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Cordo' V, van der Zwet JC, Canté-Barrett K, Pieters R, Meijerink JP. T-cell Acute Lymphoblastic Leukemia: A Roadmap to Targeted Therapies. Blood Cancer Discov 2021; 2:19-31. [PMID: 34661151 PMCID: PMC8447273 DOI: 10.1158/2643-3230.bcd-20-0093] [Citation(s) in RCA: 54] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 10/08/2020] [Accepted: 10/28/2020] [Indexed: 11/16/2022] Open
Abstract
T-cell acute lymphoblastic leukemia (T-ALL) is an aggressive hematologic malignancy characterized by aberrant proliferation of immature thymocytes. Despite an overall survival of 80% in the pediatric setting, 20% of patients with T-ALL ultimately die from relapsed or refractory disease. Therefore, there is an urgent need for novel therapies. Molecular genetic analyses and sequencing studies have led to the identification of recurrent T-ALL genetic drivers. This review summarizes the main genetic drivers and targetable lesions of T-ALL and gives a comprehensive overview of the novel treatments for patients with T-ALL that are currently under clinical investigation or that are emerging from preclinical research. SIGNIFICANCE T-ALL is driven by oncogenic transcription factors that act along with secondary acquired mutations. These lesions, together with active signaling pathways, may be targeted by therapeutic agents. Bridging research and clinical practice can accelerate the testing of novel treatments in clinical trials, offering an opportunity for patients with poor outcome.
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102
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Zhang N, Mendieta-Esteban J, Magli A, Lilja KC, Perlingeiro RCR, Marti-Renom MA, Tsirigos A, Dynlacht BD. Muscle progenitor specification and myogenic differentiation are associated with changes in chromatin topology. Nat Commun 2020; 11:6222. [PMID: 33277476 PMCID: PMC7718254 DOI: 10.1038/s41467-020-19999-w] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 11/03/2020] [Indexed: 12/31/2022] Open
Abstract
Using Hi-C, promoter-capture Hi-C (pCHi-C), and other genome-wide approaches in skeletal muscle progenitors that inducibly express a master transcription factor, Pax7, we systematically characterize at high-resolution the spatio-temporal re-organization of compartments and promoter-anchored interactions as a consequence of myogenic commitment and differentiation. We identify key promoter-enhancer interaction motifs, namely, cliques and networks, and interactions that are dependent on Pax7 binding. Remarkably, Pax7 binds to a majority of super-enhancers, and together with a cadre of interacting transcription factors, assembles feed-forward regulatory loops. During differentiation, epigenetic memory and persistent looping are maintained at a subset of Pax7 enhancers in the absence of Pax7. We also identify and functionally validate a previously uncharacterized Pax7-bound enhancer hub that regulates the essential myosin heavy chain cluster during skeletal muscle cell differentiation. Our studies lay the groundwork for understanding the role of Pax7 in orchestrating changes in the three-dimensional chromatin conformation in muscle progenitors.
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Affiliation(s)
- Nan Zhang
- Department of Pathology and Perlmutter Cancer Institute, New York University School of Medicine, New York, NY, 10016, USA
| | - Julen Mendieta-Esteban
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Alessandro Magli
- Department of Medicine, Lillehei Heart Institute, University of Minnesota, Minneapolis, MN, 55455, USA.,Stem Cell Institute, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Karin C Lilja
- Department of Pathology and Perlmutter Cancer Institute, New York University School of Medicine, New York, NY, 10016, USA
| | - Rita C R Perlingeiro
- Department of Medicine, Lillehei Heart Institute, University of Minnesota, Minneapolis, MN, 55455, USA.,Stem Cell Institute, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Marc A Marti-Renom
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.,Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.,Universitat Pompeu Fabra (UPF), Barcelona, Spain.,ICREA, Barcelona, Spain
| | - Aristotelis Tsirigos
- Department of Pathology and Perlmutter Cancer Institute, New York University School of Medicine, New York, NY, 10016, USA
| | - Brian David Dynlacht
- Department of Pathology and Perlmutter Cancer Institute, New York University School of Medicine, New York, NY, 10016, USA.
