Abstract 3562: Dissecting mechanisms underlying FOXR2-mediated gliomagenesis in diffuse midline gliomas. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-3562] [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: 04/07/2023]
Abstract
Abstract
Background: Diffuse midline gliomas (DMGs) are a universally fatal brain tumor of childhood. While histone mutations are a critical tumor initiating event, they are insufficient to drive gliomagenesis. Histone mutations co-occur with somatic alterations in other pathways including TP53, MAPK, and MYC signaling. However, the mechanisms through which these pathways are activated have not been fully elucidated.
Methods: We applied an integrative approach using transcriptomics, epigenetics, proteomics, in vitro cancer models, and in vivo mouse models to systematically evaluate how FOXR2 mediates gliomagenesis.
Results: We have recently found that a subset of DMGs aberrantly express FOXR2, a forkhead transcription factor. FOXR2 is both sufficient to enhance tumor formation, and necessary for FOXR2-expressing DMGs. While FOXR2 indeed enhances MYC protein stability, FOXR2 exerts oncogenesis through MYC-independent functions and specifically hijacks E26-transformation specific (ETS) transcriptional circuits and FOXR2 DNA-binding is highly enriched at ETS motifs. We have performed proteomic and phospho-proteomic analysis of FOXR2-expressing human neural stem cells to identify proteins and phospho-sites that are highly enriched in FOXR2-expressing cells.
Conclusion: Taken together, this study elucidates how FOXR2 interacts with ETS transcription factors to mediate oncogenesis, and further highlights a role for FOXR2 in activating ETS and MAPK signaling.
Citation Format: Jessica W. Tsai, Paloma Cejas, Marissa Coppola, Dayle K. Wang, Smruti Patel, David W. Wu, Phonepasong Arounleut, Xin Wei, Ningxuan Zhou, Sudeepa Syamala, Frank P. Dubois, Kristine Pelton, Jayne Vogelzang, Cecilia Sousa, Audrey Baguette, Xiaolong Chen, Alexandra L. Condurat, Sarah E. Dixon-Clarke, Annarah Charles, Kevin N. Zhou, Sophie D. Lu, Elizabeth M. Gonzalez, Madison S. Chacon, Jeromy J. Digiacomo, Rushil Kumbhani, Dana Novikov, Maria Tsoli, David S. Ziegler, Uta Dirksen, Natalie Jager, Gnana Prakash Balasubramanian, Christof M. Kramm, Michaela Nathrath, Stefan Bielack, Suzanne J. Baker, Jinghui Zhang, James M. McFarland, Gad Getz, Francois Aguet, Nada Jabado, Olaf Witt, Stefan M. Pfister, Keith L. Ligon, Volker Hovestadt, Claudia Kleinman, Henry Long, David T. Jones, Pratiti Bandopadhayay, Timothy N. Phoenix. Dissecting mechanisms underlying FOXR2-mediated gliomagenesis in diffuse midline gliomas. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 3562.
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Affiliation(s)
| | | | | | | | | | - David W. Wu
- 3Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Xin Wei
- 4University of Cincinnati, Cincinnati, OH
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Maria Tsoli
- 6Lowy Cancer Research Centre, Sydney, Australia
| | | | | | | | | | | | | | | | | | | | | | - Gad Getz
- 3Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Nada Jabado
- 12McGill University, Montreal, Quebec, Canada
| | - Olaf Witt
- 8German Cancer Research Center, Heidelberg, Germany
| | | | | | | | | | - Henry Long
- 1Dana-Farber Cancer Institute, Boston, MA
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4
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Tsai JW, Cejas P, Wang DK, Patel S, Wu DW, Arounleut P, Wei X, Zhou N, Syamala S, Dubois FP, Crane A, Pelton K, Vogelzang J, Sousa C, Baguette A, Chen X, Condurat AL, Dixon-Clarke SE, Zhou KN, Lu SD, Gonzalez EM, Chacon MS, Digiacomo JJ, Kumbhani R, Novikov D, Hunter J, Tsoli M, Ziegler DS, Dirksen U, Jager N, Balasubramanian GP, Kramm CM, Nathrath M, Bielack S, Baker SJ, Zhang J, McFarland JM, Getz G, Aguet F, Jabado N, Witt O, Pfister SM, Ligon KL, Hovestadt V, Kleinman CL, Long H, Jones DT, Bandopadhayay P, Phoenix TN. FOXR2 Is an Epigenetically Regulated Pan-Cancer Oncogene That Activates ETS Transcriptional Circuits. Cancer Res 2022; 82:2980-3001. [PMID: 35802025 PMCID: PMC9437574 DOI: 10.1158/0008-5472.can-22-0671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 05/11/2022] [Accepted: 06/28/2022] [Indexed: 11/16/2022]
Abstract
