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Malone HA, Roberts CWM. Chromatin remodellers as therapeutic targets. Nat Rev Drug Discov 2024; 23:661-681. [PMID: 39014081 DOI: 10.1038/s41573-024-00978-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/28/2024] [Indexed: 07/18/2024]
Abstract
Large-scale cancer genome sequencing studies have revealed that chromatin regulators are frequently mutated in cancer. In particular, more than 20% of cancers harbour mutations in genes that encode subunits of SWI/SNF (BAF) chromatin remodelling complexes. Additional links of SWI/SNF complexes to disease have emerged with the findings that some oncogenes drive transformation by co-opting SWI/SNF function and that germline mutations in select SWI/SNF subunits are the basis of several neurodevelopmental disorders. Other chromatin remodellers, including members of the ISWI, CHD and INO80/SWR complexes, have also been linked to cancer and developmental disorders. Consequently, therapeutic manipulation of SWI/SNF and other remodelling complexes has become of great interest, and drugs that target SWI/SNF subunits have entered clinical trials. Genome-wide perturbation screens in cancer cell lines with SWI/SNF mutations have identified additional synthetic lethal targets and led to further compounds in clinical trials, including one that has progressed to FDA approval. Here, we review the progress in understanding the structure and function of SWI/SNF and other chromatin remodelling complexes, mechanisms by which SWI/SNF mutations cause cancer and neurological diseases, vulnerabilities that arise because of these mutations and efforts to target SWI/SNF complexes and synthetic lethal targets for therapeutic benefit.
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Affiliation(s)
- Hayden A Malone
- Division of Molecular Oncology, Department of Oncology, and Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA
- St. Jude Graduate School of Biomedical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Charles W M Roberts
- Division of Molecular Oncology, Department of Oncology, and Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA.
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2
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Berndt C, Alborzinia H, Amen VS, Ayton S, Barayeu U, Bartelt A, Bayir H, Bebber CM, Birsoy K, Böttcher JP, Brabletz S, Brabletz T, Brown AR, Brüne B, Bulli G, Bruneau A, Chen Q, DeNicola GM, Dick TP, Distéfano A, Dixon SJ, Engler JB, Esser-von Bieren J, Fedorova M, Friedmann Angeli JP, Friese MA, Fuhrmann DC, García-Sáez AJ, Garbowicz K, Götz M, Gu W, Hammerich L, Hassannia B, Jiang X, Jeridi A, Kang YP, Kagan VE, Konrad DB, Kotschi S, Lei P, Le Tertre M, Lev S, Liang D, Linkermann A, Lohr C, Lorenz S, Luedde T, Methner A, Michalke B, Milton AV, Min J, Mishima E, Müller S, Motohashi H, Muckenthaler MU, Murakami S, Olzmann JA, Pagnussat G, Pan Z, Papagiannakopoulos T, Pedrera Puentes L, Pratt DA, Proneth B, Ramsauer L, Rodriguez R, Saito Y, Schmidt F, Schmitt C, Schulze A, Schwab A, Schwantes A, Soula M, Spitzlberger B, Stockwell BR, Thewes L, Thorn-Seshold O, Toyokuni S, Tonnus W, Trumpp A, Vandenabeele P, Vanden Berghe T, Venkataramani V, Vogel FCE, von Karstedt S, Wang F, Westermann F, Wientjens C, Wilhelm C, Wölk M, Wu K, Yang X, Yu F, Zou Y, Conrad M. Ferroptosis in health and disease. Redox Biol 2024; 75:103211. [PMID: 38908072 PMCID: PMC11253697 DOI: 10.1016/j.redox.2024.103211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 05/24/2024] [Accepted: 05/24/2024] [Indexed: 06/24/2024] Open
Abstract
Ferroptosis is a pervasive non-apoptotic form of cell death highly relevant in various degenerative diseases and malignancies. The hallmark of ferroptosis is uncontrolled and overwhelming peroxidation of polyunsaturated fatty acids contained in membrane phospholipids, which eventually leads to rupture of the plasma membrane. Ferroptosis is unique in that it is essentially a spontaneous, uncatalyzed chemical process based on perturbed iron and redox homeostasis contributing to the cell death process, but that it is nonetheless modulated by many metabolic nodes that impinge on the cells' susceptibility to ferroptosis. Among the various nodes affecting ferroptosis sensitivity, several have emerged as promising candidates for pharmacological intervention, rendering ferroptosis-related proteins attractive targets for the treatment of numerous currently incurable diseases. Herein, the current members of a Germany-wide research consortium focusing on ferroptosis research, as well as key external experts in ferroptosis who have made seminal contributions to this rapidly growing and exciting field of research, have gathered to provide a comprehensive, state-of-the-art review on ferroptosis. Specific topics include: basic mechanisms, in vivo relevance, specialized methodologies, chemical and pharmacological tools, and the potential contribution of ferroptosis to disease etiopathology and progression. We hope that this article will not only provide established scientists and newcomers to the field with an overview of the multiple facets of ferroptosis, but also encourage additional efforts to characterize further molecular pathways modulating ferroptosis, with the ultimate goal to develop novel pharmacotherapies to tackle the various diseases associated with - or caused by - ferroptosis.
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Affiliation(s)
- Carsten Berndt
- Department of Neurology, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
| | - Hamed Alborzinia
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM GGmbH), Heidelberg, Germany; Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Vera Skafar Amen
- Rudolf Virchow Zentrum, Center for Integrative and Translational Bioimaging - University of Würzburg, Germany
| | - Scott Ayton
- Florey Institute of Neuroscience and Mental Health, University of Melbourne, Australia
| | - Uladzimir Barayeu
- Division of Redox Regulation, DKFZ-ZMBH Alliance, German Cancer Research Center (DKFZ) Heidelberg, Germany; Faculty of Biosciences, Heidelberg University, 69120, Heidelberg, Germany; Department of Environmental Medicine and Molecular Toxicology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Alexander Bartelt
- Institute for Cardiovascular Prevention (IPEK), Faculty of Medicine, Ludwig-Maximilians-Universität München, Munich, Germany; Institute for Diabetes and Cancer (IDC), Helmholtz Center Munich, Neuherberg, Germany; German Center for Cardiovascular Research, Partner Site Munich Heart Alliance, Munich, Germany
| | - Hülya Bayir
- Department of Pediatrics, Columbia University, New York City, NY, USA
| | - Christina M Bebber
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department of Translational Genomics, Cologne, Germany; CECAD Cluster of Excellence, University of Cologne, Cologne, Germany
| | - Kivanc Birsoy
- Laboratory of Metabolic Regulation and Genetics, Rockefeller University, New York City, NY, USA
| | - Jan P Böttcher
- Institute of Molecular Immunology, School of Medicine, Technical University of Munich (TUM), Germany
| | - Simone Brabletz
- Department of Experimental Medicine 1, Nikolaus-Fiebiger Center for Molecular Medicine, Friedrich-Alexander University of Erlangen-Nürnberg, Germany
| | - Thomas Brabletz
- Department of Experimental Medicine 1, Nikolaus-Fiebiger Center for Molecular Medicine, Friedrich-Alexander University of Erlangen-Nürnberg, Germany
| | - Ashley R Brown
- Department of Biological Sciences, Columbia University, New York City, NY, USA
| | - Bernhard Brüne
- Institute of Biochemistry1-Pathobiochemistry, Goethe-Universität, Frankfurt Am Main, Germany
| | - Giorgia Bulli
- Department of Physiological Genomics, Ludwig-Maximilians-University, Munich, Germany
| | - Alix Bruneau
- Department of Hepatology and Gastroenterology, Charité - Universitätsmedizin Berlin, Campus Virchow-Klinikum (CVK) and Campus Charité Mitte (CCM), Berlin, Germany
| | - Quan Chen
- College of Life Sciences, Nankai University, Tianjin, China
| | - Gina M DeNicola
- Department of Metabolism and Physiology, Moffitt Cancer Center, Tampa, FL, USA
| | - Tobias P Dick
- Division of Redox Regulation, DKFZ-ZMBH Alliance, German Cancer Research Center (DKFZ) Heidelberg, Germany; Faculty of Biosciences, Heidelberg University, 69120, Heidelberg, Germany
| | - Ayelén Distéfano
- Instituto de Investigaciones Biológicas, CONICET, National University of Mar Del Plata, Argentina
| | - Scott J Dixon
- Department of Biology, Stanford University, Stanford, CA, USA
| | - Jan B Engler
- Institute of Neuroimmunology and Multiple Sclerosis, University Medical Center Hamburg-Eppendorf, Germany
| | | | - Maria Fedorova
- Center of Membrane Biochemistry and Lipid Research, University Hospital Carl Gustav Carus and Faculty of Medicine of TU Dresden, Germany
| | - José Pedro Friedmann Angeli
- Rudolf Virchow Zentrum, Center for Integrative and Translational Bioimaging - University of Würzburg, Germany
| | - Manuel A Friese
- Institute of Neuroimmunology and Multiple Sclerosis, University Medical Center Hamburg-Eppendorf, Germany
| | - Dominic C Fuhrmann
- Institute of Biochemistry1-Pathobiochemistry, Goethe-Universität, Frankfurt Am Main, Germany
| | - Ana J García-Sáez
- Institute for Genetics, CECAD, University of Cologne, Germany; Max Planck Institute of Biophysics, Frankfurt/Main, Germany
| | | | - Magdalena Götz
- Department of Physiological Genomics, Ludwig-Maximilians-University, Munich, Germany; Institute of Stem Cell Research, Helmholtz Center Munich, Germany
| | - Wei Gu
- Institute for Cancer Genetics, And Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians & Surgeons, Columbia University, New York, NY, USA; Department of Pathology and Cell Biology, Vagelos College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Linda Hammerich
- Department of Hepatology and Gastroenterology, Charité - Universitätsmedizin Berlin, Campus Virchow-Klinikum (CVK) and Campus Charité Mitte (CCM), Berlin, Germany
| | | | - Xuejun Jiang
- Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York City, NY, USA
| | - Aicha Jeridi
- Institute of Lung Health and Immunity (LHI), Helmholtz Munich, Comprehensive Pneumology Center (CPC-M), Germany, Member of the German Center for Lung Research (DZL)
| | - Yun Pyo Kang
- College of Pharmacy and Research Institute of Pharmaceutical Science, Seoul National University, Republic of Korea
| | | | - David B Konrad
- Department of Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Stefan Kotschi
- Institute for Cardiovascular Prevention (IPEK), Faculty of Medicine, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Peng Lei
- State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Marlène Le Tertre
- Center for Translational Biomedical Iron Research, Heidelberg University, Germany
| | - Sima Lev
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Deguang Liang
- Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York City, NY, USA
| | - Andreas Linkermann
- Division of Nephrology, Department of Internal Medicine III, University Hospital Carl Gustav Carus at the Technische Universität Dresden, Germany; Division of Nephrology, Department of Medicine, Albert Einstein College of Medicine, New York, NY, USA
| | - Carolin Lohr
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
| | - Svenja Lorenz
- Institute of Metabolism and Cell Death, Helmholtz Center Munich, Germany
| | - Tom Luedde
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
| | - Axel Methner
- Institute of Molecular Medicine, Johannes Gutenberg-Universität Mainz, Germany
| | - Bernhard Michalke
- Research Unit Analytical Biogeochemistry, Helmholtz Center Munich, Germany
| | - Anna V Milton
- Department of Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Junxia Min
- School of Medicine, Zhejiang University, Hangzhou, China
| | - Eikan Mishima
- Institute of Metabolism and Cell Death, Helmholtz Center Munich, Germany
| | | | - Hozumi Motohashi
- Department of Gene Expression Regulation, Tohoku University, Sendai, Japan
| | | | - Shohei Murakami
- Department of Gene Expression Regulation, Tohoku University, Sendai, Japan
| | - James A Olzmann
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA; Department of Nutritional Sciences and Toxicology, University of California, Berkeley, CA, USA; Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Gabriela Pagnussat
- Instituto de Investigaciones Biológicas, CONICET, National University of Mar Del Plata, Argentina
| | - Zijan Pan
- School of Life Sciences, Westlake University, Hangzhou, China
| | | | | | - Derek A Pratt
- Department of Chemistry and Biomolecular Sciences, University of Ottawa, Canada
| | - Bettina Proneth
- Institute of Metabolism and Cell Death, Helmholtz Center Munich, Germany
| | - Lukas Ramsauer
- Institute of Molecular Immunology, School of Medicine, Technical University of Munich (TUM), Germany
| | | | - Yoshiro Saito
- Graduate School of Pharmaceutical Sciences, Tohoku University, Sendai, Japan
| | - Felix Schmidt
- Institute of Molecular Medicine, Johannes Gutenberg-Universität Mainz, Germany
| | - Carina Schmitt
- Department of Pharmacy, Ludwig-Maximilians-University, Munich, Germany
| | - Almut Schulze
- Division of Tumour Metabolism and Microenvironment, DKFZ Heidelberg and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Annemarie Schwab
- Department of Experimental Medicine 1, Nikolaus-Fiebiger Center for Molecular Medicine, Friedrich-Alexander University of Erlangen-Nürnberg, Germany
| | - Anna Schwantes
- Institute of Biochemistry1-Pathobiochemistry, Goethe-Universität, Frankfurt Am Main, Germany
| | - Mariluz Soula
- Laboratory of Metabolic Regulation and Genetics, Rockefeller University, New York City, NY, USA
| | - Benedikt Spitzlberger
- Department of Immunobiology, Université de Lausanne, Switzerland; Center of Allergy and Environment (ZAUM), Technical University of Munich and Helmholtz Center Munich, Munich, Germany
| | - Brent R Stockwell
- Department of Biological Sciences, Columbia University, New York City, NY, USA; Department of Pathology and Cell Biology, Vagelos College of Physicians & Surgeons, Columbia University, New York, NY, USA; Department of Chemistry, Columbia University, New York, NY, USA
| | - Leonie Thewes
- Department of Neurology, Medical Faculty, Heinrich-Heine University, Düsseldorf, Germany
| | | | - Shinya Toyokuni
- Department of Pathology and Biological Responses, Nagoya University Graduate School of Medicine, Nagoya, Japan; Center for Low-temperature Plasma Sciences, Nagoya University, Nagoya, Japan; Center for Integrated Sciences of Low-temperature Plasma Core Research (iPlasma Core), Tokai National Higher Education and Research System, Nagoya, Japan
| | - Wulf Tonnus
- Division of Nephrology, Department of Internal Medicine III, University Hospital Carl Gustav Carus at the Technische Universität Dresden, Germany
| | - Andreas Trumpp
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM GGmbH), Heidelberg, Germany; Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Peter Vandenabeele
- VIB-UGent Center for Inflammation Research, Ghent, Belgium; Department of Biomedical Molecular Biology, Ghent University, Ghent, Belgium
| | - Tom Vanden Berghe
- Department of Biomedical Sciences, University of Antwerp, Belgium; VIB-UGent Center for Inflammation Research, Ghent, Belgium; Department of Biomedical Molecular Biology, Ghent University, Ghent, Belgium
| | - Vivek Venkataramani
- Comprehensive Cancer Center Mainfranken, University Hospital Würzburg, Germany
| | - Felix C E Vogel
- Division of Tumour Metabolism and Microenvironment, DKFZ Heidelberg and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Silvia von Karstedt
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department of Translational Genomics, Cologne, Germany; CECAD Cluster of Excellence, University of Cologne, Cologne, Germany; University of Cologne, Faculty of Medicine and University Hospital Cologne, Center for Molecular Medicine Cologne, Germany
| | - Fudi Wang
- School of Medicine, Zhejiang University, Hangzhou, China
| | | | - Chantal Wientjens
- Immunopathology Unit, Institute of Clinical Chemistry and Clinical Pharmacology, Medical Faculty, University Hospital Bonn, University of Bonn, Germany
| | - Christoph Wilhelm
- Immunopathology Unit, Institute of Clinical Chemistry and Clinical Pharmacology, Medical Faculty, University Hospital Bonn, University of Bonn, Germany
| | - Michele Wölk
- Center of Membrane Biochemistry and Lipid Research, University Hospital Carl Gustav Carus and Faculty of Medicine of TU Dresden, Germany
| | - Katherine Wu
- Department of Pathology, Grossman School of Medicine, New York University, NY, USA
| | - Xin Yang
- Institute for Cancer Genetics, And Herbert Irving Comprehensive Cancer Center, Vagelos College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Fan Yu
- College of Life Sciences, Nankai University, Tianjin, China
| | - Yilong Zou
- School of Life Sciences, Westlake University, Hangzhou, China; Westlake Four-Dimensional Dynamic Metabolomics (Meta4D) Laboratory, Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang, China
| | - Marcus Conrad
- Institute of Metabolism and Cell Death, Helmholtz Center Munich, Germany.