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103
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Chen CCL, Deshmukh S, Jessa S, Hadjadj D, Lisi V, Andrade AF, Faury D, Jawhar W, Dali R, Suzuki H, Pathania M, A D, Dubois F, Woodward E, Hébert S, Coutelier M, Karamchandani J, Albrecht S, Brandner S, De Jay N, Gayden T, Bajic A, Harutyunyan AS, Marchione DM, Mikael LG, Juretic N, Zeinieh M, Russo C, Maestro N, Bassenden AV, Hauser P, Virga J, Bognar L, Klekner A, Zapotocky M, Vicha A, Krskova L, Vanova K, Zamecnik J, Sumerauer D, Ekert PG, Ziegler DS, Ellezam B, Filbin MG, Blanchette M, Hansford JR, Khuong-Quang DA, Berghuis AM, Weil AG, Garcia BA, Garzia L, Mack SC, Beroukhim R, Ligon KL, Taylor MD, Bandopadhayay P, Kramm C, Pfister SM, Korshunov A, Sturm D, Jones DTW, Salomoni P, Kleinman CL, Jabado N. Histone H3.3G34-Mutant Interneuron Progenitors Co-opt PDGFRA for Gliomagenesis. Cell 2020; 183:1617-1633.e22. [PMID: 33259802 DOI: 10.1016/j.cell.2020.11.012] [Citation(s) in RCA: 79] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 10/01/2020] [Accepted: 11/06/2020] [Indexed: 12/15/2022]
Abstract
Histone H3.3 glycine 34 to arginine/valine (G34R/V) mutations drive deadly gliomas and show exquisite regional and temporal specificity, suggesting a developmental context permissive to their effects. Here we show that 50% of G34R/V tumors (n = 95) bear activating PDGFRA mutations that display strong selection pressure at recurrence. Although considered gliomas, G34R/V tumors actually arise in GSX2/DLX-expressing interneuron progenitors, where G34R/V mutations impair neuronal differentiation. The lineage of origin may facilitate PDGFRA co-option through a chromatin loop connecting PDGFRA to GSX2 regulatory elements, promoting PDGFRA overexpression and mutation. At the single-cell level, G34R/V tumors harbor dual neuronal/astroglial identity and lack oligodendroglial programs, actively repressed by GSX2/DLX-mediated cell fate specification. G34R/V may become dispensable for tumor maintenance, whereas mutant-PDGFRA is potently oncogenic. Collectively, our results open novel research avenues in deadly tumors. G34R/V gliomas are neuronal malignancies where interneuron progenitors are stalled in differentiation by G34R/V mutations and malignant gliogenesis is promoted by co-option of a potentially targetable pathway, PDGFRA signaling.
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Affiliation(s)
- Carol C L Chen
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Shriya Deshmukh
- Division of Experimental Medicine, Department of Medicine, McGill University, Montreal, QC H4A 3J1, Canada
| | - Selin Jessa
- Quantitative Life Sciences, McGill University, Montreal, QC H3A 2A7, Canada; Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
| | - Djihad Hadjadj
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Véronique Lisi
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | | | - Damien Faury
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Wajih Jawhar
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Rola Dali
- Canadian Centre for Computational Genomics, McGill University, Montreal, QC H3A 0E9, Canada
| | - Hiromichi Suzuki
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Manav Pathania
- Department of Oncology and The Milner Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge CB2 0AW, UK; CRUK Children's Brain Tumour Centre of Excellence, University of Cambridge, Cambridge CB2 0RE, UK
| | - Deli A
- Nuclear Function in CNS Pathophysiology, German Center for Neurodegenerative Diseases (DZNE), Bonn 53127, Germany
| | - Frank Dubois
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Eleanor Woodward
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA
| | - Steven Hébert
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
| | - Marie Coutelier
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
| | - Jason Karamchandani
- Department of Pathology, Montreal Neurological Institute, McGill University, Montreal, QC H3A 2B4, Canada
| | - Steffen Albrecht
- Department of Pathology, Montreal Children's Hospital, McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | | | - Nicolas De Jay
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
| | - Tenzin Gayden
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Andrea Bajic
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Ashot S Harutyunyan
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Dylan M Marchione
- Department of Biochemistry and Biophysics and Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104-6073, USA
| | - Leonie G Mikael
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Nikoleta Juretic
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Michele Zeinieh
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Caterina Russo
- Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Nicola Maestro
- Department of Oncology and The Milner Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge CB2 0AW, UK
| | | | - Peter Hauser
- Second Department of Paediatrics, Semmelweis University, Budapest 1094, Hungary
| | - József Virga
- Department of Neurosurgery, University of Debrecen, Debrecen 4032, Hungary; Department of Oncology, Faculty of Medicine, University of Debrecen, Debrecen 4032, Hungary
| | - Laszlo Bognar