Forkhead box R2 (FOXR2) is a forkhead transcription factor located on the X chromosome whose expression is normally restricted to the testis. In this study, we performed a pan-cancer analysis of FOXR2 activation across more than 10,000 adult and pediatric cancer samples and found FOXR2 to be aberrantly upregulated in 70% of all cancer types and 8% of all individual tumors. The majority of tumors (78%) aberrantly expressed FOXR2 through a previously undescribed epigenetic mechanism that involves hypomethylation of a novel promoter, which was functionally validated as necessary for FOXR2 expression and proliferation in FOXR2-expressing cancer cells. FOXR2 promoted tumor growth across multiple cancer lineages and co-opted ETS family transcription circuits across cancers. Taken together, this study identifies FOXR2 as a potent and ubiquitous oncogene that is epigenetically activated across the majority of human cancers. The identification of hijacking of ETS transcription circuits by FOXR2 extends the mechanisms known to active ETS transcription factors and highlights how transcription factor families cooperate to enhance tumorigenesis. SIGNIFICANCE This work identifies a novel promoter that drives aberrant FOXR2 expression and delineates FOXR2 as a pan-cancer oncogene that specifically activates ETS transcriptional circuits across human cancers. See related commentary by Liu and Northcott, p. 2977.
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Affiliation(s)
- Jessica W. Tsai
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Paloma Cejas
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, Massachusetts, Cancer Program, Broad Institute, Cambridge, Massachusetts
| | - Dayle K. Wang
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Smruti Patel
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio
- Division of Pediatric Neurosurgery, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
- Department of Neurosurgery, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - David W. Wu
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Phonepasong Arounleut
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio
| | - Xin Wei
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio
| | - Ningxuan Zhou
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, Massachusetts, Cancer Program, Broad Institute, Cambridge, Massachusetts
| | - Sudeepa Syamala
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, Massachusetts, Cancer Program, Broad Institute, Cambridge, Massachusetts
| | - Frank P.B. Dubois
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Alexander Crane
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Kristine Pelton
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Jayne Vogelzang
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Cecilia Sousa
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Audrey Baguette
- Quantitative Life Sciences, McGill University, Montreal, Quebec H3A 2A7, Canada
- Lady Davis Research Institute, Jewish General Hospital, Montreal, Quebec H3T 1E2, Canada
| | - Xiaolong Chen
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Alexandra L. Condurat
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Sarah E. Dixon-Clarke
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Biological Chemistry and Molecular Pharmacology, Boston, Massachusetts
| | - Kevin N. Zhou
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Sophie D. Lu
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Elizabeth M. Gonzalez
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Madison S. Chacon
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Jeromy J. Digiacomo
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Rushil Kumbhani
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Dana Novikov
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - J'Ya Hunter
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Maria Tsoli
- Children's Cancer Institute, Lowy Cancer Research Centre, University of New South Wales, Sydney, NSW, Australia
| | - David S. Ziegler
- Children's Cancer Institute, Lowy Cancer Research Centre, University of New South Wales, Sydney, NSW, Australia
- School of Women's and Children's Health, University of New South Wales, Sydney, NSW, Australia
- Kids Cancer Centre, Sydney Children's Hospital, Randwick, NSW, Australia
| | - Uta Dirksen
- West German Cancer Center, Pediatrics III, University Hospital Essen, Essen, Germany
- German Cancer Consortium (DKTK), Essen/Düsseldorf, Germany
| | - Natalie Jager
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg University Hospital and German Cancer Research Center (DKFZ) Heidelberg, Germany
- Division of Pediatric Neuro-Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Gnana Prakash Balasubramanian
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg University Hospital and German Cancer Research Center (DKFZ) Heidelberg, Germany
- Division of Pediatric Neuro-Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Christof M. Kramm
- Division of Pediatric Hematology and Oncology, University Medical Center Göttingen, Göttingen, Germany
| | - Michaela Nathrath
- Department of Pediatric Hematology and Oncology, Klinikum Kassel, Kassel, Germany
- Children's Cancer Research Centre and Department of Pediatrics, Klinikum rechts der Isar, Technische Universität München, Munich, Germany
| | | | - Suzanne J. Baker