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3
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Mittal P, Myers JA, Carter RD, Radko-Juettner S, Malone HA, Rosikiewicz W, Robertson AN, Zhu Z, Narayanan IV, Hansen BS, Parrish M, Bhanu NV, Mobley RJ, Rehg JE, Xu B, Drosos Y, Pruett-Miller SM, Ljungman M, Garcia BA, Wu G, Partridge JF, Roberts CWM. PHF6 cooperates with SWI/SNF complexes to facilitate transcriptional progression. Nat Commun 2024; 15:7303. [PMID: 39181868 PMCID: PMC11344777 DOI: 10.1038/s41467-024-51566-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 08/07/2024] [Indexed: 08/27/2024] Open
Abstract
Genes encoding subunits of SWI/SNF (BAF) chromatin remodeling complexes are mutated in nearly 25% of cancers. To gain insight into the mechanisms by which SWI/SNF mutations drive cancer, we contributed ten rhabdoid tumor (RT) cell lines mutant for SWI/SNF subunit SMARCB1 to a genome-scale CRISPR-Cas9 depletion screen performed across 896 cell lines. We identify PHF6 as specifically essential for RT cell survival and demonstrate that dependency on Phf6 extends to Smarcb1-deficient cancers in vivo. As mutations in either SWI/SNF or PHF6 can cause the neurodevelopmental disorder Coffin-Siris syndrome, our findings of a dependency suggest a previously unrecognized functional link. We demonstrate that PHF6 co-localizes with SWI/SNF complexes at promoters, where it is essential for maintenance of an active chromatin state. We show that in the absence of SMARCB1, PHF6 loss disrupts the recruitment and stability of residual SWI/SNF complex members, collectively resulting in the loss of active chromatin at promoters and stalling of RNA Polymerase II progression. Our work establishes a mechanistic basis for the shared syndromic features of SWI/SNF and PHF6 mutations in CSS and the basis for selective dependency on PHF6 in SMARCB1-mutant cancers.
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Affiliation(s)
- Priya Mittal
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jacquelyn A Myers
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Raymond D Carter
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sandi Radko-Juettner
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- St. Jude Graduate School of Biomedical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hayden A Malone
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- St. Jude Graduate School of Biomedical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wojciech Rosikiewicz
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Alexis N Robertson
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Zhexin Zhu
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ishwarya V Narayanan
- Department of Radiation Oncology, Rogel Cancer Center and Center for RNA Biomedicine, University of Michigan, Ann Arbor, MI, USA
| | - Baranda S Hansen
- Center for Advanced Genome Engineering, Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Meadow Parrish
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Natarajan V Bhanu
- Department of Biochemistry and Biophysics, Smilow Center for Translational Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Robert J Mobley
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jerold E Rehg
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Beisi Xu
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yiannis Drosos
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Shondra M Pruett-Miller
- Center for Advanced Genome Engineering, Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Mats Ljungman
- Department of Radiation Oncology, Rogel Cancer Center and Center for RNA Biomedicine, University of Michigan, Ann Arbor, MI, USA
| | - Benjamin A Garcia
- Department of Biochemistry and Biophysics, Smilow Center for Translational Research, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Gang Wu
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Janet F Partridge
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Charles W M Roberts
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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Zheng X, Liu X, Zhang X, Zhao Z, Wu W, Yu S. A single-cell and spatially resolved atlas of human osteosarcomas. J Hematol Oncol 2024; 17:71. [PMID: 39164791 PMCID: PMC11337771 DOI: 10.1186/s13045-024-01598-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2024] [Accepted: 08/15/2024] [Indexed: 08/22/2024] Open
Abstract
Osteosarcomas are intricate cellular ecosystems, where heterotypic interactions significantly influence disease progression and therapeutic outcomes. Despite their importance, a detailed understanding of their cellular composition and organizational structure remains elusive. In this study, we provide a comprehensive single-cell and spatially resolved transcriptomics analysis of human osteosarcomas. We construct a cellular meta-map to dissect spatial transcriptomic data, unveiling a detailed atlas of osteosarcoma compositional subgroups. We meticulously characterize the unique gene signatures and functional states of each subgroup and investigate the impact of chemotherapy on these cellular subpopulations. Additionally, our spatial transcriptomics analysis identifies a distinct spatial niche, located at the forefront of tumor necrotic zones, potentially associated with chemotherapy resistance. We also delve into the crosstalk between different cellular subgroups. This study furnishes a comprehensive transcriptional atlas of osteosarcoma's cellular architecture, enriching our comprehension of its complexity and laying the groundwork for more targeted therapeutic approaches.
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Affiliation(s)
- Xuejing Zheng
- Departments of Orthopedics, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Xu Liu
- Departments of Orthopedics, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Xinxin Zhang
- Departments of Orthopedics, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Zhenguo Zhao
- Departments of Orthopedics, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Wence Wu
- Department of Orthopedics, Peking University First Hospital, Beijing, 100021, China
| | - Shengji Yu
- Departments of Orthopedics, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
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5
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Shi X, Gekas C, Verduzco D, Petiwala S, Jeffries C, Lu C, Murphy E, Anton T, Vo AH, Xiao Z, Narayanan P, Sun BC, D'Souza AL, Barnes JM, Roy S, Ramathal C, Flister MJ, Dezso Z. Building a translational cancer dependency map for The Cancer Genome Atlas. NATURE CANCER 2024; 5:1176-1194. [PMID: 39009815 PMCID: PMC11358024 DOI: 10.1038/s43018-024-00789-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 05/31/2024] [Indexed: 07/17/2024]
Abstract
Cancer dependency maps have accelerated the discovery of tumor vulnerabilities that can be exploited as drug targets when translatable to patients. The Cancer Genome Atlas (TCGA) is a compendium of 'maps' detailing the genetic, epigenetic and molecular changes that occur during the pathogenesis of cancer, yet it lacks a dependency map to translate gene essentiality in patient tumors. Here, we used machine learning to build translational dependency maps for patient tumors, which identified tumor vulnerabilities that predict drug responses and disease outcomes. A similar approach was used to map gene tolerability in healthy tissues to prioritize tumor vulnerabilities with the best therapeutic windows. A subset of patient-translatable synthetic lethalities were experimentally tested, including PAPSS1/PAPSS12 and CNOT7/CNOT78, which were validated in vitro and in vivo. Notably, PAPSS1 synthetic lethality was driven by collateral deletion of PAPSS2 with PTEN and was correlated with patient survival. Finally, the translational dependency map is provided as a web-based application for exploring tumor vulnerabilities.
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Affiliation(s)
- Xu Shi
- AbbVie Bay Area, South San Francisco, CA, USA
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6
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Pearson AD, DuBois SG, Macy ME, de Rojas T, Donoghue M, Weiner S, Knoderer H, Bernardi R, Buenger V, Canaud G, Cantley L, Chung J, Fox E, Friend J, Glade-Bender J, Gorbatchevsky I, Gore L, Gupta A, Hawkins DS, Juric D, Lang LA, Leach D, Liaw D, Lesa G, Ligas F, Lindberg G, Lindberg W, Ludwinski D, Marshall L, Mazar A, McDonough J, Nysom K, Ours C, Pappo A, Parsons DW, Rosenfeld A, Scobie N, Smith M, Taylor D, Weigel B, Weinstein A, Karres D, Vassal G. Paediatric strategy forum for medicinal product development of PI3-K, mTOR, AKT and GSK3β inhibitors in children and adolescents with cancer. Eur J Cancer 2024; 207:114145. [PMID: 38936103 DOI: 10.1016/j.ejca.2024.114145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 05/16/2024] [Accepted: 05/27/2024] [Indexed: 06/29/2024]
Abstract
Phosphatidylinositol 3-kinase (PI3-K) signalling pathway is a crucial path in cancer for cell survival and thus represents an intriguing target for new paediatric anti-cancer drugs. However, the unique clinical toxicities of targeting this pathway (resulting in hyperglycaemia) difficulties combining with chemotherapy, rarity of mutations in childhood tumours and concomitant mutations have resulted in major barriers to clinical translation of these inhibitors in treating both adults and children. Mutations in PIK3CA predict response to PI3-K inhibitors in adult cancers. The same mutations occur in children as in adults, but they are significantly less frequent in paediatrics. In children, high-grade gliomas, especially diffuse midline gliomas (DMG), have the highest incidence of PIK3CA mutations. New mutation-specific PI3-K inhibitors reduce toxicity from on-target PI3-Kα wild-type activity. The mTOR inhibitor everolimus is approved for subependymal giant cell astrocytomas. In paediatric cancers, mTOR inhibitors have been predominantly evaluated by academia, without an overall strategy, in empiric, mutation-agnostic clinical trials with very low response rates to monotherapy. Therefore, future trials of single agent or combination strategies of mTOR inhibitors in childhood cancer should be supported by very strong biological rationale and preclinical data. Further preclinical evaluation of glycogen synthase kinase-3 beta inhibitors is required. Similarly, even where there is an AKT mutation (∼0.1 %), the role of AKT inhibitors in paediatric cancers remains unclear. Patient advocates strongly urged analysing and conserving data from every child participating in a clinical trial. A priority is to evaluate mutation-specific, central nervous system-penetrant PI3-K inhibitors in children with DMG in a rational biological combination. The choice of combination, should be based on the genomic landscape e.g. PTEN loss and resistance mechanisms supported by preclinical data. However, in view of the very rare populations involved, innovative regulatory approaches are needed to generate data for an indication.
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Affiliation(s)
| | - Steven G DuBois
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
| | | | | | | | | | | | - Ronald Bernardi
- Genentech, A Member of the Roche Group, South San Francisco, CA USA
| | - Vickie Buenger
- Coalition Against Childhood Cancer (CAC2), Philadelphia, USA
| | | | | | - John Chung
- Bayer Healthcare Pharmaceuticals, Whippany, NJ, USA
| | | | | | | | | | | | - Abha Gupta
- The Hospital for Sick Children (SickKids), Princess Margaret Hospital Toronto, Canada
| | | | | | - Leigh Anna Lang
- Rally Foundation for Childhood Cancer Research, Atlanta, GA, USA
| | | | | | - Giovanni Lesa
- Paediatric Medicines Office, Scientific Evidence Generation Department, Human Division, European Medicines Agency (EMA), the Netherlands
| | - Franca Ligas
- Paediatric Medicines Office, Scientific Evidence Generation Department, Human Division, European Medicines Agency (EMA), the Netherlands
| | | | | | | | - Lynley Marshall
- The Royal Marsden Hospital, London, UK; The Institute of Cancer Research, London, UK
| | | | - Joe McDonough
- The Andrew McDonough B+ Foundation, Wilmington, DE, USA
| | | | - Christopher Ours
- National Human Genome Research Institute/National Institutes of Health, MD, USA
| | | | | | | | | | | | | | | | - Amy Weinstein
- Pediatric Brain Tumor Foundation of the US, Atlanta, USA
| | - Dominik Karres
- Paediatric Medicines Office, Scientific Evidence Generation Department, Human Division, European Medicines Agency (EMA), the Netherlands
| | - Gilles Vassal
- ACCELERATE, Europe, Belgium; Gustave Roussy Cancer Centre, Paris, France
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7
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Vinceti A, Iannuzzi RM, Boyle I, Trastulla L, Campbell CD, Vazquez F, Dempster JM, Iorio F. A benchmark of computational methods for correcting biases of established and unknown origin in CRISPR-Cas9 screening data. Genome Biol 2024; 25:192. [PMID: 39030569 PMCID: PMC11264729 DOI: 10.1186/s13059-024-03336-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 07/10/2024] [Indexed: 07/21/2024] Open
Abstract
BACKGROUND CRISPR-Cas9 dropout screens are formidable tools for investigating biology with unprecedented precision and scale. However, biases in data lead to potential confounding effects on interpretation and compromise overall quality. The activity of Cas9 is influenced by structural features of the target site, including copy number amplifications (CN bias). More worryingly, proximal targeted loci tend to generate similar gene-independent responses to CRISPR-Cas9 targeting (proximity bias), possibly due to Cas9-induced whole chromosome-arm truncations or other genomic structural features and different chromatin accessibility levels. RESULTS We benchmarked eight computational methods, rigorously evaluating their ability to reduce both CN and proximity bias in the two largest publicly available cell-line-based CRISPR-Cas9 screens to date. We also evaluated the capability of each method to preserve data quality and heterogeneity by assessing the extent to which the processed data allows accurate detection of true positive essential genes, established oncogenetic addictions, and known/novel biomarkers of cancer dependency. Our analysis sheds light on the ability of each method to correct biases under different scenarios. AC-Chronos outperforms other methods in correcting both CN and proximity biases when jointly processing multiple screens of models with available CN information, whereas CRISPRcleanR is the top performing method for individual screens or when CN information is not available. In addition, Chronos and AC-Chronos yield a final dataset better able to recapitulate known sets of essential and non-essential genes. CONCLUSIONS Overall, our investigation provides guidance for the selection of the most appropriate bias-correction method, based on its strengths, weaknesses and experimental settings.
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Affiliation(s)
| | | | | | - Lucia Trastulla
- Computational Biology Research Centre, Human Technopole, Milan, Italy
| | | | | | | | - Francesco Iorio
- Computational Biology Research Centre, Human Technopole, Milan, Italy.
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8
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Vijay V, Karisani N, Shi L, Hung YH, Vu P, Kattel P, Kenney L, Merritt J, Adil R, Wu Q, Zhen Y, Morris R, Kreuzer J, Kathiresan M, Herrera Lopez XI, Ellis H, Gritti I, Lecorgne L, Farag I, Popa A, Shen W, Kato H, Xu Q, Balasooriya ER, Wu MJ, Chaturantabut S, Kelley RK, Cleary JM, Lawrence MS, Root D, Benes CH, Deshpande V, Juric D, Sellers WR, Ferrone CR, Haas W, Vazquez F, Getz G, Bardeesy N. Generation of a biliary tract cancer cell line atlas reveals molecular subtypes and therapeutic targets. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.04.601970. [PMID: 39026794 PMCID: PMC11257448 DOI: 10.1101/2024.07.04.601970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2024]
Abstract
Biliary tract cancers (BTCs) are a group of deadly malignancies encompassing intrahepatic and extrahepatic cholangiocarcinoma, gallbladder carcinoma, and ampullary carcinoma. Here, we present the integrative analysis of 63 BTC cell lines via multi-omics clustering and genome- scale CRISPR screens, providing a platform to illuminate BTC biology and inform therapeutic development. We identify dependencies broadly enriched in BTC compared to other cancers as well as dependencies selective to the anatomic subtypes. Notably, cholangiocarcinoma cell lines are stratified into distinct lineage subtypes based on biliary or dual biliary/hepatocyte marker signatures, associated with dependency on specific lineage survival factors. Transcriptional analysis of patient specimens demonstrates the prognostic significance of these lineage subtypes. Additionally, we delineate strategies to enhance targeted therapies or to overcome resistance in cell lines with key driver gene mutations. Furthermore, clustering based on dependencies and proteomics data elucidates unexpected functional relationships, including a BTC subgroup with partial squamous differentiation. Thus, this cell line atlas reveals potential therapeutic targets in molecularly defined BTCs, unveils biologically distinct disease subtypes, and offers a vital resource for BTC research.
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9
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Deane CD, Fischer M, Shelat AA. Bringing chemistry to medicine to redefine the undruggable. Nat Chem Biol 2024; 20:807-809. [PMID: 38609538 DOI: 10.1038/s41589-024-01598-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/14/2024]
Affiliation(s)
- Caitlin D Deane
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Marcus Fischer
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Anang A Shelat
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA.
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10
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Verma SK, Witkin KL, Sharman A, Smith MA. Targeting fusion oncoproteins in childhood cancers: challenges and future opportunities for developing therapeutics. J Natl Cancer Inst 2024; 116:1012-1018. [PMID: 38574391 PMCID: PMC11223828 DOI: 10.1093/jnci/djae075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 03/19/2024] [Accepted: 03/24/2024] [Indexed: 04/06/2024] Open
Abstract
Fusion oncoproteins are associated with childhood cancers and have proven challenging to target, aside from those that include kinases. As part of its efforts for targeting childhood cancers, the National Cancer Institute recently conducted a series on Novel Chemical Approaches for Targeting Fusion Oncoproteins. Key learnings on leading platforms and technologies that can be used to advance the development of molecular therapeutics that target fusion oncoproteins in childhood cancers are described. Recent breakthroughs in medicinal chemistry and chemical biology provide new ground and creative strategies to exploit for the development of targeted agents for improving outcomes against these recalcitrant cancers.
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Affiliation(s)
- Sharad K Verma
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Keren L Witkin
- Division of Cancer Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Anu Sharman
- Division of Cancer Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Malcolm A Smith
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
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11
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Stauffer S, Roth JS, Hernandez ER, Kowalczyk JT, Sealover NE, Hebron KE, James A, Isanogle KA, Riffle LA, Ileva L, Luo X, Chen JQ, Kedei N, Kortum RL, Lei H, Shern JF, Kalen JD, Edmondson EF, Hall MD, Difilippantonio S, Thiele CJ, Yohe ME. Preclinical Therapeutic Efficacy of RAF/MEK/ERK and IGF1R/AKT/mTOR Inhibition in Neuroblastoma. Cancers (Basel) 2024; 16:2320. [PMID: 39001383 PMCID: PMC11240493 DOI: 10.3390/cancers16132320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 06/12/2024] [Accepted: 06/22/2024] [Indexed: 07/16/2024] Open
Abstract
Activating mutations in the RAS/MAPK pathway are observed in relapsed neuroblastoma. Preclinical studies indicate that these tumors have an increased sensitivity to inhibitors of the RAS/MAPK pathway, such as MEK inhibitors. MEK inhibitors do not induce durable responses as single agents, indicating a need to identify synergistic combinations of targeted agents to provide therapeutic benefit. We previously showed preclinical therapeutic synergy between a MEK inhibitor, trametinib, and a monoclonal antibody specific for IGF1R, ganitumab in RAS-mutated rhabdomyosarcoma. Neuroblastoma cells, like rhabdomyosarcoma cells, are sensitive to the inhibition of the RAS/MAPK and IGF1R/AKT/mTOR pathways. We hypothesized that the combination of trametinib and ganitumab would be effective in RAS-mutated neuroblastoma. In this study, trametinib and ganitumab synergistically suppressed neuroblastoma cell proliferation and induced apoptosis in cell culture. We also observed a delay in tumor initiation and prolongation of survival in heterotopic and orthotopic xenograft models treated with trametinib and ganitumab. However, the growth of both primary and metastatic tumors was observed in animals receiving the combination of trametinib and ganitumab. Therefore, more preclinical work is necessary before testing this combination in patients with relapsed or refractory RAS-mutated neuroblastoma.