- Department of Neurosurgery, University of Debrecen, Debrecen 4032, Hungary
| | - Almos Klekner
- Department of Neurosurgery, University of Debrecen, Debrecen 4032, Hungary
| | - Michal Zapotocky
- Department of Paediatric Haematology and Oncology, Second Faculty of Medicine, Charles University and University Hospital Motol, Prague 150 06, Czech Republic
| | - Ales Vicha
- Department of Paediatric Haematology and Oncology, Second Faculty of Medicine, Charles University and University Hospital Motol, Prague 150 06, Czech Republic
| | - Lenka Krskova
- Department of Pathology and Molecular Medicine, Second Faculty of Medicine, Charles University and University Hospital Motol, Prague 150 06, Czech Republic
| | - Katerina Vanova
- Department of Paediatric Haematology and Oncology, Second Faculty of Medicine, Charles University and University Hospital Motol, Prague 150 06, Czech Republic
| | - Josef Zamecnik
- Department of Pathology and Molecular Medicine, Second Faculty of Medicine, Charles University and University Hospital Motol, Prague 150 06, Czech Republic
| | - David Sumerauer
- Department of Paediatric Haematology and Oncology, Second Faculty of Medicine, Charles University and University Hospital Motol, Prague 150 06, Czech Republic
| | - Paul G Ekert
- Children's Cancer Center, The Royal Children's Hospital; Murdoch Children's Research Institute; Department of Pediatrics, University of Melbourne, Parkville, VIC 3052, Australia
| | - David S Ziegler
- Kids Cancer Centre, Sydney Children's Hospital, Randwick, NSW 2031, Australia; School of Women's and Children's Health, UNSW Sydney, Kensington, NSW 2052, Australia
| | - Benjamin Ellezam
- Department of Pathology, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal, Montréal, QC H3T 1C5, Canada
| | - Mariella G Filbin
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA 02215, USA
| | - Mathieu Blanchette
- School of Computer Science, McGill University, Montreal, QC H3A 2A7, Canada
| | - Jordan R Hansford
- Children's Cancer Center, The Royal Children's Hospital; Murdoch Children's Research Institute; Department of Pediatrics, University of Melbourne, Parkville, VIC 3052, Australia
| | - Dong-Anh Khuong-Quang
- Children's Cancer Center, The Royal Children's Hospital; and Murdoch Children's Research Institute; Parkville, VIC 3052, Australia
| | - Albert M Berghuis
- Department of Biochemistry, McGill University, Montreal, QC H3A 1A3, Canada
| | - Alexander G Weil
- Department of Pediatric Neurosurgery, Centre Hospitalier Universitaire Sainte-Justine, Université de Montréal, Montréal, QC H3T 1C5, Canada
| | - Benjamin A Garcia
- Department of Biochemistry and Biophysics and Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104-6073, USA
| | - Livia Garzia
- Cancer Research Program, The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada; Division of Orthopedic Surgery, Faculty of Surgery, McGill University, Montreal, QC H3G 1A4, Canada
| | - Stephen C Mack
- Department of Pediatrics, Division of Hematology and Oncology, Texas Children's Cancer and Hematology Centers, Dan L. Duncan Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Rameen Beroukhim
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215-5450, USA; Broad Institute of MIT and Harvard, Boston, MA 02142, USA
| | - Keith L Ligon
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215-5450, USA; Department of Pathology, Boston Children's Hospital and Brigham and Women's Hospital, Harvard Medical School, and Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Michael D Taylor
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada; The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
| | - Pratiti Bandopadhayay
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, 02215, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215-5450, USA; Department of Pediatrics, Harvard Medical School, Boston, MA 02115, USA
| | - Christoph Kramm
- Division of Pediatric Hematology and Oncology, University Medical Center Goettingen, Goettingen 37075, Germany
| | - Stefan M Pfister
- Hopp Children's Cancer Center Heidelberg (KiTZ) and Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg 69120, Germany; Division of Pediatric Neurooncology, German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ), Heidelberg 69120, Germany; Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg 69120, Germany
| | - Andrey Korshunov
- Department of Neuropathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg 69120, Germany; Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg 69120, Germany
| | - Dominik Sturm
- Division of Pediatric Hematology and Oncology, University Medical Center Goettingen, Goettingen 37075, Germany; Pediatric Glioma Research Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - David T W Jones
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg 69120, Germany; Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg 69120, Germany
| | - Paolo Salomoni
- Department of Oncology and The Milner Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge CB2 0AW, UK; Nuclear Function in CNS Pathophysiology, German Center for Neurodegenerative Diseases (DZNE), Bonn 53127, Germany
| | - Claudia L Kleinman
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; Lady Davis Research Institute, Jewish General Hospital, Montreal, QC H3T 1E2, Canada.