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | | | - Gad Getz
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Harvard Medical School, Boston, Massachusetts
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts
- Center for Cancer Research, Massachusetts General Hospital, Boston, Massachusetts
| | - François Aguet
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Nada Jabado
- Department of Human Genetics, McGill University, Montreal, H3A 0C7, Canada
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, H4A 3J1, Canada
| | - Olaf Witt
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg University Hospital and German Cancer Research Center (DKFZ) Heidelberg, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
- Clinical Cooperation Unit Pediatric Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology, Immunology, and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany
- National Center for Tumor Disease (NCT) Network, Germany
| | - Stefan M. Pfister
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg University Hospital and German Cancer Research Center (DKFZ) Heidelberg, Germany
- Division of Pediatric Neuro-Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology, Immunology, and Pulmonology, Heidelberg University Hospital, Heidelberg, Germany
- National Center for Tumor Disease (NCT) Network, Germany
| | - Keith L. Ligon
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Volker Hovestadt
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Claudia L. Kleinman
- Lady Davis Research Institute, Jewish General Hospital, Montreal, Quebec H3T 1E2, Canada
- Department of Human Genetics, McGill University, Montreal, H3A 0C7, Canada
| | - Henry Long
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, Massachusetts, Cancer Program, Broad Institute, Cambridge, Massachusetts
| | - David T.W. Jones
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg University Hospital and German Cancer Research Center (DKFZ) Heidelberg, Germany
- Division of Pediatric Neuro-Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Pratiti Bandopadhayay
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Timothy N. Phoenix
- Division of Pharmaceutical Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, Ohio
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5
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Jomaa D, Khadka P, Novikov D, Condurat AL, Tsai JW, Dubois F, Zhang S, Zhou K, Gold R, Sousa C, Vogelzang J, Prince E, Lu S, Slivova V, Otto GW, Hereza SC, Ashley D, Cohen-Gadol AA, Thompson E, Beroukhim R, Apps J, Martinez-Barbera JP, Hankinson T, Bandopadhayay P. RARE-22 Characterizing the landscape of structural variants in adamantinomatous craniopharyngioma. Neuro Oncol 2022. [PMCID: PMC9164984 DOI: 10.1093/neuonc/noac079.047] [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] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022] Open
Abstract
INTRODUCTION: Adamantinomatous craniopharyngiomas (ACPs) are rare brain tumors that primarily occur in children and impact long-term morbidity and mortality. The canonical driver mutation for ACP growth occurs in CTNNB1 and leads to constitutive activation of the Wnt/β-catenin signaling pathway. In this study, we outline the genomic, transcriptomic, and structural variant (SV) landscape in a cohort of 41 ACP samples. METHODS: We performed whole-genome sequencing (WGS) and RNA-sequencing of 41 ACP samples. Matched normal samples were also characterized by WGS. Mutect2 was used to detect single nucleotide variants (SNVs) and indels, and copy number data was generated using the GATK pipeline. SvABA was used to perform SV analysis and to identify significantly recurrent breakpoints and juxtapositions. DESeq2 was used to perform differential gene expression analysis based on clinical and molecular annotation data. RESULTS: 29/41 (70%) of the ACP samples harbored missense mutations in exon 3 of CTNNB1, all of which have previously been reported in ACP tumors. SV analysis identified a median of 11.5 events per tumor. Overall, 9.7% of events were interchromosomal. Of the remainder, the majority (78.6%) were deletions. No SVs occurred within CTNNB1. A positive correlation (r = 0.533) was observed between the frequency of SVs and SNVs within samples. Analysis of significantly recurring breakpoints (SRBs) did not identify recurrent breakpoint events. Differential gene expression analysis comparing samples with and without CTNNB1 variants identified 2,143 differentially expressed genes with q-value < 0.05. CONCLUSION: This study identifies activating mutations in exon 3 of CTNNB1 in a large cohort of ACP samples. We also integrate SV and transcriptomic data to comprehensively investigate ACP tumor genomes and identify putative novel tumorigenic mechanisms that advance our understanding of ACP biology.