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Affiliation(s)
- Stacey Stauffer
- Laboratory of Cell and Developmental Signaling, Center for Cancer Research, National Cancer Institute, NIH, 8560 Progress Drive, Frederick, MD 21701, USA
| | - Jacob S Roth
- Early Translation Branch, Division of Preclinical Innovation, National Center for Advancing Translational Sciences, 9800 Medical Center Drive, Rockville, MD 20850, USA
| | - Edjay R Hernandez
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Joshua T Kowalczyk
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Nancy E Sealover
- Department of Pharmacology and Molecular Therapeutics, Uniformed Services University of the Health Services, Bethesda, MD 20814, USA
| | - Katie E Hebron
- Laboratory of Cell and Developmental Signaling, Center for Cancer Research, National Cancer Institute, NIH, 8560 Progress Drive, Frederick, MD 21701, USA
| | - Amy James
- Animal Research Technical Support, Laboratory Animal Sciences Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Kristine A Isanogle
- Animal Research Technical Support, Laboratory Animal Sciences Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Lisa A Riffle
- Small Animal Imaging Program, Laboratory Animal Sciences Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Lilia Ileva
- Small Animal Imaging Program, Laboratory Animal Sciences Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Xiaoling Luo
- Collaborative Protein Technology Resource, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Jin-Qiu Chen
- Collaborative Protein Technology Resource, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Noemi Kedei
- Collaborative Protein Technology Resource, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Robert L Kortum
- Department of Pharmacology and Molecular Therapeutics, Uniformed Services University of the Health Services, Bethesda, MD 20814, USA
| | - Haiyan Lei
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Jack F Shern
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Joseph D Kalen
- Small Animal Imaging Program, Laboratory Animal Sciences Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Elijah F Edmondson
- Molecular Histopathology Laboratory, Laboratory Animal Sciences Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Matthew D Hall
- Early Translation Branch, Division of Preclinical Innovation, National Center for Advancing Translational Sciences, 9800 Medical Center Drive, Rockville, MD 20850, USA
| | - Simone Difilippantonio
- Animal Research Technical Support, Laboratory Animal Sciences Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Carol J Thiele
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA
| | - Marielle E Yohe
- Laboratory of Cell and Developmental Signaling, Center for Cancer Research, National Cancer Institute, NIH, 8560 Progress Drive, Frederick, MD 21701, USA
- Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, 9000 Rockville Pike, Bethesda, MD 20892, USA
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12
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Ergin EK, Myung JJ, Lange PF. Statistical Testing for Protein Equivalence Identifies Core Functional Modules Conserved across 360 Cancer Cell Lines and Presents a General Approach to Investigating Biological Systems. J Proteome Res 2024; 23:2169-2185. [PMID: 38804581 PMCID: PMC11166143 DOI: 10.1021/acs.jproteome.4c00131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 05/04/2024] [Accepted: 05/17/2024] [Indexed: 05/29/2024]
Abstract
Quantitative proteomics has enhanced our capability to study protein dynamics and their involvement in disease using various techniques, including statistical testing, to discern the significant differences between conditions. While most focus is on what is different between conditions, exploring similarities can provide valuable insights. However, exploring similarities directly from the analyte level, such as proteins, genes, or metabolites, is not a standard practice and is not widely adopted. In this study, we propose a statistical framework called QuEStVar (Quantitative Exploration of Stability and Variability through statistical hypothesis testing), enabling the exploration of quantitative stability and variability of features with a combined statistical framework. QuEStVar utilizes differential and equivalence testing to expand statistical classifications of analytes when comparing conditions. We applied our method to an extensive data set of cancer cell lines and revealed a quantitatively stable core proteome across diverse tissues and cancer subtypes. The functional analysis of this set of proteins highlighted the molecular mechanism of cancer cells to maintain constant conditions of the tumorigenic environment via biological processes, including transcription, translation, and nucleocytoplasmic transport.
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Affiliation(s)
- Enes K. Ergin
- Department
of Pathology, University of British Columbia, Vancouver, British Columbia V6T 1Z7, Canada
- Michael
Cuccione Childhood Cancer Research Program, BC Children’s Hospital Research Institute, Vancouver, British Columbia V5Z 2H4, Canada
| | - Junia J.K. Myung
- Department
of Pathology, University of British Columbia, Vancouver, British Columbia V6T 1Z7, Canada
- Michael
Cuccione Childhood Cancer Research Program, BC Children’s Hospital Research Institute, Vancouver, British Columbia V5Z 2H4, Canada
| | - Philipp F. Lange
- Department
of Pathology, University of British Columbia, Vancouver, British Columbia V6T 1Z7, Canada
- Michael
Cuccione Childhood Cancer Research Program, BC Children’s Hospital Research Institute, Vancouver, British Columbia V5Z 2H4, Canada
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13
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Chen X, Yang W, Roberts CWM, Zhang J. Developmental origins shape the paediatric cancer genome. Nat Rev Cancer 2024; 24:382-398. [PMID: 38698126 DOI: 10.1038/s41568-024-00684-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/18/2024] [Indexed: 05/05/2024]
Abstract
In the past two decades, technological advances have brought unprecedented insights into the paediatric cancer genome revealing characteristics distinct from those of adult cancer. Originating from developing tissues, paediatric cancers generally have low mutation burden and are driven by variants that disrupt the transcriptional activity, chromatin state, non-coding cis-regulatory regions and other biological functions. Within each tumour, there are multiple populations of cells with varying states, and the lineages of some can be tracked to their fetal origins. Genome-wide genetic screening has identified vulnerabilities associated with both the cell of origin and transcription deregulation in paediatric cancer, which have become a valuable resource for designing new therapeutic approaches including those for small molecules, immunotherapy and targeted protein degradation. In this Review, we present recent findings on these facets of paediatric cancer from a pan-cancer perspective and provide an outlook on future investigations.
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Affiliation(s)
- Xiaolong Chen
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wentao Yang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Charles W M Roberts
- Comprehensive Cancer Center, St Jude Children's Research Hospital, Memphis, TN, USA
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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14
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Mabe NW, Perry JA, Malone CF, Stegmaier K. Pharmacological targeting of the cancer epigenome. NATURE CANCER 2024; 5:844-865. [PMID: 38937652 DOI: 10.1038/s43018-024-00777-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Accepted: 04/19/2024] [Indexed: 06/29/2024]
Abstract
Epigenetic dysregulation is increasingly appreciated as a hallmark of cancer, including disease initiation, maintenance and therapy resistance. As a result, there have been advances in the development and evaluation of epigenetic therapies for cancer, revealing substantial promise but also challenges. Three epigenetic inhibitor classes are approved in the USA, and many more are currently undergoing clinical investigation. In this Review, we discuss recent developments for each epigenetic drug class and their implications for therapy, as well as highlight new insights into the role of epigenetics in cancer.
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Affiliation(s)
- Nathaniel W Mabe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jennifer A Perry
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Clare F Malone
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- 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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15
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Fang J, Singh S, Wells B, Wu Q, Jin H, Janke LJ, Wan S, Steele JA, Connelly JP, Murphy AJ, Wang R, Davidoff AM, Ashcroft M, Pruett-Miller SM, Yang J. The context-dependent epigenetic and organogenesis programs determine 3D vs. 2D cellular fitness of MYC-driven cancer. RESEARCH SQUARE 2024:rs.3.rs-4390765. [PMID: 38853928 PMCID: PMC11160912 DOI: 10.21203/rs.3.rs-4390765/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
3D cellular-specific epigenetic and transcriptomic reprogramming is critical to organogenesis and tumorigenesis. Here we dissect the distinct cell fitness in 2D (normoxia vs. chronic hypoxia) vs 3D (normoxia) culture conditions. We identify over 600 shared essential genes and additional context-specific fitness genes and pathways. Knockout of the VHL-HIF1 pathway results in incompatible fitness defects under normoxia vs. 1% oxygen or 3D culture conditions. Moreover, deletion of each of the mitochondrial respiratory electron transport chain complex has distinct fitness outcomes. Notably, multicellular organogenesis signaling pathways including TGFβ-SMAD specifically constrict the uncontrolled cell proliferation in 3D while inactivation of epigenetic modifiers (Bcor, Kmt2d, Mettl3 and Mettl14) has opposite outcomes in 2D vs. 3D. We further identify a 3D-dependent synthetic lethality with partial loss of Prmt5 due to a reduction of Mtap expression resulting from 3D-specific epigenetic reprogramming. Our study highlights unique epigenetic, metabolic and organogenesis signaling dependencies under different cellular settings.
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Affiliation(s)
- Jie Fang
- Department of Surgery, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Shivendra Singh
- Department of Surgery, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Brennan Wells
- Department of Surgery, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Qiong Wu
- Department of Surgery, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Hongjian Jin
- Center for Applied Bioinformatics, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Laura J. Janke
- Department of Pathology and Division of Comparative Pathology, St. Jude Children’s Research Hospital, TN 38105, USA
| | - Shibiao Wan
- Bioinformatics and Systems Biology Core and Department of Genetics, Cell Biology and Anatomy University of Nebraska Medical Center, Omaha, NE 68198-5805, USA
| | - Jacob A. Steele
- Department of Cell and Molecular Biology, Center for Advanced Genome Engineering, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Jon P. Connelly
- Department of Cell and Molecular Biology, Center for Advanced Genome Engineering, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Andrew J. Murphy
- Department of Surgery, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Ruoning Wang
- Center for Childhood Cancer Research, Hematology/Oncology & BMT, Abigail Wexner Research Institute at Nationwide Children’s Hospital, Department of Pediatrics at The Ohio State University, Columbus, OH 43025, USA
| | - Andrew M. Davidoff
- Department of Surgery, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
- St Jude Graduate School of Biomedical Sciences, St Jude Children’s Research Hospital, TN 38105
- Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science Center, 930 Madison Ave, Suite 500, Memphis, TN 38163, USA
| | - Margaret Ashcroft
- Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, United Kingdom
| | - Shondra M. Pruett-Miller
- Department of Cell and Molecular Biology, Center for Advanced Genome Engineering, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Jun Yang
- Department of Surgery, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
- St Jude Graduate School of Biomedical Sciences, St Jude Children’s Research Hospital, TN 38105
- Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science Center, 930 Madison Ave, Suite 500, Memphis, TN 38163, USA
- College of Graduate Health Sciences, University of Tennessee Health Science Center, Memphis, TN 38163, USA
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16
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Moaveni AK, Amiri M, Shademan B, Farhadi A, Behroozi J, Nourazarian A. Advances and challenges in gene therapy strategies for pediatric cancer: a comprehensive update. Front Mol Biosci 2024; 11:1382190. [PMID: 38836106 PMCID: PMC11149429 DOI: 10.3389/fmolb.2024.1382190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 03/27/2024] [Indexed: 06/06/2024] Open
Abstract
Pediatric cancers represent a tragic but also promising area for gene therapy. Although conventional treatments have improved survival rates, there is still a need for targeted and less toxic interventions. This article critically analyzes recent advances in gene therapy for pediatric malignancies and discusses the challenges that remain. We explore the innovative vectors and delivery systems that have emerged, such as adeno-associated viruses and non-viral platforms, which show promise in addressing the unique pathophysiology of pediatric tumors. Specifically, we examine the field of chimeric antigen receptor (CAR) T-cell therapies and their adaptation for solid tumors, which historically have been more challenging to treat than hematologic malignancies. We also discuss the genetic and epigenetic complexities inherent to pediatric cancers, such as tumor heterogeneity and the dynamic tumor microenvironment, which pose significant hurdles for gene therapy. Ethical considerations specific to pediatric populations, including consent and long-term follow-up, are also analyzed. Additionally, we scrutinize the translation of research from preclinical models that often fail to mimic pediatric cancer biology to the regulatory landscapes that can either support or hinder innovation. In summary, this article provides an up-to-date overview of gene therapy in pediatric oncology, highlighting both the rapid scientific progress and the substantial obstacles that need to be addressed. Through this lens, we propose a roadmap for future research that prioritizes the safety, efficacy, and complex ethical considerations involved in treating pediatric patients. Our ultimate goal is to move from incremental advancements to transformative therapies.
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Affiliation(s)
- Amir Kian Moaveni
- Pediatric Urology and Regenerative Medicine Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Maryam Amiri
- Pediatric Urology and Regenerative Medicine Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Behrouz Shademan
- Stem Cell Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Arezoo Farhadi
- Department of Genetics and Molecular Medicine, School of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Javad Behroozi
- Department of Cell and Molecular Biology, Faculty of Biological Sciences, Kharazmi University, Tehran, Iran
| | - Alireza Nourazarian
- Department of Basic Medical Sciences, Khoy University of Medical Sciences, Khoy, Iran
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17
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Tam YB, Low K, Ps H, Chadha M, Burns J, Wilding CP, Arthur A, Chen TW, Thway K, Sadanandam A, Jones RL, Huang PH. Proteomic features of soft tissue tumours in adolescents and young adults. COMMUNICATIONS MEDICINE 2024; 4:93. [PMID: 38762630 PMCID: PMC11102500 DOI: 10.1038/s43856-024-00522-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 05/07/2024] [Indexed: 05/20/2024] Open
Abstract
BACKGROUND Adolescents and young adult (AYA) patients with soft tissue tumours including sarcomas are an underserved group with disparities in treatment outcomes. METHODS To define the molecular features between AYA and older adult (OA) patients, we analysed the proteomic profiles of a large cohort of soft tissue tumours across 10 histological subtypes (AYA n = 66, OA n = 243), and also analysed publicly available functional genomic data from soft tissue tumour cell lines (AYA n = 5, OA n = 8). RESULTS Biological hallmarks analysis demonstrates that OA tumours are significantly enriched in MYC targets compared to AYA tumours. By comparing the patient-level proteomic data with functional genomic profiles from sarcoma cell lines, we show that the mRNA splicing pathway is an intrinsic vulnerability in cell lines from OA patients and that components of the spliceosome complex are independent prognostic factors for metastasis free survival in AYA patients. CONCLUSIONS Our study highlights the importance of performing age-specific molecular profiling studies to identify risk stratification tools and targeted agents tailored for the clinical management of AYA patients.
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Affiliation(s)
- Yuen Bun Tam
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Kaan Low
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Hari Ps
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Madhumeeta Chadha
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Jessica Burns
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Christopher P Wilding
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Amani Arthur
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Tom W Chen
- Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan
- Graduate Institute of Oncology, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Khin Thway
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
- The Royal Marsden NHS Foundation Trust, London, United Kingdom
| | - Anguraj Sadanandam
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Robin L Jones
- The Royal Marsden NHS Foundation Trust, London, United Kingdom
- Division of Clinical Studies, The Institute of Cancer Research, London, United Kingdom
| | - Paul H Huang
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom.
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18
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Shendy NAM, Bikowitz M, Sigua LH, Zhang Y, Mercier A, Khashana Y, Nance S, Liu Q, Delahunty IM, Robinson S, Goel V, Rees MG, Ronan MA, Wang T, Kocak M, Roth JA, Wang Y, Freeman BB, Orr BA, Abraham BJ, Roussel MF, Schonbrunn E, Qi J, Durbin AD. Group 3 medulloblastoma transcriptional networks collapse under domain specific EP300/CBP inhibition. Nat Commun 2024; 15:3483. [PMID: 38664416 PMCID: PMC11045757 DOI: 10.1038/s41467-024-47102-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 03/14/2024] [Indexed: 04/28/2024] Open
Abstract
Chemical discovery efforts commonly target individual protein domains. Many proteins, including the EP300/CBP histone acetyltransferases (HATs), contain several targetable domains. EP300/CBP are critical gene-regulatory targets in cancer, with existing high potency inhibitors of either the catalytic HAT domain or protein-binding bromodomain (BRD). A domain-specific inhibitory approach to multidomain-containing proteins may identify exceptional-responding tumor types, thereby expanding a therapeutic index. Here, we discover that targeting EP300/CBP using the domain-specific inhibitors, A485 (HAT) or CCS1477 (BRD) have different effects in select tumor types. Group 3 medulloblastoma (G3MB) cells are especially sensitive to BRD, compared with HAT inhibition. Structurally, these effects are mediated by the difluorophenyl group in the catalytic core of CCS1477. Mechanistically, bromodomain inhibition causes rapid disruption of genetic dependency networks that are required for G3MB growth. These studies provide a domain-specific structural foundation for drug discovery efforts targeting EP300/CBP and identify a selective role for the EP300/CBP bromodomain in maintaining genetic dependency networks in G3MB.