| | - Nada Jabado
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; Division of Experimental Medicine, Department of Medicine, McGill University, Montreal, QC H4A 3J1, Canada; Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada.
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104
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Tottone L, Lancho O, Loh JW, Singh A, Kimura S, Roels J, Kuchmiy A, Strubbe S, Lawlor MA, da Silva-Diz V, Luo S, Gachet S, García-Prieto CA, Hagelaar R, Esteller M, Meijerink JPP, Soulier J, Taghon T, Van Vlierberghe P, Mullighan CG, Khiabanian H, Rocha PP, Herranz D. A Tumor Suppressor Enhancer of PTEN in T-cell development and leukemia. Blood Cancer Discov 2020; 2:92-109. [PMID: 33458694 DOI: 10.1158/2643-3230.bcd-20-0201] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Long-range oncogenic enhancers play an important role in cancer. Yet, whether similar regulation of tumor suppressor genes is relevant remains unclear. Loss of expression of PTEN is associated with the pathogenesis of various cancers, including T-cell leukemia (T-ALL). Here, we identify a highly conserved distal enhancer (PE) that interacts with the PTEN promoter in multiple hematopoietic populations, including T-cells, and acts as a hub of relevant transcription factors in T-ALL. Consistently, loss of PE leads to reduced PTEN levels in T-ALL cells. Moreover, PE-null mice show reduced Pten levels in thymocytes and accelerated development of NOTCH1-induced T-ALL. Furthermore, secondary loss of PE in established leukemias leads to accelerated progression and a gene expression signature driven by Pten loss. Finally, we uncovered recurrent deletions encompassing PE in T-ALL, which are associated with decreased PTEN levels. Altogether, our results identify PE as the first long-range tumor suppressor enhancer directly implicated in cancer.
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Affiliation(s)
- Luca Tottone
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
| | - Olga Lancho
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
| | - Jui-Wan Loh
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
| | - Amartya Singh
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
| | - Shunsuke Kimura
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Juliette Roels
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
- Department of Diagnostic Sciences, Ghent University, Ghent, Belgium
| | - Anna Kuchmiy
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
- Department of Diagnostic Sciences, Ghent University, Ghent, Belgium
| | - Steven Strubbe
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
- Department of Diagnostic Sciences, Ghent University, Ghent, Belgium
| | - Matthew A Lawlor
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
| | - Victoria da Silva-Diz
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
| | - Shirley Luo
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
| | - Stéphanie Gachet
- INSERM U944 and University de Paris, Hopital Saint-Louis, Paris, France
| | - Carlos A García-Prieto
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
- Barcelona Supercomputing Center (BSC), Barcelona, Catalonia, Spain
| | - Rico Hagelaar
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Manel Esteller
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Cancer (CIBERONC), Madrid, Spain
- Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain
- Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
| | | | - Jean Soulier
- INSERM U944 and University de Paris, Hopital Saint-Louis, Paris, France
| | - Tom Taghon
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
- Department of Diagnostic Sciences, Ghent University, Ghent, Belgium
| | - Pieter Van Vlierberghe
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
| | - Charles G Mullighan
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Hossein Khiabanian
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey
- Department of Pathology and Laboratory Medicine, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, New Jersey
| | - Pedro P Rocha
- Unit on Genome Structure and Regulation, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland
- National Cancer Institute, National Institutes of Health, Bethesda, Maryland
| | - Daniel Herranz
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, New Jersey.