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Affiliation(s)
- Danny Jomaa
- Harvard Medical School , Boston, MA , USA
- Dana-Farber Cancer Institute , Boston, MA , USA
| | - Prasidda Khadka
- Harvard Medical School , Boston, MA , USA
- Dana-Farber Cancer Institute , Boston, MA , USA
| | | | | | - Jessica W Tsai
- Dana-Farber Cancer Institute , Boston, MA , USA
- Boston Children's Hospital , Boston, MA , USA
| | | | - Shu Zhang
- Dana-Farber Cancer Institute , Boston, MA , USA
| | - Kevin Zhou
- Dana-Farber Cancer Institute , Boston, MA , USA
| | - Rose Gold
- Dana-Farber Cancer Institute , Boston, MA , USA
| | | | | | - Eric Prince
- Department of Neurosurgery, University of Colorado School of Medicine , Aurora, CO , USA
- Morgan Adams Foundation for Pediatric Brain Tumor Research Program, University of Colorado School of Medicine , Aurora, CO , USA
| | - Sophie Lu
- Milken Institute of Public Health, George Washington University , Washington, DC , USA
| | | | - Georg W Otto
- University College London, London , England , United Kingdom
| | | | - David Ashley
- Department of Neurosurgery, Duke University , Durham, NC , USA
| | | | - Eric Thompson
- Department of Neurosurgery, Duke University , Durham, NC , USA
| | - Rameen Beroukhim
- Dana-Farber Cancer Institute , Boston, MA , USA
- Brigham and Women's Hospital , Boston, MA , USA
| | - John Apps
- University College London, London , England , United Kingdom
- University of Birmingham, Birmingham , England , United Kingdom
| | | | - Todd Hankinson
- Department of Neurosurgery, University of Colorado School of Medicine , Aurora, CO , USA
- Morgan Adams Foundation for Pediatric Brain Tumor Research Program, University of Colorado School of Medicine , Aurora, CO , USA
| | - Pratiti Bandopadhayay
- Dana-Farber Cancer Institute , Boston, MA , USA
- Boston Children's Hospital , Boston, MA , USA
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6
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Boisvert M, Perera AA, Condurat AL, Jeang J, Tsai JW, Novikov D, Zhou K, Chacon M, DiGiacomo J, Kumbhani R, Wang D, Taylor MD, Hansford JR, Ludlow L, Jabado N, Ligon KL, Beroukhim R, Bandopadhayay P, Jones DTW. LGG-58. Understanding the transcriptional heterogeneity of pediatric low-grade gliomas and its implication for tumor pathophysiology. Neuro Oncol 2022. [PMCID: PMC9165060 DOI: 10.1093/neuonc/noac079.369] [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] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Pediatric low-grade gliomas (pLGGs) are the most frequent brain tumors in children and comprise a heterogeneous group of tumors with different locations, histologic subtypes, ages at presentation, and clinical behavior. Tumors frequently respond to treatment with chemotherapy or surgical removal, but they can regrow after a period of quiescence, requiring further therapy. Thus, a deeper understanding of the molecular processes involved in these tumors is required to develop therapeutic strategies that are effective against their disease mechanisms. To better understand the cellular behaviors of this heterogenous group of tumors, we have employed single-cell and single-nuclei RNA sequencing technologies to analyze a large-scale dataset (>250,000 cells) of pLGGs. Analysis of this data identified a heterogenous population of cell types and cell states, detecting mature and progenitor-like astrocytes and oligodendrocytes, as well as cells exhibiting senescence or cycling programs. Moreover, we identify a significant immune infiltrate, comprised primarily of microglia. In addition to heterogeneity within pLGG tumors, heterogeneity between LGG subtypes represents another layer that stratifies pLGG biology. We performed a compositional analysis of the cell types present in these tumors and compared transcription signatures and gene expression programs across shared cellular populations of histologically and genetically distinct pLGGs. Finally, we optimized our integration and batch correction analyses by using external 293T cells as spike in controls during our single-cell and single-nuclei data generation steps to determine the most suitable method for batch-effect removal. Our analysis of human pLGGs at the single-cell and single-nuclei resolution provides critical insight into the heterogenous biological activities that constitute these tumors.