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Affiliation(s)
- Noha A M Shendy
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Melissa Bikowitz
- Drug Discovery Department, Moffitt Cancer Center, Tampa, FL, USA
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Logan H Sigua
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Yang Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Audrey Mercier
- Tumor Cell Biology Department, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yousef Khashana
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Stephanie Nance
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Qi Liu
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Ian M Delahunty
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sarah Robinson
- Tumor Cell Biology Department, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Vanshita Goel
- Tumor Cell Biology Department, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Matthew G Rees
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Tingjian Wang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Mustafa Kocak
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Yingzhe Wang
- Preclinical Pharmacokinetics Shared Resource, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Burgess B Freeman
- Preclinical Pharmacokinetics Shared Resource, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Brent A Orr
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Brian J Abraham
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Martine F Roussel
- Tumor Cell Biology Department, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ernst Schonbrunn
- Drug Discovery Department, Moffitt Cancer Center, Tampa, FL, USA.
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA.
| | - Jun Qi
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
| | - Adam D Durbin
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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19
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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] [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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20
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Lee WG, Kim ES. Precision Oncology in Pediatric Cancer Surgery. Surg Oncol Clin N Am 2024; 33:409-446. [PMID: 38401917 DOI: 10.1016/j.soc.2023.12.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2024]
Abstract
Pediatric precision oncology has provided a greater understanding of the wide range of molecular alterations in difficult-to-treat or rare tumors with the aims of increasing survival as well as decreasing toxicity and morbidity from current cytotoxic therapies. In this article, the authors discuss the current state of pediatric precision oncology which has increased access to novel targeted therapies while also providing a framework for clinical implementation in this unique population. The authors evaluate the targetable mutations currently under investigation-with a focus on pediatric solid tumors-and discuss the key surgical implications associated with novel targeted therapies.
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Affiliation(s)
- William G Lee
- Department of Surgery, Cedars-Sinai Medical Center, 116 North Robertson Boulevard, Suite PACT 700, Los Angeles, CA 90048, USA. https://twitter.com/william_ghh_lee
| | - Eugene S Kim
- Division of Pediatric Surgery, Department of Surgery, Cedars-Sinai Medical Center, 116 North Robertson Boulevard, Suite PACT 700, Los Angeles, CA 90048, USA.
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21
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Charlab R, Leong R, Shord SS, Reaman GH. Pediatric Cancer Drug Development: Leveraging Insights in Cancer Biology and the Evolving Regulatory Landscape to Address Challenges and Guide Further Progress. Cold Spring Harb Perspect Med 2024; 14:a041656. [PMID: 38467448 PMCID: PMC10982696 DOI: 10.1101/cshperspect.a041656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/13/2024]
Abstract
The discovery and development of anticancer drugs for pediatric patients have historically languished when compared to both past and recent activity in drug development for adult patients, notably the dramatic spike of targeted and immune-oncology therapies. The reasons for this difference are multifactorial. Recent changes in the regulatory landscape surrounding pediatric cancer drug development and the understanding that some pediatric cancers are driven by genetic perturbations that also drive disparate adult cancers afford new opportunities. The unique cancer-initiating events and dependencies of many pediatric cancers, however, require additional pediatric-specific strategies. Research efforts to unravel the underlying biology of pediatric cancers, innovative clinical trial designs, model-informed drug development, extrapolation from adult data, addressing the unique considerations in pediatric patients, and use of pediatric appropriate formulations, should all be considered for efficient development and dosage optimization of anticancer drugs for pediatric patients.
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Affiliation(s)
- Rosane Charlab
- Office of Clinical Pharmacology, Office of Translational Sciences, U.S. Food and Drug Administration, Silver Spring, Maryland 20993, USA
| | - Ruby Leong
- Office of Clinical Pharmacology, Office of Translational Sciences, U.S. Food and Drug Administration, Silver Spring, Maryland 20993, USA
| | - Stacy S Shord
- Office of Clinical Pharmacology, Office of Translational Sciences, U.S. Food and Drug Administration, Silver Spring, Maryland 20993, USA
| | - Gregory H Reaman
- Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, Maryland 20892, USA
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22
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Radko-Juettner S, Yue H, Myers JA, Carter RD, Robertson AN, Mittal P, Zhu Z, Hansen BS, Donovan KA, Hunkeler M, Rosikiewicz W, Wu Z, McReynolds MG, Roy Burman SS, Schmoker AM, Mageed N, Brown SA, Mobley RJ, Partridge JF, Stewart EA, Pruett-Miller SM, Nabet B, Peng J, Gray NS, Fischer ES, Roberts CWM. Targeting DCAF5 suppresses SMARCB1-mutant cancer by stabilizing SWI/SNF. Nature 2024; 628:442-449. [PMID: 38538798 PMCID: PMC11184678 DOI: 10.1038/s41586-024-07250-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 02/28/2024] [Indexed: 04/06/2024]
Abstract
Whereas oncogenes can potentially be inhibited with small molecules, the loss of tumour suppressors is more common and is problematic because the tumour-suppressor proteins are no longer present to be targeted. Notable examples include SMARCB1-mutant cancers, which are highly lethal malignancies driven by the inactivation of a subunit of SWI/SNF (also known as BAF) chromatin-remodelling complexes. Here, to generate mechanistic insights into the consequences of SMARCB1 mutation and to identify vulnerabilities, we contributed 14 SMARCB1-mutant cell lines to a near genome-wide CRISPR screen as part of the Cancer Dependency Map Project1-3. We report that the little-studied gene DDB1-CUL4-associated factor 5 (DCAF5) is required for the survival of SMARCB1-mutant cancers. We show that DCAF5 has a quality-control function for SWI/SNF complexes and promotes the degradation of incompletely assembled SWI/SNF complexes in the absence of SMARCB1. After depletion of DCAF5, SMARCB1-deficient SWI/SNF complexes reaccumulate, bind to target loci and restore SWI/SNF-mediated gene expression to levels that are sufficient to reverse the cancer state, including in vivo. Consequently, cancer results not from the loss of SMARCB1 function per se, but rather from DCAF5-mediated degradation of SWI/SNF complexes. These data indicate that therapeutic targeting of ubiquitin-mediated quality-control factors may effectively reverse the malignant state of some cancers driven by disruption of tumour suppressor complexes.
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Affiliation(s)
- Sandi Radko-Juettner
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
- St Jude Graduate School of Biomedical Sciences, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Hong Yue
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Jacquelyn A Myers
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Raymond D Carter
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Alexis N Robertson
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Priya Mittal
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Zhexin Zhu
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Baranda S Hansen
- Department of Cell and Molecular Biology, St Jude Children's Research Hospital, Memphis, TN, USA
- The Center for Advanced Genome Engineering, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Katherine A Donovan
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Moritz Hunkeler
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Wojciech Rosikiewicz
- Center for Applied Bioinformatics, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Zhiping Wu
- Department of Structural Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Meghan G McReynolds
- Department of Structural Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Shourya S Roy Burman
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Anna M Schmoker
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Nada Mageed
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Scott A Brown
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Robert J Mobley
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Janet F Partridge
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Elizabeth A Stewart
- Department of Developmental Neurobiology, St Jude Children's Research Hospital, Memphis, TN, USA
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
- Cancer Center, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Shondra M Pruett-Miller
- Department of Cell and Molecular Biology, St Jude Children's Research Hospital, Memphis, TN, USA
- The Center for Advanced Genome Engineering, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Behnam Nabet
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Junmin Peng
- Department of Structural Biology, St Jude Children's Research Hospital, Memphis, TN, USA
- Department of Developmental Neurobiology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Nathanael S Gray
- Department of Chemical and Systems Biology, ChEM-H, Stanford Cancer Institute, Stanford Medicine, Stanford, CA, USA
| | - Eric S Fischer
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA.
| | - Charles W M Roberts
- Division of Molecular Oncology, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA.
- Cancer Center, St Jude Children's Research Hospital, Memphis, TN, USA.
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23
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Singh S, Fang J, Jin H, Van de Velde LA, Wu Q, Cortes A, Morton CL, Woolard MA, Quarni W, Steele JA, Connelly JP, He L, Thorne R, Turner G, Confer T, Johnson M, Caufield WV, Freeman BB, Lockey T, Pruett-Miller SM, Wang R, Davidoff AM, Thomas PG, Yang J. RBM39 degrader invigorates natural killer cells to eradicate neuroblastoma despite cancer cell plasticity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.21.586157. [PMID: 38585889 PMCID: PMC10996557 DOI: 10.1101/2024.03.21.586157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Abstract
The cellular plasticity of neuroblastoma is defined by a mixture of two major cell states, adrenergic (ADRN) and mesenchymal (MES), which may contribute to therapy resistance. However, how neuroblastoma cells switch cellular states during therapy remains largely unknown and how to eradicate neuroblastoma regardless of their cell states is a clinical challenge. To better understand the lineage switch of neuroblastoma in chemoresistance, we comprehensively defined the transcriptomic and epigenetic map of ADRN and MES types of neuroblastomas using human and murine models treated with indisulam, a selective RBM39 degrader. We showed that cancer cells not only undergo a bidirectional switch between ADRN and MES states, but also acquire additional cellular states, reminiscent of the developmental pliancy of neural crest cells. The lineage alterations are coupled with epigenetic reprogramming and dependency switch of lineage-specific transcription factors, epigenetic modifiers and targetable kinases. Through targeting RNA splicing, indisulam induces an inflammatory tumor microenvironment and enhances anticancer activity of natural killer cells. The combination of indisulam with anti-GD2 immunotherapy results in a durable, complete response in high-risk transgenic neuroblastoma models, providing an innovative, rational therapeutic approach to eradicate tumor cells regardless of their potential to switch cell states.
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24
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Abu-Zaid A, Fang J, Jin H, Singh S, Pichavaram P, Wu Q, Tillman H, Janke L, Rosikiewicz W, Xu B, Van De Velde LA, Guo Y, Li Y, Shendy NAM, Delahunty IM, Rankovic Z, Chen T, Chen X, Freeman KW, Hatley ME, Durbin AD, Murray PJ, Murphy AJ, Thomas PG, Davidoff AM, Yang J. Histone lysine demethylase 4 family proteins maintain the transcriptional program and adrenergic cellular state of MYCN-amplified neuroblastoma. Cell Rep Med 2024; 5:101468. [PMID: 38508144 PMCID: PMC10983111 DOI: 10.1016/j.xcrm.2024.101468] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 12/21/2023] [Accepted: 02/20/2024] [Indexed: 03/22/2024]
Abstract
Neuroblastoma with MYCN amplification (MNA) is a high-risk disease that has a poor survival rate. Neuroblastoma displays cellular heterogeneity, including more differentiated (adrenergic) and more primitive (mesenchymal) cellular states. Here, we demonstrate that MYCN oncoprotein promotes a cellular state switch in mesenchymal cells to an adrenergic state, accompanied by induction of histone lysine demethylase 4 family members (KDM4A-C) that act in concert to control the expression of MYCN and adrenergic core regulatory circulatory (CRC) transcription factors. Pharmacologic inhibition of KDM4 blocks expression of MYCN and the adrenergic CRC transcriptome with genome-wide induction of transcriptionally repressive H3K9me3, resulting in potent anticancer activity against neuroblastomas with MNA by inducing neuroblastic differentiation and apoptosis. Furthermore, a short-term KDM4 inhibition in combination with conventional, cytotoxic chemotherapy results in complete tumor responses of xenografts with MNA. Thus, KDM4 blockade may serve as a transformative strategy to target the adrenergic CRC dependencies in MNA neuroblastomas.
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Affiliation(s)
- Ahmed Abu-Zaid
- Department of Surgery, St Jude Children's Research Hospital, Memphis, TN 38105, USA; College of Graduate Health Sciences, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Jie Fang
- Department of Surgery, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Hongjian Jin
- Center for Applied Bioinformatics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Shivendra Singh
- Department of Surgery, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | | | - Qiong Wu
- Department of Surgery, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Heather Tillman
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Laura Janke
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Wojciech Rosikiewicz
- Center for Applied Bioinformatics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Beisi Xu
- Center for Applied Bioinformatics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Lee-Ann Van De Velde
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Yian Guo
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Yimei Li
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Noha A M Shendy
- Department of Molecular Oncology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Ian M Delahunty
- Department of Molecular Oncology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Zoran Rankovic
- Department of Chemical Biology and Therapeutics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Taosheng Chen
- Department of Chemical Biology and Therapeutics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Xiang Chen
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Kevin W Freeman
- Genetics, Genomics & Informatics, The University of Tennessee Health Science Center, Memphis, TN 38103, USA
| | - Mark E Hatley
- Department of Molecular Oncology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Adam D Durbin
- Department of Molecular Oncology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Peter J Murray
- Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152 Martinsried, Germany
| | - Andrew J Murphy
- Department of Surgery, St Jude Children's Research Hospital, Memphis, TN 38105, USA; Division of Pediatric Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, TN 38105, USA
| | - Paul G Thomas
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Andrew M Davidoff
- Department of Surgery, St Jude Children's Research Hospital, Memphis, TN 38105, USA; Division of Pediatric Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, TN 38105, USA; St Jude Graduate School of Biomedical Sciences, St Jude Children's Research Hospital, Memphis, TN 38105, USA; Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science Center, 930 Madison Avenue, Suite 500, Memphis, TN 38163, USA
| | - Jun Yang
- Department of Surgery, St Jude Children's Research Hospital, Memphis, TN 38105, USA; St Jude Graduate School of Biomedical Sciences, St Jude Children's Research Hospital, Memphis, TN 38105, USA; Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science Center, 930 Madison Avenue, Suite 500, Memphis, TN 38163, USA; College of Graduate Health Sciences, University of Tennessee Health Science Center, Memphis, TN, USA.
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25
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Prutsch N, He S, Berezovskaya A, Durbin AD, Dharia NV, Maher KA, Matthews JD, Hare L, Turner SD, Stegmaier K, Kenner L, Merkel O, Look AT, Abraham BJ, Zimmerman MW. STAT3 couples activated tyrosine kinase signaling to the oncogenic core transcriptional regulatory circuitry of anaplastic large cell lymphoma. Cell Rep Med 2024; 5:101472. [PMID: 38508140 PMCID: PMC10983107 DOI: 10.1016/j.xcrm.2024.101472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 12/01/2023] [Accepted: 02/20/2024] [Indexed: 03/22/2024]
Abstract
Anaplastic large cell lymphoma (ALCL) is an aggressive, CD30+ T cell lymphoma of children and adults. ALK fusion transcripts or mutations in the JAK-STAT pathway are observed in most ALCL tumors, but the mechanisms underlying tumorigenesis are not fully understood. Here, we show that dysregulated STAT3 in ALCL cooccupies enhancers with master transcription factors BATF3, IRF4, and IKZF1 to form a core regulatory circuit that establishes and maintains the malignant cell state in ALCL. Critical downstream targets of this network in ALCL cells include the protooncogene MYC, which requires active STAT3 to facilitate high levels of MYC transcription. The core autoregulatory transcriptional circuitry activity is reinforced by MYC binding to the enhancer regions associated with STAT3 and each of the core regulatory transcription factors. Thus, activation of STAT3 provides the crucial link between aberrant tyrosine kinase signaling and the core transcriptional machinery that drives tumorigenesis and creates therapeutic vulnerabilities in ALCL.
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Affiliation(s)
- Nicole Prutsch
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA
| | - Shuning He
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA
| | - Alla Berezovskaya
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA
| | - Adam D Durbin
- Division of Molecular Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA; Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA 02141, USA
| | - Kelsey A Maher
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Jamie D Matthews
- Division of Cellular and Molecular Pathology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Lucy Hare
- Division of Cellular and Molecular Pathology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK; Department of Pediatric Oncology and Hematology, Addenbrooke's Hospital, Cambridge, UK
| | - Suzanne D Turner
- Division of Cellular and Molecular Pathology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK; Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA; Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA 02141, USA
| | - Lukas Kenner
- Department of Pathology, Unit of Experimental and Laboratory Animal Pathology, Medical University of Vienna, Vienna, Austria
| | - Olaf Merkel
- Department of Pathology, Unit of Experimental and Laboratory Animal Pathology, Medical University of Vienna, Vienna, Austria
| | - A Thomas Look
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA.
| | - Brian J Abraham
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
| | - Mark W Zimmerman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA.
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26
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Fallon I, Hernando H, Almacellas-Rabaiget O, Marti-Fuster B, Spadoni C, Bigner DD, Méndez E. Development of a high-throughput screening platform to identify new therapeutic agents for Medulloblastoma Group 3. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2024; 29:100147. [PMID: 38355016 DOI: 10.1016/j.slasd.2024.100147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Revised: 01/29/2024] [Accepted: 02/08/2024] [Indexed: 02/16/2024]
Abstract
Pediatric brain tumors (PBTs) represent about 25 % of all pediatric cancers and are the most common solid tumors in children and adolescents. Medulloblastoma (MB) is the most frequently occurring malignant PBT, accounting for almost 10 % of all pediatric cancer deaths. MB Group 3 (MB G3) accounts for 25-30 % of all MB cases and has the worst outcome, particularly when associated with MYC amplification. However, no targeted treatments for this group have been developed so far. Here we describe a unique high throughput screening (HTS) platform specifically designed to identify new therapies for MB G3. The platform incorporates optimized and validated 2D and 3D efficacy and toxicity models, that account for tumor heterogenicity, limited efficacy and unacceptable toxicity from the very early stage of drug discovery. The platform has been validated by conducting a pilot HTS campaign with a 1280 lead-like compound library. Results showed 8 active compounds, targeting MB reported targets and several are currently approved or in clinical trials for pediatric patients with PBTs, including MB. Moreover, hits were combined to avoid tumor resistance, identifying 3 synergistic pairs, one of which is currently under clinical study for recurrent MB and other PBTs.