- Department of Pharmacology, Robert Wood Johnson Medical School, Rutgers University, Piscataway, New Jersey
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105
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Rovirosa L, Ramos-Morales A, Javierre BM. The Genome in a Three-Dimensional Context: Deciphering the Contribution of Noncoding Mutations at Enhancers to Blood Cancer. Front Immunol 2020; 11:592087. [PMID: 33117405 PMCID: PMC7575776 DOI: 10.3389/fimmu.2020.592087] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 09/21/2020] [Indexed: 11/13/2022] Open
Abstract
Associations between blood cancer and genetic predisposition, including both inherited variants and acquired mutations and epimutations, have been well characterized. However, the majority of these variants affect noncoding regions, making their mechanisms difficult to hypothesize and hindering the translation of these insights into patient benefits. Fueled by unprecedented progress in next-generation sequencing and computational integrative analysis, studies have started applying combinations of epigenetic, genome architecture, and functional assays to bridge the gap between noncoding variants and blood cancer. These complementary tools have not only allowed us to understand the potential malignant role of these variants but also to differentiate key variants, cell-types, and conditions from misleading ones. Here, we briefly review recent studies that have provided fundamental insights into our understanding of how noncoding mutations at enhancers predispose and promote blood malignancies in the context of spatial genome architecture.
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Affiliation(s)
- Llorenç Rovirosa
- 3D Chromatin Organization Group, Josep Carreras Leukaemia Research Institute (IJC), Germans Trias i Pujol, Badalona, Spain
| | - Alberto Ramos-Morales
- 3D Chromatin Organization Group, Josep Carreras Leukaemia Research Institute (IJC), Germans Trias i Pujol, Badalona, Spain
| | - Biola M Javierre
- 3D Chromatin Organization Group, Josep Carreras Leukaemia Research Institute (IJC), Germans Trias i Pujol, Badalona, Spain.,Institute for Health Science Research Germans Trias i Pujol (IGTP), Badalona, Spain
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106
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Liu X, Xu W, Leng F, Hao C, Kolora SRR, Li W. Prioritizing long range interactions in noncoding regions using GWAS and deletions perturbed TADs. Comput Struct Biotechnol J 2020; 18:2945-2952. [PMID: 33209206 PMCID: PMC7642798 DOI: 10.1016/j.csbj.2020.10.014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 10/08/2020] [Accepted: 10/12/2020] [Indexed: 01/22/2023] Open
Abstract
Genome-wide association studies (GWAS) have contributed significantly to predisposing the disease etiology by associating single nucleotide polymorphisms (SNPs) with complex diseases. However, most GWAS-SNPs are in the noncoding regions that may affect distal genes via long range enhancer-promoter interactions. Thus, the common practice on GWAS discoveries cannot fully reveal the molecular mechanisms underpinning complex diseases. It is known that perturbations of topological associated domains (TADs) lead to long range interactions which underlie disease etiology. To identify the probable long range interactions in noncoding regions via GWAS and TADs perturbed by deletions, we integrated datasets from GWAS-SNPs, enhancers, TADs, and deletions. After ranking and clustering, we prioritized 201,132 high confident pairs of GWAS-SNPs and target genes. In this study, we performed a systematic inference on noncoding regions via GWAS-SNPs and deletion-perturbed TADs to boost GWAS discovery power. The high confident pairs of GWAS-SNPs and target genes (SE-Gs) provide the promising candidates to understand the molecular mechanisms underlying complex diseases with emphasis on the three-dimensional genome.