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Affiliation(s)
- Michelle Boisvert
- Department of Cancer Biology, Dana Farber Cancer Institute , Boston, MA , USA
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - Ashwyn A Perera
- German Cancer Research Center (DKFZ) , Heidelberg , Germany
- Hopp Children's Cancer Center Heidelberg (KiTZ) , Heidelberg , Germany
| | - Alexandra L Condurat
- Department of Pediatric Oncology, Dana-Farber Boston Children’s Cancer and Blood Disorders Center , Boston, MA , USA
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - John Jeang
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
- Department of Cancer Biology, Dana Farber Cancer Institute , Boston, MA , USA
| | - Jessica W Tsai
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
- Boston Combined Residency Program in Pediatrics , Boston, MA , USA
| | - Dana Novikov
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
| | - Kevin Zhou
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
| | - Madison Chacon
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
| | - Jeromy DiGiacomo
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
| | - Rushil Kumbhani
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
| | - Dayle Wang
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
| | - Michael D Taylor
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children , Toronto , Canada
| | - Jordan R Hansford
- Children’s Cancer Centre, Royal Children’s Hospital , Melbourne , Australia
- Department of Pediatrics, University of Melbourne , Melbourne , Australia
| | - Louise Ludlow
- Children's Cancer Centre, The Royal Children's Hospital , Melbourne , Australia
- Murdoch Children's Research Institute, The Royal Children's Hospital , Melbourne , Australia
| | - Nada Jabado
- Department of Human Genetics, McGill University , Montreal , Canada
- Department of Pediatrics, McGill University , Montreal , Canada
| | - Keith L Ligon
- Department of Medical Oncology, Dana-Farber Cancer Institute , Boston, MA , USA
- Department of Pathology, Boston Children's Hospital and Brigham and Women's Hospital, Harvard Medical School, and Department of Oncologic Pathology, Dana-Farber Cancer Institute , Boston, MA , USA
| | - Rameen Beroukhim
- Department of Medical Oncology, Dana-Farber Cancer Institute , Boston, MA , USA
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - Pratiti Bandopadhayay
- Dana-Farber/Boston Children's Cancer and Blood Disorder Center , Boston, MA , USA
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - David T W Jones
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ) , Heidelberg , Germany
- Hopp Children's Cancer Center Heidelberg (KiTZ) , Heidelberg , Germany
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7
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Tsai JW, Dubois FPB, Wang DK, Crane A, Condurat AL, Krug B, Brown A, Doench JG, Jabado N, Bandopadhayay P. HGG-36. Elucidating the role of long non-coding RNAs in pediatric high grade gliomas. Neuro Oncol 2022. [DOI: 10.1093/neuonc/noac079.251] [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: 11/14/2022] Open
Abstract
Abstract
BACKGROUND: Genomic and transcriptomic studies have elucidated new insights into the landscape of diffuse intrinsic pontine glioma (DIPG). However, the role of long non-coding RNAs (lncRNAs) has not been explored at depth in these tumors, and there have not been studies focused on how lncRNAs interact with the K27M histone mutation. In a recent analysis of nearly 200 DIPGs and pediatric high-grade gliomas (pHGG), we previously detected a novel, recurring structural variant in the lncRNA CCDC26. This rearrangement occurs in nearly 10% of all DIPGs, and we have furthermore identified alterations in more than 100 lncRNAs in DIPG. METHODS: To identify lncRNAs required for proliferation of patient-derived DIPG cancer cells, we designed two custom genome-scale lncRNA libraries. We generated a genome-scale lncRNA CRISPR-Cas9 knockout pooled library, consisting of 45,766 single guide RNAs (sgRNAs). Additionally, we generated a genome-wide CRISPR interference pooled library consisting of 45,608 sgRNAs, targeting lncRNA transcription start sites (TSS). RESULTS: We utilized in vitro histone-mutant pHGG models as well as edited clones of these models with the K27M mutant corrected in order to compare lncRNA dependencies in these two contexts. We have successfully performed genome-scale CRISPR-Cas9 knockout and CRISPR interference screens targeting lncRNAs in these cell lines, revealing lncRNA dependencies. Candidate dependencies in our CRISPR-Cas9 knockout screen include LOC100507412, LOC105379524, and LINC02193. CONCLUSION: Genome-wide lncRNA CRISPR knock-out and CRISPR interference screens are a novel approach for the unbiased identification of lncRNAs that are required for pediatric high-grade glioma proliferation. Further validation of specific lncRNAs is required, and these lncRNA dependencies represent potential novel therapeutic targets.
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Affiliation(s)
- Jessica W Tsai
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center , Boston, MA , USA
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - Frank P B Dubois
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
- Department of Medical Oncology, Dana-Farber Cancer Institute , Boston, MA , USA
| | - Dayle K Wang
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center , Boston, MA , USA
| | - Alexander Crane
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
- Department of Medical Oncology, Dana-Farber Cancer Institute , Boston, MA , USA
| | - Alexandra L Condurat
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center , Boston, MA , USA
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - Brian Krug
- Department of Human Genetics, McGill University , Montreal , Canada
- Department of Pediatrics, McGill University, The Research Institute of the McGill University Health Centre , Montreal , Canada
| | - Adam Brown
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - John G Doench
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
| | - Nada Jabado
- Department of Human Genetics, McGill University , Montreal , Canada
- Department of Pediatrics, McGill University, The Research Institute of the McGill University Health Centre , Montreal , Canada
| | - Pratiti Bandopadhayay
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center , Boston, MA , USA
- Broad Institute of MIT and Harvard , Cambridge, MA , USA
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8
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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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