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Affiliation(s)
- Inés Fallon
- Oncoheroes Biosciences S.L., Barcelona, Spain; Grup d'Enginyeria de Materials, Institut Químic de Sarrià, Universitat Ramon Llull, Barcelona, 08017, Spain
| | | | | | | | | | - Darell D Bigner
- Department of Neurosurgery, Duke University, Durham, NC, USA
| | - Eva Méndez
- Oncoheroes Biosciences S.L., Barcelona, Spain.
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27
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Pacini C, Duncan E, Gonçalves E, Gilbert J, Bhosle S, Horswell S, Karakoc E, Lightfoot H, Curry E, Muyas F, Bouaboula M, Pedamallu CS, Cortes-Ciriano I, Behan FM, Zalmas LP, Barthorpe A, Francies H, Rowley S, Pollard J, Beltrao P, Parts L, Iorio F, Garnett MJ. A comprehensive clinically informed map of dependencies in cancer cells and framework for target prioritization. Cancer Cell 2024; 42:301-316.e9. [PMID: 38215750 DOI: 10.1016/j.ccell.2023.12.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Revised: 10/20/2023] [Accepted: 12/15/2023] [Indexed: 01/14/2024]
Abstract
Genetic screens in cancer cell lines inform gene function and drug discovery. More comprehensive screen datasets with multi-omics data are needed to enhance opportunities to functionally map genetic vulnerabilities. Here, we construct a second-generation map of cancer dependencies by annotating 930 cancer cell lines with multi-omic data and analyze relationships between molecular markers and cancer dependencies derived from CRISPR-Cas9 screens. We identify dependency-associated gene expression markers beyond driver genes, and observe many gene addiction relationships driven by gain of function rather than synthetic lethal effects. By combining clinically informed dependency-marker associations with protein-protein interaction networks, we identify 370 anti-cancer priority targets for 27 cancer types, many of which have network-based evidence of a functional link with a marker in a cancer type. Mapping these targets to sequenced tumor cohorts identifies tractable targets in different cancer types. This target prioritization map enhances understanding of gene dependencies and identifies candidate anti-cancer targets for drug development.
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Affiliation(s)
- Clare Pacini
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Emma Duncan
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Emanuel Gonçalves
- Instituto Superior Técnico (IST), Universidade de Lisboa, 1049-001 Lisboa, Portugal; INESC-ID, 1000-029 Lisboa, Portugal
| | - James Gilbert
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Shriram Bhosle
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Stuart Horswell
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Emre Karakoc
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Howard Lightfoot
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Ed Curry
- Genome Biology, Genomic Sciences, GSK, Stevenage, UK
| | - Francesc Muyas
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge CB10 1SD, UK
| | | | | | - Isidro Cortes-Ciriano
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge CB10 1SD, UK
| | - Fiona M Behan
- Genome Biology, Genomic Sciences, GSK, Stevenage, UK
| | - Lykourgos-Panagiotis Zalmas
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Andrew Barthorpe
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Hayley Francies
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Genome Biology, Genomic Sciences, GSK, Stevenage, UK
| | - Steve Rowley
- Sanofi Research and Development, Cambridge, MA, USA
| | - Jack Pollard
- Sanofi Research and Development, Cambridge, MA, USA
| | - Pedro Beltrao
- Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge CB10 1SD, UK
| | - Leopold Parts
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Francesco Iorio
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Human Technopole, V.le Rita Levi-Montalcini, 1, 20157 Milano, Italy.
| | - Mathew J Garnett
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Open Targets, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.
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28
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Ortiz MV, Glade Bender JL. Delays in Pediatric Evaluation of New and Relevant Cancer Therapies. J Pediatr 2024; 265:113826. [PMID: 37977329 DOI: 10.1016/j.jpeds.2023.113826] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 11/10/2023] [Indexed: 11/19/2023]
Affiliation(s)
- Michael V Ortiz
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, NY
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29
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Searcy MB, Larsen RK, Stevens BT, Zhang Y, Jin H, Drummond CJ, Langdon CG, Gadek KE, Vuong K, Reed KB, Garcia MR, Xu B, Kimbrough DW, Adkins GE, Djekidel N, Porter SN, Schreiner PA, Pruett-Miller SM, Abraham BJ, Rehg JE, Hatley ME. PAX3-FOXO1 dictates myogenic reprogramming and rhabdomyosarcoma identity in endothelial progenitors. Nat Commun 2023; 14:7291. [PMID: 37968277 PMCID: PMC10651858 DOI: 10.1038/s41467-023-43044-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 10/27/2023] [Indexed: 11/17/2023] Open
Abstract
Fusion-positive rhabdomyosarcoma (FP-RMS) driven by the expression of the PAX3-FOXO1 (P3F) fusion oncoprotein is an aggressive subtype of pediatric rhabdomyosarcoma. FP-RMS histologically resembles developing muscle yet occurs throughout the body in areas devoid of skeletal muscle highlighting that FP-RMS is not derived from an exclusively myogenic cell of origin. Here we demonstrate that P3F reprograms mouse and human endothelial progenitors to FP-RMS. We show that P3F expression in aP2-Cre expressing cells reprograms endothelial progenitors to functional myogenic stem cells capable of regenerating injured muscle fibers. Further, we describe a FP-RMS mouse model driven by P3F expression and Cdkn2a loss in endothelial cells. Additionally, we show that P3F expression in TP53-null human iPSCs blocks endothelial-directed differentiation and guides cells to become myogenic cells that form FP-RMS tumors in immunocompromised mice. Together these findings demonstrate that FP-RMS can originate from aberrant development of non-myogenic cells driven by P3F.
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Affiliation(s)
- Madeline B Searcy
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- St. Jude Graduate School of Biomedical Sciences, Memphis, TN, 38105, USA
| | - Randolph K Larsen
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- St. Jude Graduate School of Biomedical Sciences, Memphis, TN, 38105, USA
| | - Bradley T Stevens
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- St. Jude Graduate School of Biomedical Sciences, Memphis, TN, 38105, USA
| | - Yang Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Hongjian Jin
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Catherine J Drummond
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Casey G Langdon
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Katherine E Gadek
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Kyna Vuong
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Kristin B Reed
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Matthew R Garcia
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Beisi Xu
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Darden W Kimbrough
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- Rhodes College, Memphis, TN, 38112, USA
| | - Grace E Adkins
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- St. Jude Graduate School of Biomedical Sciences, Memphis, TN, 38105, USA
| | - Nadhir Djekidel
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Shaina N Porter
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Patrick A Schreiner
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Shondra M Pruett-Miller
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Brian J Abraham
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jerold E Rehg
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Mark E Hatley
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
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30
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Lee HM, Wright WC, Pan M, Low J, Currier D, Fang J, Singh S, Nance S, Delahunty I, Kim Y, Chapple RH, Zhang Y, Liu X, Steele JA, Qi J, Pruett-Miller SM, Easton J, Chen T, Yang J, Durbin AD, Geeleher P. A CRISPR-drug perturbational map for identifying compounds to combine with commonly used chemotherapeutics. Nat Commun 2023; 14:7332. [PMID: 37957169 PMCID: PMC10643606 DOI: 10.1038/s41467-023-43134-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 11/01/2023] [Indexed: 11/15/2023] Open
Abstract
Combination chemotherapy is crucial for successfully treating cancer. However, the enormous number of possible drug combinations means discovering safe and effective combinations remains a significant challenge. To improve this process, we conduct large-scale targeted CRISPR knockout screens in drug-treated cells, creating a genetic map of druggable genes that sensitize cells to commonly used chemotherapeutics. We prioritize neuroblastoma, the most common extracranial pediatric solid tumor, where ~50% of high-risk patients do not survive. Our screen examines all druggable gene knockouts in 18 cell lines (10 neuroblastoma, 8 others) treated with 8 widely used drugs, resulting in 94,320 unique combination-cell line perturbations, which is comparable to the largest existing drug combination screens. Using dense drug-drug rescreening, we find that the top CRISPR-nominated drug combinations are more synergistic than standard-of-care combinations, suggesting existing combinations could be improved. As proof of principle, we discover that inhibition of PRKDC, a component of the non-homologous end-joining pathway, sensitizes high-risk neuroblastoma cells to the standard-of-care drug doxorubicin in vitro and in vivo using patient-derived xenograft (PDX) models. Our findings provide a valuable resource and demonstrate the feasibility of using targeted CRISPR knockout to discover combinations with common chemotherapeutics, a methodology with application across all cancers.
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Affiliation(s)
- Hyeong-Min Lee
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - William C Wright
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Min Pan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jonathan Low
- Department of Chemical Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Duane Currier
- Department of Chemical Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jie Fang
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Shivendra Singh
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Stephanie Nance
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Ian Delahunty
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Yuna Kim
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Richard H Chapple
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Yinwen Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Xueying Liu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jacob A Steele
- Center for Advanced Genome Engineering, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jun Qi
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Shondra M Pruett-Miller
- Center for Advanced Genome Engineering, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Taosheng Chen
- Department of Chemical Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jun Yang
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
- Department of Pathology and Laboratory Medicine, College of Medicine, The University of Tennessee Health Science Center, Memphis, TN, 38163, USA.
| | - Adam D Durbin
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
| | - Paul Geeleher
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
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31
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Hassan AZ, Ward HN, Rahman M, Billmann M, Lee Y, Myers CL. Dimensionality reduction methods for extracting functional networks from large-scale CRISPR screens. Mol Syst Biol 2023; 19:e11657. [PMID: 37750448 PMCID: PMC10632734 DOI: 10.15252/msb.202311657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Revised: 08/28/2023] [Accepted: 09/05/2023] [Indexed: 09/27/2023] Open
Abstract
CRISPR-Cas9 screens facilitate the discovery of gene functional relationships and phenotype-specific dependencies. The Cancer Dependency Map (DepMap) is the largest compendium of whole-genome CRISPR screens aimed at identifying cancer-specific genetic dependencies across human cell lines. A mitochondria-associated bias has been previously reported to mask signals for genes involved in other functions, and thus, methods for normalizing this dominant signal to improve co-essentiality networks are of interest. In this study, we explore three unsupervised dimensionality reduction methods-autoencoders, robust, and classical principal component analyses (PCA)-for normalizing the DepMap to improve functional networks extracted from these data. We propose a novel "onion" normalization technique to combine several normalized data layers into a single network. Benchmarking analyses reveal that robust PCA combined with onion normalization outperforms existing methods for normalizing the DepMap. Our work demonstrates the value of removing low-dimensional signals from the DepMap before constructing functional gene networks and provides generalizable dimensionality reduction-based normalization tools.
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Affiliation(s)
- Arshia Zernab Hassan
- Department of Computer Science and EngineeringUniversity of Minnesota – Twin CitiesMinneapolisMNUSA
| | - Henry N Ward
- Bioinformatics and Computational Biology Graduate ProgramUniversity of Minnesota – Twin CitiesMinneapolisMNUSA
| | - Mahfuzur Rahman
- Department of Computer Science and EngineeringUniversity of Minnesota – Twin CitiesMinneapolisMNUSA
| | - Maximilian Billmann
- Department of Computer Science and EngineeringUniversity of Minnesota – Twin CitiesMinneapolisMNUSA
- Institute of Human GeneticsUniversity of Bonn, School of Medicine and University Hospital BonnBonnGermany
| | - Yoonkyu Lee
- Bioinformatics and Computational Biology Graduate ProgramUniversity of Minnesota – Twin CitiesMinneapolisMNUSA
| | - Chad L Myers
- Department of Computer Science and EngineeringUniversity of Minnesota – Twin CitiesMinneapolisMNUSA
- Bioinformatics and Computational Biology Graduate ProgramUniversity of Minnesota – Twin CitiesMinneapolisMNUSA
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32
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Zappa E, Vitali A, Anders K, Molenaar JJ, Wienke J, Künkele A. Adoptive cell therapy in paediatric extracranial solid tumours: current approaches and future challenges. Eur J Cancer 2023; 194:113347. [PMID: 37832507 PMCID: PMC10695178 DOI: 10.1016/j.ejca.2023.113347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 09/03/2023] [Accepted: 09/09/2023] [Indexed: 10/15/2023]
Abstract
Immunotherapy has ignited hope to cure paediatric solid tumours that resist traditional therapies. Among the most promising methods is adoptive cell therapy (ACT). Particularly, ACT using T cells equipped with chimeric antigen receptors (CARs) has moved into the spotlight in clinical studies. However, the efficacy of ACT is challenged by ACT-intrinsic factors, like lack of activation or T cell exhaustion, as well as immune evasion strategies of paediatric solid tumours, such as their highly immunosuppressive microenvironment. Novel strategies, including ACT using innate-like lymphocytes, innovative cell engineering techniques, and ACT combination therapies, are being developed and will be crucial to overcome these challenges. Here, we discuss the main classes of ACT for the treatment of paediatric extracranial solid tumours, reflect on the available preclinical and clinical evidence supporting promising strategies, and address the challenges that ACT is still facing. Ultimately, we highlight state-of-the-art developments and opportunities for new therapeutic options, which hold great potential for improving outcomes in this challenging patient population.
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Affiliation(s)
- Elisa Zappa
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Alice Vitali
- Department of Pediatric Oncology and Hematology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany.
| | - Kathleen Anders
- Department of Pediatric Oncology and Hematology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany; German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany; German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jan J Molenaar
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands; Department of Pharmaceutical Sciences, Faculty of Science, Utrecht University, Utrecht, the Netherlands
| | - Judith Wienke
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Annette Künkele
- Department of Pediatric Oncology and Hematology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany; German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany; German Cancer Research Center (DKFZ), Heidelberg, Germany
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Yarmarkovich M, Marshall QF, Warrington JM, Premaratne R, Farrel A, Groff D, Li W, di Marco M, Runbeck E, Truong H, Toor JS, Tripathi S, Nguyen S, Shen H, Noel T, Church NL, Weiner A, Kendsersky N, Martinez D, Weisberg R, Christie M, Eisenlohr L, Bosse KR, Dimitrov DS, Stevanovic S, Sgourakis NG, Kiefel BR, Maris JM. Targeting of intracellular oncoproteins with peptide-centric CARs. Nature 2023; 623:820-827. [PMID: 37938771 PMCID: PMC10665195 DOI: 10.1038/s41586-023-06706-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 10/03/2023] [Indexed: 11/09/2023]
Abstract
The majority of oncogenic drivers are intracellular proteins, constraining their immunotherapeutic targeting to mutated peptides (neoantigens) presented by individual human leukocyte antigen (HLA) allotypes1. However, most cancers have a modest mutational burden that is insufficient for generating responses using neoantigen-based therapies2,3. Neuroblastoma is a paediatric cancer that harbours few mutations and is instead driven by epigenetically deregulated transcriptional networks4. Here we show that the neuroblastoma immunopeptidome is enriched with peptides derived from proteins essential for tumorigenesis. We focused on targeting the unmutated peptide QYNPIRTTF discovered on HLA-A*24:02, which is derived from the neuroblastoma-dependency gene and master transcriptional regulator PHOX2B. To target QYNPIRTTF, we developed peptide-centric chimeric antigen receptors (PC-CARs) through a counter panning strategy using predicted potentially cross-reactive peptides. We further proposed that PC-CARs can recognize peptides on additional HLA allotypes when presenting a similar overall molecular surface. Informed by our computational modelling results, we show that PHOX2B PC-CARs also recognize QYNPIRTTF presented by HLA-A*23:01, the most common non-A2 allele in people with African ancestry. Finally, we demonstrate potent and specific killing of neuroblastoma cells expressing these HLAs in vitro and complete tumour regression in mice. These data suggest that PC-CARs have the potential to expand the pool of immunotherapeutic targets to include non-immunogenic intracellular oncoproteins and allow targeting through additional HLA allotypes in a clinical setting.
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Affiliation(s)
- Mark Yarmarkovich
- Perlmutter Cancer Center, New York University Grossman School of Medicine, New York, NY, USA.
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
| | - Quinlen F Marshall
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - John M Warrington
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | | | - Alvin Farrel
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - David Groff
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Wei Li
- University of Pittsburgh, Pittsburgh, PA, USA
| | | | - Erin Runbeck
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Hau Truong
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Department of Pathology and Lab Medicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Jugmohit S Toor
- Department of Chemistry and Biochemistry, University of California Santa Cruz, Santa Cruz, CA, USA
| | - Sarvind Tripathi
- Department of Chemistry and Biochemistry, University of California Santa Cruz, Santa Cruz, CA, USA
| | - Son Nguyen
- Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Helena Shen
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Tiffany Noel
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | | | - Amber Weiner
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Nathan Kendsersky
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Dan Martinez
- Department of Pathology and Lab Medicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Rebecca Weisberg
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Molly Christie
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Laurence Eisenlohr
- Department of Pathology and Lab Medicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Kristopher R Bosse
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | | | | | - Nikolaos G Sgourakis
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Department of Pathology and Lab Medicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | | | - John M Maris
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA.