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Affiliation(s)
- Xuanshi Liu
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute, Beijing, China.,MOE Key Laboratory of Major Diseases in Children, Beijing, China.,Genetics and Birth Defects Control Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Wenjian Xu
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute, Beijing, China.,MOE Key Laboratory of Major Diseases in Children, Beijing, China.,Genetics and Birth Defects Control Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Fei Leng
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute, Beijing, China.,MOE Key Laboratory of Major Diseases in Children, Beijing, China.,Genetics and Birth Defects Control Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Chanjuan Hao
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute, Beijing, China.,MOE Key Laboratory of Major Diseases in Children, Beijing, China.,Genetics and Birth Defects Control Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
| | - Sree Rohit Raj Kolora
- Department of Integrative Biology, University of California Berkeley, Berkeley, CA, USA
| | - Wei Li
- Beijing Key Laboratory for Genetics of Birth Defects, Beijing Pediatric Research Institute, Beijing, China.,MOE Key Laboratory of Major Diseases in Children, Beijing, China.,Genetics and Birth Defects Control Center, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China
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107
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Fang C, Rao S, Crispino JD, Ntziachristos P. Determinants and role of chromatin organization in acute leukemia. Leukemia 2020; 34:2561-2575. [PMID: 32690881 PMCID: PMC7999176 DOI: 10.1038/s41375-020-0981-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 06/26/2020] [Accepted: 07/07/2020] [Indexed: 12/12/2022]
Abstract
DNA is compacted into higher order structures that have major implications in gene regulation. These structures allow for long-range interactions of DNA elements, such as the association of promoters with their cognate enhancers. In recent years, mutations in genes that control these structures, including the cohesin-complex and the insulator-binding protein CTCF, have been found in a spectrum of hematologic disorders, and especially in acute leukemias. Cohesin and CTCF are critical for mediating looping and establishing boundaries within chromatin. Cells that harbor mutations in these genes display aberrant chromatin architecture and resulting differences in gene expression that contribute to leukemia initiation and progression. Here, we provide detailed discussion of the nature of 3D interactions and the way that they are disrupted in acute leukemia. Continued research in this area will provide new insights into the mechanisms of leukemogenesis and may shed light on novel treatment strategies.
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Affiliation(s)
- Celestia Fang
- Department of Biochemistry and Molecular Genetics, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Sridhar Rao
- Versiti Blood Research Institute, Milwaukee, WI, 53226, USA
| | - John D Crispino
- Department of Biochemistry and Molecular Genetics, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA.
- Division of Hematology, Northwestern University, Chicago, IL, 60611, USA.
- Simpson Querrey Center for Epigenetics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA.
| | - Panagiotis Ntziachristos
- Department of Biochemistry and Molecular Genetics, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA.
- Division of Hematology, Northwestern University, Chicago, IL, 60611, USA.
- Simpson Querrey Center for Epigenetics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA.
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108
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Johnstone SE, Reyes A, Qi Y, Adriaens C, Hegazi E, Pelka K, Chen JH, Zou LS, Drier Y, Hecht V, Shoresh N, Selig MK, Lareau CA, Iyer S, Nguyen SC, Joyce EF, Hacohen N, Irizarry RA, Zhang B, Aryee MJ, Bernstein BE. Large-Scale Topological Changes Restrain Malignant Progression in Colorectal Cancer. Cell 2020; 182:1474-1489.e23. [PMID: 32841603 PMCID: PMC7575124 DOI: 10.1016/j.cell.2020.07.030] [Citation(s) in RCA: 109] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Revised: 05/04/2020] [Accepted: 07/20/2020] [Indexed: 02/06/2023]
Abstract
Widespread changes to DNA methylation and chromatin are well documented in cancer, but the fate of higher-order chromosomal structure remains obscure. Here we integrated topological maps for colon tumors and normal colons with epigenetic, transcriptional, and imaging data to characterize alterations to chromatin loops, topologically associated domains, and large-scale compartments. We found that spatial partitioning of the open and closed genome compartments is profoundly compromised in tumors. This reorganization is accompanied by compartment-specific hypomethylation and chromatin changes. Additionally, we identify a compartment at the interface between the canonical A and B compartments that is reorganized in tumors. Remarkably, similar shifts were evident in non-malignant cells that have accumulated excess divisions. Our analyses suggest that these topological changes repress stemness and invasion programs while inducing anti-tumor immunity genes and may therefore restrain malignant progression. Our findings call into question the conventional view that tumor-associated epigenomic alterations are primarily oncogenic.
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Affiliation(s)
- Sarah E Johnstone
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA
| | - Alejandro Reyes
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Data Sciences, Dana Farber Cancer Institute, Boston, MA 02215, USA; Department of Biostatistics, Harvard School of Public Health, Boston, MA 02215, USA
| | - Yifeng Qi
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Carmen Adriaens
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA
| | - Esmat Hegazi
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA
| | - Karin Pelka
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA
| | - Jonathan H Chen
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA
| | - Luli S Zou
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Data Sciences, Dana Farber Cancer Institute, Boston, MA 02215, USA; Department of Biostatistics, Harvard School of Public Health, Boston, MA 02215, USA
| | - Yotam Drier
- The Lautenberg Center for Immunology and Cancer Research, The Hebrew University, Jerusalem, Israel
| | - Vivian Hecht
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA
| | - Noam Shoresh
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA
| | - Martin K Selig
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
| | - Caleb A Lareau
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02215, USA
| | - Sowmya Iyer
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
| | - Son C Nguyen
- Department of Genetics, Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Eric F Joyce
- Department of Genetics, Penn Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA
| | - Rafael A Irizarry
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Data Sciences, Dana Farber Cancer Institute, Boston, MA 02215, USA; Department of Biostatistics, Harvard School of Public Health, Boston, MA 02215, USA
| | - Bin Zhang
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Martin J Aryee
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA; Department of Biostatistics, Harvard School of Public Health, Boston, MA 02215, USA.
| | - Bradley E Bernstein
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02129, USA.
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109
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Fang C, Wang Z, Han C, Safgren SL, Helmin KA, Adelman ER, Serafin V, Basso G, Eagen KP, Gaspar-Maia A, Figueroa ME, Singer BD, Ratan A, Ntziachristos P, Zang C. Cancer-specific CTCF binding facilitates oncogenic transcriptional dysregulation. Genome Biol 2020; 21:247. [PMID: 32933554 PMCID: PMC7493976 DOI: 10.1186/s13059-020-02152-7] [Citation(s) in RCA: 66] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 08/19/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The three-dimensional genome organization is critical for gene regulation and can malfunction in diseases like cancer. As a key regulator of genome organization, CCCTC-binding factor (CTCF) has been characterized as a DNA-binding protein with important functions in maintaining the topological structure of chromatin and inducing DNA looping. Among the prolific binding sites in the genome, several events with altered CTCF occupancy have been reported as associated with effects in physiology or disease. However, hitherto there is no comprehensive survey of genome-wide CTCF binding patterns across different human cancers. RESULTS To dissect functions of CTCF binding, we systematically analyze over 700 CTCF ChIP-seq profiles across human tissues and cancers and identify cancer-specific CTCF binding patterns in six cancer types. We show that cancer-specific lost and gained CTCF binding events are associated with altered chromatin interactions, partially with DNA methylation changes, and rarely with sequence mutations. While lost bindings primarily occur near gene promoters, most gained CTCF binding events exhibit enhancer activities and are induced by oncogenic transcription factors. We validate these findings in T cell acute lymphoblastic leukemia cell lines and patient samples and show that oncogenic NOTCH1 induces specific CTCF binding and they cooperatively activate expression of target genes, indicating transcriptional condensation phenomena. CONCLUSIONS Specific CTCF binding events occur in human cancers. Cancer-specific CTCF binding can be induced by other transcription factors to regulate oncogenic gene expression. Our results substantiate CTCF binding alteration as a functional epigenomic signature of cancer.