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34
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Marshall M, Ivanovich J, Schmitt M, Helvie A, Langsford L, Casterline J, Ferguson M. Pediatric precision oncology: "better three hours too soon than a minute too late". Front Oncol 2023; 13:1279953. [PMID: 38023209 PMCID: PMC10643134 DOI: 10.3389/fonc.2023.1279953] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2023] [Accepted: 10/12/2023] [Indexed: 12/01/2023] Open
Abstract
Precision oncology is defined as the selection of an effective treatment for a cancer patient based upon genomic profiling of the patient's tumor to identify targetable alterations. The application of precision oncology toward pediatric cancer patients has moved forward more slowly than with adults but is gaining momentum. Clinical and pharmaceutical advances developed over the past decade for adult cancer indications have begun to move into pediatric oncology, expanding treatment options for young high-risk and refractory patients. As a result, the FDA has approved 23 targeted drugs for pediatric cancer indications, moving targeted drugs into the standard of care. Our precision oncology program is in a medium sized children's hospital, lacking internal sequencing capabilities and bioinformatics. We have developed methods, medical and business partnerships to provide state-of-the-art tumor characterization and targeted treatment options for our patients. We present here a streamlined and practical protocol designed to enable any oncologist to implement precision oncology options for their patients.
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Affiliation(s)
- Mark Marshall
- Division of Hematology/Oncology, Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Jennifer Ivanovich
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Morgan Schmitt
- Division of Hematology/Oncology, Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Amy Helvie
- The Medical Affairs Company, Kennesaw, GA, United States
| | - Lisa Langsford
- Division of Hematology/Oncology, Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Jennifer Casterline
- Division of Hematology/Oncology, Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Michael Ferguson
- Division of Hematology/Oncology, Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States
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35
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Sroka MW, Skopelitis D, Vermunt MW, Preall JB, El Demerdash O, de Almeida LMN, Chang K, Utama R, Gryder B, Caligiuri G, Ren D, Nalbant B, Milazzo JP, Tuveson DA, Dobin A, Hiebert SW, Stengel KR, Mantovani R, Khan J, Kohli RM, Shi J, Blobel GA, Vakoc CR. Myo-differentiation reporter screen reveals NF-Y as an activator of PAX3-FOXO1 in rhabdomyosarcoma. Proc Natl Acad Sci U S A 2023; 120:e2303859120. [PMID: 37639593 PMCID: PMC10483665 DOI: 10.1073/pnas.2303859120] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 07/11/2023] [Indexed: 08/31/2023] Open
Abstract
Recurrent chromosomal rearrangements found in rhabdomyosarcoma (RMS) produce the PAX3-FOXO1 fusion protein, which is an oncogenic driver and a dependency in this disease. One important function of PAX3-FOXO1 is to arrest myogenic differentiation, which is linked to the ability of RMS cells to gain an unlimited proliferation potential. Here, we developed a phenotypic screening strategy for identifying factors that collaborate with PAX3-FOXO1 to block myo-differentiation in RMS. Unlike most genes evaluated in our screen, we found that loss of any of the three subunits of the Nuclear Factor Y (NF-Y) complex leads to a myo-differentiation phenotype that resembles the effect of inactivating PAX3-FOXO1. While the transcriptomes of NF-Y- and PAX3-FOXO1-deficient RMS cells bear remarkable similarity to one another, we found that these two transcription factors occupy nonoverlapping sites along the genome: NF-Y preferentially occupies promoters, whereas PAX3-FOXO1 primarily binds to distal enhancers. By integrating multiple functional approaches, we map the PAX3 promoter as the point of intersection between these two regulators. We show that NF-Y occupies CCAAT motifs present upstream of PAX3 to function as a transcriptional activator of PAX3-FOXO1 expression in RMS. These findings reveal a critical upstream role of NF-Y in the oncogenic PAX3-FOXO1 pathway, highlighting how a broadly essential transcription factor can perform tumor-specific roles in governing cellular state.
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Affiliation(s)
| | | | - Marit W. Vermunt
- Division of Hematology, The Children’s Hospital of Philadelphia, Philadelphia, PA19104
| | | | | | | | - Kenneth Chang
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY11724
| | - Raditya Utama
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY11724
| | - Berkley Gryder
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH44106
| | | | - Diqiu Ren
- Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA19104
| | - Benan Nalbant
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY11724
| | | | | | | | - Scott W. Hiebert
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN37232
| | - Kristy R. Stengel
- Department of Cell Biology, Albert Einstein College of Medicine, New York, NY10461
| | - Roberto Mantovani
- Dipartimento di Bioscienze, Università degli Studi di Milano, 20133Milano, Italy
| | - Javed Khan
- Genetics Branch, National Cancer Institute, NIH, Bethesda, MD20892
| | - Rahul M. Kohli
- Department of Biochemistry and Biophysics, University of Pennsylvania, Philadelphia, PA19104
| | - Junwei Shi
- Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA19104
| | - Gerd A. Blobel
- Division of Hematology, The Children’s Hospital of Philadelphia, Philadelphia, PA19104
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36
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Alborzinia H, Chen Z, Yildiz U, Freitas FP, Vogel FCE, Varga JP, Batani J, Bartenhagen C, Schmitz W, Büchel G, Michalke B, Zheng J, Meierjohann S, Girardi E, Espinet E, Flórez AF, dos Santos AF, Aroua N, Cheytan T, Haenlin J, Schlicker L, Xavier da Silva TN, Przybylla A, Zeisberger P, Superti‐Furga G, Eilers M, Conrad M, Fabiano M, Schweizer U, Fischer M, Schulze A, Trumpp A, Friedmann Angeli JP. LRP8-mediated selenocysteine uptake is a targetable vulnerability in MYCN-amplified neuroblastoma. EMBO Mol Med 2023; 15:e18014. [PMID: 37435859 PMCID: PMC10405063 DOI: 10.15252/emmm.202318014] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 06/23/2023] [Accepted: 06/23/2023] [Indexed: 07/13/2023] Open
Abstract
Ferroptosis has emerged as an attractive strategy in cancer therapy. Understanding the operational networks regulating ferroptosis may unravel vulnerabilities that could be harnessed for therapeutic benefit. Using CRISPR-activation screens in ferroptosis hypersensitive cells, we identify the selenoprotein P (SELENOP) receptor, LRP8, as a key determinant protecting MYCN-amplified neuroblastoma cells from ferroptosis. Genetic deletion of LRP8 leads to ferroptosis as a result of an insufficient supply of selenocysteine, which is required for the translation of the antiferroptotic selenoprotein GPX4. This dependency is caused by low expression of alternative selenium uptake pathways such as system Xc- . The identification of LRP8 as a specific vulnerability of MYCN-amplified neuroblastoma cells was confirmed in constitutive and inducible LRP8 knockout orthotopic xenografts. These findings disclose a yet-unaccounted mechanism of selective ferroptosis induction that might be explored as a therapeutic strategy for high-risk neuroblastoma and potentially other MYCN-amplified entities.
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Affiliation(s)
- Hamed Alborzinia
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Zhiyi Chen
- Rudolf Virchow Zentrum (RVZ), Center for Integrative and Translational BioimagingUniversity of WürzburgWürzburgGermany
| | - Umut Yildiz
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
- European Molecular Biology Laboratory, Genome Biology UnitHeidelbergGermany
| | - Florencio Porto Freitas
- Rudolf Virchow Zentrum (RVZ), Center for Integrative and Translational BioimagingUniversity of WürzburgWürzburgGermany
| | - Felix C E Vogel
- Division of Tumor Metabolism and MicroenvironmentGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Julianna Patricia Varga
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
- European Molecular Biology OrganizationHeidelbergGermany
| | - Jasmin Batani
- Rudolf Virchow Zentrum (RVZ), Center for Integrative and Translational BioimagingUniversity of WürzburgWürzburgGermany
| | - Christoph Bartenhagen
- Center for Molecular Medicine Cologne (CMMC) and Department of Experimental Pediatric Oncology, University Children's Hospital, Medical FacultyUniversity of CologneCologneGermany
| | - Werner Schmitz
- Department of Biochemistry and Molecular Biology, Theodor Boveri Institute, BiocenterUniversity of WürzburgWürzburgGermany
| | - Gabriele Büchel
- Mildred Scheel Early Career CenterUniversity Hospital WürzburgWürzburgGermany
| | - Bernhard Michalke
- Research Unit Analytical BioGeoChemistryHelmholtz Center München (HMGU)NeuherbergGermany
| | - Jashuo Zheng
- Institute of Metabolism and Cell DeathHelmholtz Zentrum München (HMGU)NeuherbergGermany
| | | | - Enrico Girardi
- CeMM‐Research Center for Molecular Medicine of the Austrian Academy of SciencesViennaAustria
- Solgate GmbHKlosterneuburgAustria
| | - Elisa Espinet
- Anatomy Unit, Department of Pathology and Experimental Therapy, School of MedicineUniversity of Barcelona (UB), L'Hospitalet de LlobregatBarcelonaSpain
- Molecular Mechanisms and Experimental Therapy in Oncology Program (Oncobell)Institut d'Investigació Biomèdica de Bellvitge (IDIBELL), L'Hospitalet de LlobregatBarcelonaSpain
| | - Andrés F Flórez
- Department of Molecular and Cellular BiologyHarvard UniversityCambridgeMAUSA
| | - Ancely Ferreira dos Santos
- Rudolf Virchow Zentrum (RVZ), Center for Integrative and Translational BioimagingUniversity of WürzburgWürzburgGermany
| | - Nesrine Aroua
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Tasneem Cheytan
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Julie Haenlin
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Lisa Schlicker
- Division of Tumor Metabolism and MicroenvironmentGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Thamara N Xavier da Silva
- Division of Tumor Metabolism and MicroenvironmentGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Adriana Przybylla
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Petra Zeisberger
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Giulio Superti‐Furga
- CeMM‐Research Center for Molecular Medicine of the Austrian Academy of SciencesViennaAustria
- Center for Physiology and PharmacologyMedical University of ViennaViennaAustria
| | - Martin Eilers
- Department of Biochemistry and Molecular Biology, Theodor Boveri Institute, BiocenterUniversity of WürzburgWürzburgGermany
| | - Marcus Conrad
- Institute of Metabolism and Cell DeathHelmholtz Zentrum München (HMGU)NeuherbergGermany
| | - Marietta Fabiano
- Institut für Biochemie und Molekularbiologie, Rheinische Friedrich‐Wilhelms‐Universität BonnBonnGermany
| | - Ulrich Schweizer
- Institut für Biochemie und Molekularbiologie, Rheinische Friedrich‐Wilhelms‐Universität BonnBonnGermany
| | - Matthias Fischer
- Center for Molecular Medicine Cologne (CMMC) and Department of Experimental Pediatric Oncology, University Children's Hospital, Medical FacultyUniversity of CologneCologneGermany
| | - Almut Schulze
- Division of Tumor Metabolism and MicroenvironmentGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - Andreas Trumpp
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI‐STEM GmbH)HeidelbergGermany
- Division of Stem Cells and CancerGerman Cancer Research Center (DKFZ)HeidelbergGermany
| | - José Pedro Friedmann Angeli
- Rudolf Virchow Zentrum (RVZ), Center for Integrative and Translational BioimagingUniversity of WürzburgWürzburgGermany
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37
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Trastulla L, Savino A, Beltrao P, Ciriano IC, Fenici P, Garnett MJ, Guerini I, Bigas NL, Mattaj I, Petsalaki E, Riva L, Tape CJ, Leeuwen JV, Sharma S, Vazquez F, Iorio F. Highlights from the 1st European cancer dependency map symposium and workshop. FEBS Lett 2023; 597:1921-1927. [PMID: 37487655 DOI: 10.1002/1873-3468.14699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Revised: 07/10/2023] [Accepted: 07/13/2023] [Indexed: 07/26/2023]
Abstract
The systematic identification of tumour vulnerabilities through perturbational experiments on cancer models, including genome editing and drug screens, is playing a crucial role in combating cancer. This collective effort is known as the Cancer Dependency Map (DepMap). The 1st European Cancer Dependency Map Symposium (EuroDepMap), held in Milan last May, featured talks, a roundtable discussion, and a poster session, showcasing the latest discoveries and future challenges related to the DepMap. The symposium aimed to facilitate interactions among participants across Europe, encourage idea exchange with leading experts, and present their work and future projects. Importantly, it sparked discussions on future endeavours, such as screening more complex cancer models and accounting for tumour evolution.
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Affiliation(s)
| | | | - Pedro Beltrao
- Institute of Molecular Systems Biology, ETH Zürich, Zurich, Switzerland
| | | | | | | | | | | | | | | | | | | | | | | | - Francisca Vazquez
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
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38
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Zhang Y, Remillard D, Onubogu U, Karakyriakou B, Asiaban JN, Ramos AR, Bowland K, Bishop TR, Barta PA, Nance S, Durbin AD, Ott CJ, Janiszewska M, Cravatt BF, Erb MA. Collateral lethality between HDAC1 and HDAC2 exploits cancer-specific NuRD complex vulnerabilities. Nat Struct Mol Biol 2023; 30:1160-1171. [PMID: 37488358 PMCID: PMC10529074 DOI: 10.1038/s41594-023-01041-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 06/22/2023] [Indexed: 07/26/2023]
Abstract
Transcriptional co-regulators have been widely pursued as targets for disrupting oncogenic gene regulatory programs. However, many proteins in this target class are universally essential for cell survival, which limits their therapeutic window. Here we unveil a genetic interaction between histone deacetylase 1 (HDAC1) and HDAC2, wherein each paralog is synthetically lethal with hemizygous deletion of the other. This collateral synthetic lethality is caused by recurrent chromosomal deletions that occur in diverse solid and hematological malignancies, including neuroblastoma and multiple myeloma. Using genetic disruption or dTAG-mediated degradation, we show that targeting HDAC2 suppresses the growth of HDAC1-deficient neuroblastoma in vitro and in vivo. Mechanistically, we find that targeted degradation of HDAC2 in these cells prompts the degradation of several members of the nucleosome remodeling and deacetylase (NuRD) complex, leading to diminished chromatin accessibility at HDAC2-NuRD-bound sites of the genome and impaired control of enhancer-associated transcription. Furthermore, we reveal that several of the degraded NuRD complex subunits are dependencies in neuroblastoma and multiple myeloma, providing motivation to develop paralog-selective HDAC1 or HDAC2 degraders that could leverage HDAC1/2 synthetic lethality to target NuRD vulnerabilities. Altogether, we identify HDAC1/2 collateral synthetic lethality as a potential therapeutic target and reveal an unexplored mechanism for targeting NuRD-associated cancer dependencies.
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Affiliation(s)
- Yuxiang Zhang
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - David Remillard
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Ugoma Onubogu
- Department of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA
| | | | - Joshua N Asiaban
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Anissa R Ramos
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Kirsten Bowland
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Timothy R Bishop
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Paige A Barta
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Stephanie Nance
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Adam D Durbin
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Christopher J Ott
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT & Harvard, Cambridge, MA, USA
| | - Michalina Janiszewska
- Department of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA
| | - Benjamin F Cravatt
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Michael A Erb
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA.
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39
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Zhang G, Feng Z, Zeng Q, Huang P. Exploring Cancer Dependency Map genes and immune subtypes in colon cancer, in which TIGD1 contributes to colon cancer progression. Aging (Albany NY) 2023; 15:6400-6428. [PMID: 37441804 PMCID: PMC10373975 DOI: 10.18632/aging.204859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 06/19/2023] [Indexed: 07/15/2023]
Abstract
BACKGROUND Tumour-dependent genes identified in CRISPR-Cas9 screens have been widely reported in Cancer Dependency Maps (CDMs). CDM-derived tumour-dependent genes play an important role in tumorigenesis and progression; however, they have not been investigated in colon cancer (CC). METHODS CDM genes overexpressed in CC were identified from the TCGA-COAD dataset and CDM platform. A CDM signature and prognostic nomogram were constructed by Lasso Cox regression and multivariate Cox analyses. A weighted correlation network analysis (WGCNA) and consensus clustering were used to define coexpressed genes with CDM risk scores and to determine two new immune subtypes. A comprehensive investigation was performed between the two subtypes and immune regulation, the immune microenvironment and the impact of immunotherapy. RESULTS First, 1304 overexpressed CDM genes were identified. Then, a CDM signature with five cancer-dependent genes (MMS19, NOP14, POLRMT, SNAPC5 and TIGD1) and a prognostic nomogram were constructed, and they demonstrated robust predictive performance and a close relationship with clinical characteristics in different CC datasets. Patients with high CDM risk scores showed worse survival outcome and weaker response to chemotherapy. Additionally, TIGD1 genes were oncogenes that affected the CC cell cycle, according to cell functional experiments that involved the suppression of the TIGD1 gene. Furthermore, WGCNA and consensus clustering were used to define coexpressed genes with CDM risk scores and to determine two new immune subtypes. Finally, systematic investigations were conducted with the relationship between the CDM subtypes and immune regulation. CONCLUSIONS This study constructed a CDM signature consisting of five risk genes that predict survival in CC patients. In addition, the immune subtypes provided valuable insights into immunotherapy for CC patients. TIGD1, as an oncogene, is independent prognostic factors for CC, and contributes to CC progression.
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Affiliation(s)
- Guoyang Zhang
- Department of General Surgery, First Affiliated Hospital of Nanchang University, Nanchang, China
- Medical Innovation Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Zongfeng Feng
- Department of General Surgery, First Affiliated Hospital of Nanchang University, Nanchang, China
- Medical Innovation Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Qingwen Zeng
- Department of General Surgery, First Affiliated Hospital of Nanchang University, Nanchang, China
- Medical Innovation Center, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Ping Huang
- Department of Nutrition, The First Affiliated Hospital of Nanchang University, Nanchang, China
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40
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Fang J, Singh S, Cheng C, Natarajan S, Sheppard H, Abu-Zaid A, Durbin AD, Lee HW, Wu Q, Steele J, Connelly JP, Jin H, Chen W, Fan Y, Pruett-Miller SM, Rehg JE, Koo SC, Santiago T, Emmons J, Cairo S, Wang R, Glazer ES, Murphy AJ, Chen T, Davidoff AM, Armengol C, Easton J, Chen X, Yang J. Genome-wide mapping of cancer dependency genes and genetic modifiers of chemotherapy in high-risk hepatoblastoma. Nat Commun 2023; 14:4003. [PMID: 37414763 PMCID: PMC10326052 DOI: 10.1038/s41467-023-39717-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 06/27/2023] [Indexed: 07/08/2023] Open
Abstract
A lack of relevant genetic models and cell lines hampers our understanding of hepatoblastoma pathogenesis and the development of new therapies for this neoplasm. Here, we report an improved MYC-driven hepatoblastoma-like murine model that recapitulates the pathological features of embryonal type of hepatoblastoma, with transcriptomics resembling the high-risk gene signatures of the human disease. Single-cell RNA-sequencing and spatial transcriptomics identify distinct subpopulations of hepatoblastoma cells. After deriving cell lines from the mouse model, we map cancer dependency genes using CRISPR-Cas9 screening and identify druggable targets shared with human hepatoblastoma (e.g., CDK7, CDK9, PRMT1, PRMT5). Our screen also reveals oncogenes and tumor suppressor genes in hepatoblastoma that engage multiple, druggable cancer signaling pathways. Chemotherapy is critical for human hepatoblastoma treatment. A genetic mapping of doxorubicin response by CRISPR-Cas9 screening identifies modifiers whose loss-of-function synergizes with (e.g., PRKDC) or antagonizes (e.g., apoptosis genes) the effect of chemotherapy. The combination of PRKDC inhibition and doxorubicin-based chemotherapy greatly enhances therapeutic efficacy. These studies provide a set of resources including disease models suitable for identifying and validating potential therapeutic targets in human high-risk hepatoblastoma.
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Affiliation(s)
- Jie Fang
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Shivendra Singh
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Changde Cheng
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sivaraman Natarajan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Heather Sheppard
- Comparative Pathology Core, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ahmed Abu-Zaid
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Adam D Durbin
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ha Won Lee
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Qiong Wu
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jacob Steele
- Center for Advanced Genome Engineering (CAGE), St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jon P Connelly
- Center for Advanced Genome Engineering (CAGE), St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hongjian Jin
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wenan Chen
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yiping Fan
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Shondra M Pruett-Miller
- Center for Advanced Genome Engineering (CAGE), St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jerold E Rehg
- Comparative Pathology Core, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Selene C Koo
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Teresa Santiago
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Joseph Emmons
- VPC Diagnostic Laboratory, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Stefano Cairo
- Champions Oncology, 1330 Piccard dr, Rockville, MD, USA
| | - Ruoning Wang
- Center for Childhood Cancer and Blood Disease, Hematology/Oncology & BMT, Abigail Wexner Research Institute, Nationwide Children's Hospital, Columbus, OH, USA
| | - Evan S Glazer
- Department of Surgery, College of Medicine, The University of Tennessee Health Science Center, 910 Madison Ave., Suite 325, Memphis, TN, USA
| | - Andrew J Murphy
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Surgery, College of Medicine, The University of Tennessee Health Science Center, 910 Madison Ave., Suite 325, Memphis, TN, USA
| | - Taosheng Chen
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Andrew M Davidoff
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Surgery, College of Medicine, The University of Tennessee Health Science Center, 910 Madison Ave., Suite 325, Memphis, TN, USA
- St Jude Graduate School of Biomedical Sciences, St Jude Children's Research Hospital, Memphis, TN, USA
- Department of Pathology, College of Medicine, The University of Tennessee Health Science Center, Memphis, TN, USA
| | - Carolina Armengol
- Childhood Liver Oncology Group, Germans Trias i Pujol Research Institute (IGTP), Translational Program in Cancer Research (CARE), Badalona, Spain
- CIBER, Hepatic and Digestive Diseases, Barcelona, Spain
- CIBERehd, Madrid, Spain
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Xiang Chen
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
- St Jude Graduate School of Biomedical Sciences, St Jude Children's Research Hospital, Memphis, TN, USA.
| | - Jun Yang
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA.
- St Jude Graduate School of Biomedical Sciences, St Jude Children's Research Hospital, Memphis, TN, USA.
- Department of Pathology, College of Medicine, The University of Tennessee Health Science Center, Memphis, TN, USA.
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41
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Lee JY, Jonus HC, Sadanand A, Branella GM, Maximov V, Suttapitugsakul S, Schniederjan MJ, Shim J, Ho A, Parwani KK, Fedanov A, Pilgrim AA, Silva JA, Schnepp RW, Doering CB, Wu R, Spencer HT, Goldsmith KC. Identification and targeting of protein tyrosine kinase 7 (PTK7) as an immunotherapy candidate for neuroblastoma. Cell Rep Med 2023; 4:101091. [PMID: 37343516 PMCID: PMC10314120 DOI: 10.1016/j.xcrm.2023.101091] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 03/17/2023] [Accepted: 05/24/2023] [Indexed: 06/23/2023]
Abstract
GD2-targeting immunotherapies have improved survival in children with neuroblastoma, yet on-target, off-tumor toxicities can occur and a subset of patients cease to respond. The majority of neuroblastoma patients who receive immunotherapy have been previously treated with cytotoxic chemotherapy, making it paramount to identify neuroblastoma-specific antigens that remain stable throughout standard treatment. Cell surface glycoproteomics performed on human-derived neuroblastoma tumors in mice following chemotherapy treatment identified protein tyrosine kinase 7 (PTK7) to be abundantly expressed. Furthermore, PTK7 shows minimal expression on pediatric-specific normal tissues. We developed an anti-PTK7 chimeric antigen receptor (CAR) and find PTK7 CAR T cells specifically target and kill PTK7-expressing neuroblastoma in vitro. In vivo, human/murine binding PTK7 CAR T cells regress aggressive neuroblastoma metastatic mouse models and prolong survival with no toxicity. Together, these data demonstrate preclinical efficacy and tolerability for targeting PTK7 and support ongoing investigations to optimize PTK7-targeting CAR T cells for neuroblastoma.
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Affiliation(s)
- Jasmine Y Lee
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Cancer Biology Program, Graduate Division of Biological and Biomedical Sciences, Laney Graduate School, Emory University, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Hunter C Jonus
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Arhanti Sadanand
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Gianna M Branella
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Cancer Biology Program, Graduate Division of Biological and Biomedical Sciences, Laney Graduate School, Emory University, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Victor Maximov
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Suttipong Suttapitugsakul
- School of Chemistry and Biochemistry and the Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - Matthew J Schniederjan
- Department of Pathology and Laboratory Medicine, Children's Healthcare of Atlanta and Emory University School of Medicine, Atlanta, GA, USA
| | - Jenny Shim
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Andrew Ho
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Cancer Biology Program, Graduate Division of Biological and Biomedical Sciences, Laney Graduate School, Emory University, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Kiran K Parwani
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Cancer Biology Program, Graduate Division of Biological and Biomedical Sciences, Laney Graduate School, Emory University, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Andrew Fedanov
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Adeiye A Pilgrim
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Cancer Biology Program, Graduate Division of Biological and Biomedical Sciences, Laney Graduate School, Emory University, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Jordan A Silva
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Cancer Biology Program, Graduate Division of Biological and Biomedical Sciences, Laney Graduate School, Emory University, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Robert W Schnepp
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Christopher B Doering
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Ronghu Wu
- School of Chemistry and Biochemistry and the Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, GA, USA
| | - H Trent Spencer
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Kelly C Goldsmith
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA; Aflac Cancer and Blood Disorders Center at the Children's Healthcare of Atlanta, Atlanta, GA, USA.
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42
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Li M, Yang L, Chan AKN, Pokharel SP, Liu Q, Mattson N, Xu X, Chang W, Miyashita K, Singh P, Zhang L, Li M, Wu J, Wang J, Chen B, Chan LN, Lee J, Zhang XH, Rosen ST, Müschen M, Qi J, Chen J, Hiom K, Bishop AJR, Chen C. Epigenetic Control of Translation Checkpoint and Tumor Progression via RUVBL1-EEF1A1 Axis. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2206584. [PMID: 37075745 PMCID: PMC10265057 DOI: 10.1002/advs.202206584] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 02/23/2023] [Indexed: 05/03/2023]
Abstract
Epigenetic dysregulation is reported in multiple cancers including Ewing sarcoma (EwS). However, the epigenetic networks underlying the maintenance of oncogenic signaling and therapeutic response remain unclear. Using a series of epigenetics- and complex-focused CRISPR screens, RUVBL1, the ATPase component of NuA4 histone acetyltransferase complex, is identified to be essential for EwS tumor progression. Suppression of RUVBL1 leads to attenuated tumor growth, loss of histone H4 acetylation, and ablated MYC signaling. Mechanistically, RUVBL1 controls MYC chromatin binding and modulates the MYC-driven EEF1A1 expression and thus protein synthesis. High-density CRISPR gene body scan pinpoints the critical MYC interacting residue in RUVBL1. Finally, this study reveals the synergism between RUVBL1 suppression and pharmacological inhibition of MYC in EwS xenografts and patient-derived samples. These results indicate that the dynamic interplay between chromatin remodelers, oncogenic transcription factors, and protein translation machinery can provide novel opportunities for combination cancer therapy.
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Affiliation(s)
- Mingli Li
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Lu Yang
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
- Division of Epigenetic and Transcriptional EngineeringBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Anthony K. N. Chan
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
- Division of Epigenetic and Transcriptional EngineeringBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Sheela Pangeni Pokharel
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
- Division of Epigenetic and Transcriptional EngineeringBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Qiao Liu
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Nicole Mattson
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Xiaobao Xu
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Wen‐Han Chang
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Kazuya Miyashita
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Priyanka Singh
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Leisi Zhang
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Maggie Li
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Jun Wu
- City of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Jinhui Wang
- City of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Bryan Chen
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Lai N. Chan
- Center of Molecular and Cellular OncologyYale Cancer CenterYale School of MedicineNew HavenCT06510USA
- Department of Cancer BiologyLerner Research InstituteCleveland ClinicClevelandOH44195USA
| | - Jaewoong Lee
- Center of Molecular and Cellular OncologyYale Cancer CenterYale School of MedicineNew HavenCT06510USA
- School of Biosystems and Biomedical SciencesCollege of Health ScienceKorea UniversitySeoul02841South Korea
- Interdisciplinary Program in Precision Public HealthKorea UniversitySeoul02841South Korea
| | | | | | - Markus Müschen
- Center of Molecular and Cellular OncologyYale Cancer CenterYale School of MedicineNew HavenCT06510USA
| | - Jun Qi
- Department of Cancer BiologyDana‐Farber Cancer InstituteHarvard Medical SchoolBostonMA02215USA
| | - Jianjun Chen
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
- City of Hope Comprehensive Cancer CenterDuarteCA91010USA
| | - Kevin Hiom
- Division of Cellular MedicineSchool of MedicineUniversity of DundeeNethergateDundeeDD1 4HNUK
| | - Alexander J. R. Bishop
- Department of Cellular Systems and AnatomyUniversity of Texas Health Science Center at San AntonioSan AntonioTX78229USA
- Greehey Children's Cancer Research InstituteUniversity of Texas Health Science Center at San AntonioSan AntonioTX78229USA
| | - Chun‐Wei Chen
- Department of Systems BiologyBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
- Division of Epigenetic and Transcriptional EngineeringBeckman Research InstituteCity of Hope Comprehensive Cancer CenterDuarteCA91010USA
- City of Hope Comprehensive Cancer CenterDuarteCA91010USA
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43
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Pinto MT, Eiras Martins G, Vieira AGS, Galvão JMS, de Pádua Souza C, Macedo CRPD, Lopes LF. Molecular Biology of Pediatric and Adult Ovarian Germ Cell Tumors: A Review. Cancers (Basel) 2023; 15:cancers15112990. [PMID: 37296950 DOI: 10.3390/cancers15112990] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 03/14/2023] [Accepted: 03/20/2023] [Indexed: 06/12/2023] Open
Abstract
Ovarian germ cell tumors (OGCTs) are rare in adults; indeed, they occur predominantly in children, adolescents, and young adults, and they account for approximately 11% of cancer diagnoses in these groups. Because OGCTs are rare tumors, our current understanding of them is sparse; this is because few studies have investigated the molecular basis of pediatric and adult cancers. Here, we review the etiopathogenesis of OGCTs in children and adults, and we address the molecular landscape of these tumors, including integrated genomic analysis, microRNAs, DNA methylation, the molecular implications of treatment resistance, and the development of in vitro and in vivo models. An elucidation of potential molecular alterations may provide a novel field for understanding the pathogenesis, tumorigenesis, diagnostic markers, and genetic peculiarity of the rarity and complexity of OGCTs.
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Affiliation(s)
| | - Gisele Eiras Martins
- Brazilian Childhood Germ Cell Tumor Study Group, The Brazilian Pediatric Oncology Society (SOBOPE), Barretos 14784400, Brazil
- Children's Cancer Hospital from Hospital de Amor, Barretos 14784400, Brazil
| | - Ana Glenda Santarosa Vieira
- Brazilian Childhood Germ Cell Tumor Study Group, The Brazilian Pediatric Oncology Society (SOBOPE), Barretos 14784400, Brazil
- Children's Cancer Hospital from Hospital de Amor, Barretos 14784400, Brazil
| | | | | | - Carla Renata Pacheco Donato Macedo
- Brazilian Childhood Germ Cell Tumor Study Group, The Brazilian Pediatric Oncology Society (SOBOPE), Barretos 14784400, Brazil
- Pediatric Oncology Department, IOP/GRAACC/Federal University of Sao Paulo, Sao Paulo 04038001, Brazil
| | - Luiz Fernando Lopes
- Brazilian Childhood Germ Cell Tumor Study Group, The Brazilian Pediatric Oncology Society (SOBOPE), Barretos 14784400, Brazil
- Children's Cancer Hospital from Hospital de Amor, Barretos 14784400, Brazil
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44
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Sun CX, Daniel P, Bradshaw G, Shi H, Loi M, Chew N, Parackal S, Tsui V, Liang Y, Koptyra M, Adjumain S, Sun C, Chong WC, Fernando D, Drinkwater C, Tourchi M, Habarakada D, Sooraj D, Carvalho D, Storm PB, Baubet V, Sayles LC, Fernandez E, Nguyen T, Pörksen M, Doan A, Crombie DE, Panday M, Zhukova N, Dun MD, Ludlow LE, Day B, Stringer BW, Neeman N, Rubens JA, Raabe EH, Vinci M, Tyrrell V, Fletcher JI, Ekert PG, Dumevska B, Ziegler DS, Tsoli M, Syed Sulaiman NF, Loh AHP, Low SYY, Sweet-Cordero EA, Monje M, Resnick A, Jones C, Downie P, Williams B, Rosenbluh J, Gough D, Cain JE, Firestein R. Generation and multi-dimensional profiling of a childhood cancer cell line atlas defines new therapeutic opportunities. Cancer Cell 2023; 41:660-677.e7. [PMID: 37001527 DOI: 10.1016/j.ccell.2023.03.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 12/21/2022] [Accepted: 03/07/2023] [Indexed: 04/12/2023]
Abstract
Pediatric solid and central nervous system tumors are the leading cause of cancer-related death among children. Identifying new targeted therapies necessitates the use of pediatric cancer models that faithfully recapitulate the patient's disease. However, the generation and characterization of pediatric cancer models has significantly lagged behind adult cancers, underscoring the urgent need to develop pediatric-focused cell line resources. Herein, we establish a single-site collection of 261 cell lines, including 224 pediatric cell lines representing 18 distinct extracranial and brain childhood tumor types. We subjected 182 cell lines to multi-omics analyses (DNA sequencing, RNA sequencing, DNA methylation), and in parallel performed pharmacological and genetic CRISPR-Cas9 loss-of-function screens to identify pediatric-specific treatment opportunities and biomarkers. Our work provides insight into specific pathway vulnerabilities in molecularly defined pediatric tumor classes and uncovers biomarker-linked therapeutic opportunities of clinical relevance. Cell line data and resources are provided in an open access portal.