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Affiliation(s)
- Celestia Fang
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA
- Simpson Querrey Center for Epigenetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Zhenjia Wang
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Cuijuan Han
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA
- Simpson Querrey Center for Epigenetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Stephanie L Safgren
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Kathryn A Helmin
- Department of Medicine, Division of Pulmonary and Critical Care, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Emmalee R Adelman
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL, USA
- Department of Human Genetics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Valentina Serafin
- Oncohematology Laboratory, Department of Women's and Children's Health, University of Padova, Padova, Italy
| | - Giuseppe Basso
- Oncohematology Laboratory, Department of Women's and Children's Health, University of Padova, Padova, Italy
- Italian Institute for Genomic Medicine, 10060, Torino, Italy
| | - Kyle P Eagen
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA
- Simpson Querrey Center for Epigenetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Alexandre Gaspar-Maia
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Maria E Figueroa
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL, USA
- Department of Human Genetics, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Benjamin D Singer
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA
- Simpson Querrey Center for Epigenetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Department of Medicine, Division of Pulmonary and Critical Care, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Aakrosh Ratan
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
- UVA Cancer Center, University of Virginia, Charlottesville, VA, USA
| | - Panagiotis Ntziachristos
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA.
- Simpson Querrey Center for Epigenetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA.
| | - Chongzhi Zang
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA.
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA.
- UVA Cancer Center, University of Virginia, Charlottesville, VA, USA.
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110
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McCarter AC, Gatta GD, Melnick A, Kim E, Sha C, Wang Q, Nalamolu JK, Liu Y, Keeley TM, Yan R, Sun M, Kodgule R, Kunnath N, Ambesi-Impiombato A, Kuick R, Rao A, Ryan RJH, Kee BL, Samuelson LC, Ostrowski MC, Ferrando AA, Chiang MY. Combinatorial ETS1-dependent control of oncogenic NOTCH1 enhancers in T-cell leukemia. Blood Cancer Discov 2020; 1:178-197. [PMID: 32924017 DOI: 10.1158/2643-3230.bcd-20-0026] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Notch activation is highly prevalent among cancers, in particular T-cell acute lymphoblastic leukemia (T-ALL). However, the use of pan-Notch inhibitors to treat cancers has been hampered by adverse effects, particularly intestinal toxicities. To circumvent this barrier in T-ALL, we aimed to inhibit ETS1, a developmentally important T-cell transcription factor previously shown to co-bind Notch response elements. Using complementary genetic approaches in mouse models, we show that ablation of Ets1 leads to strong Notch-mediated suppressive effects on T-cell development and leukemogenesis, but milder intestinal effects than pan-Notch inhibitors. Mechanistically, genome-wide chromatin profiling studies demonstrate that Ets1 inactivation impairs recruitment of multiple Notch-associated factors and Notch-dependent activation of transcriptional elements controlling major Notch-driven oncogenic effector pathways. These results uncover previously unrecognized hierarchical heterogeneity of Notch-controlled genes and points to Ets1-mediated enucleation of Notch-Rbpj transcriptional complexes as a target for developing specific anti-Notch therapies in T-ALL that circumvent the barriers of pan-Notch inhibition.
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Affiliation(s)
- Anna C McCarter
- Cell and Molecular Biology Program, University of Michigan, Ann Arbor, MI.,These authors contributed equally
| | - Giusy Della Gatta
- Institute for Cancer Genetics, Columbia University, New York, NY, USA.,These authors contributed equally
| | - Ashley Melnick
- Cell and Molecular Biology Program, University of Michigan, Ann Arbor, MI
| | - Erin Kim
- Division of Hematology-Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Cher Sha
- Division of Hematology-Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Qing Wang
- Division of Hematology-Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Jahnavi K Nalamolu
- Division of Hematology-Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | | | - Theresa M Keeley
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI
| | - Ran Yan
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY
| | - Mengxi Sun
- Department of Pathology, University of Chicago
| | - Rohan Kodgule
- Department of Pathology, University of Michigan, Ann Arbor, MI
| | - Nicholas Kunnath
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI
| | | | - Rork Kuick
- Department of Biostatistics, University of Michigan, Ann Arbor, MI
| | - Arvind Rao
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI
| | | | | | - Linda C Samuelson
- Cell and Molecular Biology Program, University of Michigan, Ann Arbor, MI.,Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI
| | | | - Adolfo A Ferrando
- Institute for Cancer Genetics, Columbia University, New York, NY, USA.,Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY.,Department of Pediatrics, Columbia University Medical Center, New York, NY.,Department of Systems Biology, Columbia University, New York, NY
| | - Mark Y Chiang
- Cell and Molecular Biology Program, University of Michigan, Ann Arbor, MI.,Division of Hematology-Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
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