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Affiliation(s)
- Claire Xin Sun
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Paul Daniel
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Gabrielle Bradshaw
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Hui Shi
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Melissa Loi
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Nicole Chew
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Sarah Parackal
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Vanessa Tsui
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Yuqing Liang
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Mateusz Koptyra
- Center for Data Driven Discovery in Biomedicine, Neurosurgery Department, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Shazia Adjumain
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Christie Sun
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Wai Chin Chong
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Dasun Fernando
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Caroline Drinkwater
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Motahhareh Tourchi
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Dilru Habarakada
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Dhanya Sooraj
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Diana Carvalho
- Division of Molecular Pathology, The Institute of Cancer Research, London SM2 5NG, UK; Division of Cancer Therapeutics, The Institute of Cancer Research, London SM2 5NG, UK
| | - Phillip B Storm
- Center for Data Driven Discovery in Biomedicine, Neurosurgery Department, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Valerie Baubet
- Center for Data Driven Discovery in Biomedicine, Neurosurgery Department, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Leanne C Sayles
- Department of Pediatrics, University of California San Francisco, San Francisco, CA 94158, USA
| | - Elisabet Fernandez
- Division of Molecular Pathology, The Institute of Cancer Research, London SM2 5NG, UK; Division of Cancer Therapeutics, The Institute of Cancer Research, London SM2 5NG, UK
| | - Thy Nguyen
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Mia Pörksen
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia; Department of Paediatrics, University of Lübeck, 23562 Lübeck, Germany
| | - Anh Doan
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Duncan E Crombie
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Monty Panday
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Nataliya Zhukova
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia; Children's Cancer Centre, Monash Children's Hospital, Monash Health, Clayton, VIC 3168, Australia; Department of Paediatrics, Monash University, Clayton, VIC 3168, Australia
| | - Matthew D Dun
- Hunter Cancer Research Alliance, University of Newcastle, Callaghan, NSW 2308, Australia; School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, NSW 2308, Australia
| | - Louise E Ludlow
- Children's Cancer Centre Biobank, Murdoch Children's Research Institute, Royal Children's Hospital, Parkville, VIC 3052, Australia
| | - Bryan Day
- QIMR Berghofer Medical Research Institute, Herston, QLD 4006, Australia
| | - Brett W Stringer
- QIMR Berghofer Medical Research Institute, Herston, QLD 4006, Australia
| | - Naama Neeman
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Jeffrey A Rubens
- Division of Pediatric Oncology, Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Eric H Raabe
- Division of Pediatric Oncology, Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Maria Vinci
- Department of Onco-haematology, Cell and Gene Therapy, Bambino Gesù Children's Hospital-IRCCS, 00165 Rome, Italy
| | - Vanessa Tyrrell
- Children's Cancer Institute, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW, Australia; School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Jamie I Fletcher
- Children's Cancer Institute, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW, Australia; School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Paul G Ekert
- Children's Cancer Institute, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW, Australia; School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia; Centre for Cancer Immunotherapy, Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia; Department of Oncology, Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia; Murdoch Children's Research Institute, Royal Children's Hospital, Parkville, VIC 3052, Australia
| | - Biljana Dumevska
- Children's Cancer Institute, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW, Australia
| | - David S Ziegler
- Children's Cancer Institute, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW, Australia; School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia; Kids Cancer Centre, Sydney Children's Hospital, Randwick, NSW 2031, Australia
| | - Maria Tsoli
- Children's Cancer Institute, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW, Australia; School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Nur Farhana Syed Sulaiman
- Neurosurgical Service, KK Women's and Children's Hospital, Singapore 229899, Singapore; VIVA-KKH Paediatric Brain and Solid Tumours Programme, Singapore 229899, Singapore
| | - Amos Hong Pheng Loh
- VIVA-KKH Paediatric Brain and Solid Tumours Programme, Singapore 229899, Singapore; Duke-NUS Medical School, Singapore 169857, Singapore
| | - Sharon Yin Yee Low
- Neurosurgical Service, KK Women's and Children's Hospital, Singapore 229899, Singapore; VIVA-KKH Paediatric Brain and Solid Tumours Programme, Singapore 229899, Singapore; SingHealth-Duke NUS Neuroscience Academic Clinical Programme, Singapore 308433, Singapore; SingHealth-Duke NUS Paediatrics Academic Clinical Programme, Singapore 229899, Singapore
| | | | - Michelle Monje
- Department of Neurology, Neurological Sciences, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Adam Resnick
- Center for Data Driven Discovery in Biomedicine, Neurosurgery Department, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Chris Jones
- Division of Molecular Pathology, The Institute of Cancer Research, London SM2 5NG, UK; Division of Cancer Therapeutics, The Institute of Cancer Research, London SM2 5NG, UK
| | - Peter Downie
- Children's Cancer Centre, Monash Children's Hospital, Monash Health, Clayton, VIC 3168, Australia; Department of Paediatrics, Monash University, Clayton, VIC 3168, Australia
| | - Bryan Williams
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Joseph Rosenbluh
- Department of Biochemistry and Molecular Biology, Monash University, Clayton, VIC 3168, Australia
| | - Daniel Gough
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Jason E Cain
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia
| | - Ron Firestein
- Centre for Cancer Research, Hudson Institute of Medical Research, Monash University, Clayton, VIC 3168, Australia; Department of Molecular and Translational Science, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton, VIC 3168, Australia.
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45
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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] [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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46
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Keller KM, Koetsier J, Schild L, Amo-Addae V, Eising S, van den Handel K, Ober K, Koopmans B, Essing A, van den Boogaard ML, Langenberg KPS, Jäger N, Kool M, Pfister S, Dolman MEM, Molenaar JJ, van Hooff SR. The potential of PARP as a therapeutic target across pediatric solid malignancies. BMC Cancer 2023; 23:310. [PMID: 37020198 PMCID: PMC10077757 DOI: 10.1186/s12885-022-10319-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 11/15/2022] [Indexed: 04/07/2023] Open
Abstract
BACKGROUND Pediatric cancer is the leading cause of disease-related death in children and the need for better therapeutic options remains urgent. Due to the limited number of patients, target and drug development for pediatrics is often supplemented by data from studies focused on adult cancers. Recent evidence shows that pediatric cancers possess different vulnerabilities that should be explored independently from adult cancers. METHODS Using the publicly available Genomics of Drug Sensitivity in Cancer database, we explore therapeutic targets and biomarkers specific to the pediatric solid malignancies Ewing sarcoma, medulloblastoma, neuroblastoma, osteosarcoma, and rhabdomyosarcoma. Results are validated using cell viability assays and high-throughput drug screens are used to identify synergistic combinations. RESULTS Using published drug screening data, PARP is identified as a drug target of interest across multiple different pediatric malignancies. We validate these findings, and we show that efficacy can be improved when combined with conventional chemotherapeutics, namely topoisomerase inhibitors. Additionally, using gene set enrichment analysis, we identify ribosome biogenesis as a potential biomarker for PARP inhibition in pediatric cancer cell lines. CONCLUSION Collectively, our results provide evidence to support the further development of PARP inhibition and the combination with TOP1 inhibition as a therapeutic approach in solid pediatric malignancies. Additionally, we propose ribosome biogenesis as a component to PARP inhibitor sensitivity that should be further investigated to help maximize the potential utility of PARP inhibition and combinations across pediatric solid malignancies.
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Affiliation(s)
- Kaylee M Keller
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Joost Koetsier
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Linda Schild
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Vicky Amo-Addae
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Selma Eising
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | | | - Kimberley Ober
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Bianca Koopmans
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Anke Essing
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | | | | | - Natalie Jäger
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Paediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Marcel Kool
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Paediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Stefan Pfister
- Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany
- Division of Paediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Heidelberg, Germany
| | - M Emmy M Dolman
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
- Children's Cancer Institute, Lowy Cancer Centre, UNSW Sydney, Kensington, NSW, Australia
- School of Women's and Children's Health, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Jan J Molenaar
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands.
- Department of Pharmaceutical Sciences, University Utrecht, Utrecht, the Netherlands.
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47
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Zernab Hassan A, Ward HN, Rahman M, Billmann M, Lee Y, Myers CL. Dimensionality reduction methods for extracting functional networks from large-scale CRISPR screens. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.22.529573. [PMID: 36993440 PMCID: PMC10054965 DOI: 10.1101/2023.02.22.529573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
CRISPR-Cas9 screens facilitate the discovery of gene functional relationships and phenotype-specific dependencies. The Cancer Dependency Map (DepMap) is the largest compendium of whole-genome CRISPR screens aimed at identifying cancer-specific genetic dependencies across human cell lines. A mitochondria-associated bias has been previously reported to mask signals for genes involved in other functions, and thus, methods for normalizing this dominant signal to improve co-essentiality networks are of interest. In this study, we explore three unsupervised dimensionality reduction methods - autoencoders, robust, and classical principal component analyses (PCA) - for normalizing the DepMap to improve functional networks extracted from these data. We propose a novel "onion" normalization technique to combine several normalized data layers into a single network. Benchmarking analyses reveal that robust PCA combined with onion normalization outperforms existing methods for normalizing the DepMap. Our work demonstrates the value of removing low-dimensional signals from the DepMap before constructing functional gene networks and provides generalizable dimensionality reduction-based normalization tools.
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Affiliation(s)
- Arshia Zernab Hassan
- Department of Computer Science and Engineering, University of Minnesota - Twin Cities, Minneapolis, Minnesota, USA
| | - Henry N Ward
- Bioinformatics and Computational Biology Graduate Program, University of Minnesota - Twin Cities, Minneapolis, Minnesota, USA
| | - Mahfuzur Rahman
- Department of Computer Science and Engineering, University of Minnesota - Twin Cities, Minneapolis, Minnesota, USA
| | - Maximilian Billmann
- Department of Computer Science and Engineering, University of Minnesota - Twin Cities, Minneapolis, Minnesota, USA
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Yoonkyu Lee
- Bioinformatics and Computational Biology Graduate Program, University of Minnesota - Twin Cities, Minneapolis, Minnesota, USA
| | - Chad L Myers
- Department of Computer Science and Engineering, University of Minnesota - Twin Cities, Minneapolis, Minnesota, USA
- Bioinformatics and Computational Biology Graduate Program, University of Minnesota - Twin Cities, Minneapolis, Minnesota, USA
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48
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Pons G, Gallo-Oller G, Navarro N, Zarzosa P, Sansa-Girona J, García-Gilabert L, Magdaleno A, Segura MF, Sánchez de Toledo J, Gallego S, Moreno L, Roma J. Analysis of Cancer Genomic Amplifications Identifies Druggable Collateral Dependencies within the Amplicon. Cancers (Basel) 2023; 15:cancers15061636. [PMID: 36980521 PMCID: PMC10046350 DOI: 10.3390/cancers15061636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 03/01/2023] [Accepted: 03/03/2023] [Indexed: 03/09/2023] Open
Abstract
The identification of novel therapeutic targets for specific cancer molecular subtypes is crucial for the development of precision oncology. In the last few years, CRISPR/Cas9 screens have accelerated the discovery and validation of new targets associated with different tumor types, mutations, and fusions. However, there are still many cancer vulnerabilities associated with specific molecular features that remain to be explored. Here, we used data from CRISPR/Cas9 screens in 954 cancer cell lines to identify gene dependencies associated with 16 common cancer genomic amplifications. We found that high-copy-number genomic amplifications generate multiple collateral dependencies within the amplified region in most cases. Further, to prioritize candidate targets for each chromosomal region amplified, we integrated gene dependency parameters with both druggability data and subcellular location. Finally, analysis of the relationship between gene expression and gene dependency led to the identification of genes, the expression of which may constitute predictive biomarkers of dependency. In conclusion, our study provides a set of druggable targets specific for each amplification, opening the possibility to specifically target amplified tumors on this basis.
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Affiliation(s)
- Guillem Pons
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Gabriel Gallo-Oller
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Natalia Navarro
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Patricia Zarzosa
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Júlia Sansa-Girona
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Lia García-Gilabert
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Ainara Magdaleno
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Miguel F. Segura
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Josep Sánchez de Toledo
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
- Pediatric Oncology and Hematology Department, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Soledad Gallego
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
- Pediatric Oncology and Hematology Department, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Lucas Moreno
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
- Pediatric Oncology and Hematology Department, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
| | - Josep Roma
- Laboratory of Childhood Cancer and Blood Disorders, Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain
- Correspondence: ; Tel.: +34-934894067
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49
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Grissenberger S, Sturtzel C, Wenninger-Weinzierl A, Radic-Sarikas B, Scheuringer E, Bierbaumer L, Etienne V, Némati F, Pascoal S, Tötzl M, Tomazou EM, Metzelder M, Putz EM, Decaudin D, Delattre O, Surdez D, Kovar H, Halbritter F, Distel M. High-content drug screening in zebrafish xenografts reveals high efficacy of dual MCL-1/BCL-X L inhibition against Ewing sarcoma. Cancer Lett 2023; 554:216028. [PMID: 36462556 DOI: 10.1016/j.canlet.2022.216028] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 11/17/2022] [Accepted: 11/28/2022] [Indexed: 12/03/2022]
Abstract
Ewing sarcoma is a pediatric bone and soft tissue cancer with an urgent need for new therapies to improve disease outcome. To identify effective drugs, phenotypic drug screening has proven to be a powerful method, but achievable throughput in mouse xenografts, the preclinical Ewing sarcoma standard model, is limited. Here, we explored the use of xenografts in zebrafish for high-throughput drug screening to discover new combination therapies for Ewing sarcoma. We subjected xenografts in zebrafish larvae to high-content imaging and subsequent automated tumor size analysis to screen single agents and compound combinations. We identified three drug combinations effective against Ewing sarcoma cells: Irinotecan combined with either an MCL-1 or an BCL-XL inhibitor and in particular dual inhibition of the anti-apoptotic proteins MCL-1 and BCL-XL, which efficiently eradicated tumor cells in zebrafish xenografts. We confirmed enhanced efficacy of dual MCL-1/BCL-XL inhibition compared to single agents in a mouse PDX model. In conclusion, high-content screening of small compounds on Ewing sarcoma zebrafish xenografts identified dual MCL-1/BCL-XL targeting as a specific vulnerability and promising therapeutic strategy for Ewing sarcoma, which warrants further investigation towards clinical application.
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Affiliation(s)
| | - Caterina Sturtzel
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria; Zebrafish Platform Austria for Preclinical Drug Screening (ZANDR), Vienna, Austria
| | - Andrea Wenninger-Weinzierl
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria; Zebrafish Platform Austria for Preclinical Drug Screening (ZANDR), Vienna, Austria
| | - Branka Radic-Sarikas
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria; Department of Pediatric Surgery, Medical University of Vienna, Vienna, Austria
| | - Eva Scheuringer
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria; Zebrafish Platform Austria for Preclinical Drug Screening (ZANDR), Vienna, Austria
| | - Lisa Bierbaumer
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Vesnie Etienne
- Laboratory of Preclinical Investigation, Department of Translational Research, Institut Curie, PSL University, Paris, France
| | - Fariba Némati
- Laboratory of Preclinical Investigation, Department of Translational Research, Institut Curie, PSL University, Paris, France
| | - Susana Pascoal
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria; Zebrafish Platform Austria for Preclinical Drug Screening (ZANDR), Vienna, Austria
| | - Marcus Tötzl
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Eleni M Tomazou
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Martin Metzelder
- Department of Pediatric Surgery, Medical University of Vienna, Vienna, Austria
| | - Eva M Putz
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Didier Decaudin
- Laboratory of Preclinical Investigation, Department of Translational Research, Institut Curie, PSL University, Paris, France; Department of Medical Oncology, Institut Curie Research Centre, Paris, France
| | - Olivier Delattre
- INSERM U830, Équipe Labellisée LNCC, Diversity and Plasticity of Childhood Tumors Lab, PSL Research University, SIREDO Oncology Centre, Institut Curie Research Centre, Paris, France
| | - Didier Surdez
- INSERM U830, Équipe Labellisée LNCC, Diversity and Plasticity of Childhood Tumors Lab, PSL Research University, SIREDO Oncology Centre, Institut Curie Research Centre, Paris, France; Balgrist University Hospital, Faculty of Medicine, University of Zurich (UZH), Zurich, Switzerland
| | - Heinrich Kovar
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria; Dept. Pediatrics, Medical University Vienna, Vienna, Austria
| | | | - Martin Distel
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria; Zebrafish Platform Austria for Preclinical Drug Screening (ZANDR), Vienna, Austria.
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50
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Lu DY, Ellegast JM, Ross KN, Malone CF, Lin S, Mabe NW, Dharia NV, Meyer A, Conway A, Su AH, Selich-Anderson J, Taslim C, Byrum AK, Seong BKA, Adane B, Gray NS, Rivera MN, Lessnick SL, Stegmaier K. The ETS transcription factor ETV6 constrains the transcriptional activity of EWS-FLI to promote Ewing sarcoma. Nat Cell Biol 2023; 25:285-297. [PMID: 36658220 PMCID: PMC9928584 DOI: 10.1038/s41556-022-01059-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 11/24/2022] [Indexed: 01/21/2023]
Abstract
Transcription factors (TFs) are frequently mutated in cancer. Paediatric cancers exhibit few mutations genome-wide but frequently harbour sentinel mutations that affect TFs, which provides a context to precisely study the transcriptional circuits that support mutant TF-driven oncogenesis. A broadly relevant mechanism that has garnered intense focus involves the ability of mutant TFs to hijack wild-type lineage-specific TFs in self-reinforcing transcriptional circuits. However, it is not known whether this specific type of circuitry is equally crucial in all mutant TF-driven cancers. Here we describe an alternative yet central transcriptional mechanism that promotes Ewing sarcoma, wherein constraint, rather than reinforcement, of the activity of the fusion TF EWS-FLI supports cancer growth. We discover that ETV6 is a crucial TF dependency that is specific to this disease because it, counter-intuitively, represses the transcriptional output of EWS-FLI. This work discovers a previously undescribed transcriptional mechanism that promotes cancer.
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Affiliation(s)
- Diana Y Lu
- Harvard/MIT MD-PhD Program, Harvard Medical School, Boston, MA, USA
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jana M Ellegast
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Kenneth N Ross
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Clare F Malone
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Shan Lin
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nathaniel W Mabe
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Ashleigh Meyer
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amy Conway
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Angela H Su
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Julia Selich-Anderson
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Cenny Taslim
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Andrea K Byrum
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Bo Kyung A Seong
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Biniam Adane
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nathanael S Gray
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Miguel N Rivera
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Charlestown, MA, USA
| | - Stephen L Lessnick
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
- Division of Pediatric Hematology, Oncology and BMT, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA.
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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