1
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Pan F, Sarno J, Jeong J, Yang X, Jager A, Gruber TA, Davis KL, Cleary ML. Genome editing-induced t(4;11) chromosomal translocations model B cell precursor acute lymphoblastic leukemias with KMT2A-AFF1 fusion. J Clin Invest 2024; 134:e171030. [PMID: 37917159 PMCID: PMC10760968 DOI: 10.1172/jci171030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2023] Open
Abstract
A t(4;11) leukemia model established from CRISPR-engineered chromosomal translocations between the KMT2A and AFF1 genes recapitulate proteomic, epigenomic, and transcriptomic features of primary patient leukemias.
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Affiliation(s)
- Feng Pan
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
- Department of Molecular Medicine, the University of Texas Health Science Center at San Antonio, San Antonio, Texas, USA
| | - Jolanda Sarno
- Division of Pediatric Hematology, Oncology, Stem Cell Transplantation and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University, Stanford, California, USA
| | - Johan Jeong
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
| | - Xin Yang
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
| | - Astraea Jager
- Division of Pediatric Hematology, Oncology, Stem Cell Transplantation and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University, Stanford, California, USA
| | - Tanja A. Gruber
- Division of Pediatric Hematology, Oncology, Stem Cell Transplantation and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Kara L. Davis
- Division of Pediatric Hematology, Oncology, Stem Cell Transplantation and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Center for Cancer Cell Therapy, Stanford Cancer Institute, Stanford University, Stanford, California, USA
| | - Michael L. Cleary
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
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2
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Colella P, Sayana R, Suarez-Nieto MV, Sarno J, Nyame K, Xiong J, Vera LNP, Basurto JA, Corbo M, Limaye A, Davis KL, Abu-Remaileh M, Gomez-Ospina N. CNS Repopulation by Hematopoietic-Derived Microglia-Like Cells Corrects Progranulin deficiency. Res Sq 2023:rs.3.rs-3263412. [PMID: 37790525 PMCID: PMC10543302 DOI: 10.21203/rs.3.rs-3263412/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/05/2023]
Abstract
Hematopoietic stem cell transplantation can deliver therapeutic proteins to the CNS through donor-derived hematopoietic cells that become microglia-like cells. However, using standard conditioning approaches, hematopoietic stem cell transplantation is currently limited by low and slow engraftment of microglia-like cells. We report an efficient conditioning regimen based on Busulfan and a six-day course of microglia depletion using the colony-stimulating factor receptor 1 inhibitor PLX3397. Combining Busulfan-myeloablation and transient microglia depletion results in robust, rapid, and persistent microglia replacement by bone marrow-derived microglia-like cells throughout the CNS. Adding PLX3397 does not affect neurobehavior or has adverse effects on hematopoietic reconstitution. Through single-cell RNA sequencing and high-dimensional CyTOF mass cytometry, we show that microglia-like cells are a heterogeneous population and describe six distinct subpopulations. Though most bone-marrow-derived microglia-like cells can be classified as homeostatic microglia, their gene signature is a hybrid of homeostatic/embryonic microglia and border associated-macrophages. Busulfan-myeloablation and transient microglia depletion induce specific cytokines in the brain, ultimately combining myeloid proliferative and chemo-attractive signals that act locally to repopulate microglia from outside the niche. Importantly, this conditioning approach demonstrates therapeutic efficacy in a mouse model of GRN deficiency. Transplanting wild-type bone marrow into Grn-/- mice conditioned with Busulfan plus PLX3397 results in high engraftment of microglia-like cells in the brain and retina, restoring GRN levels and normalizing lipid metabolism.
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Affiliation(s)
- Pasqualina Colella
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305
| | - Ruhi Sayana
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305
| | | | - Jolanda Sarno
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, 94305
| | - Kwamina Nyame
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305
- Department of Genetics, Stanford University, Stanford, CA 94305
| | - Jian Xiong
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305
- Department of Genetics, Stanford University, Stanford, CA 94305
| | | | | | - Marco Corbo
- MedGenome, Inc, 348 Hatch Dr, Foster City, CA 94404
| | - Anay Limaye
- MedGenome, Inc, 348 Hatch Dr, Foster City, CA 94404
| | - Kara Lynn Davis
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, 94305
| | - Monther Abu-Remaileh
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305
- Department of Genetics, Stanford University, Stanford, CA 94305
- The Institute for Chemistry, Engineering and Medicine for Human Health (Sarafan ChEM-H), Stanford University, Stanford, USA
| | - Natalia Gomez-Ospina
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305
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3
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Sarno J, Domizi P, Liu Y, Merchant M, Pedersen CB, Jedoui D, Jager A, Nolan GP, Gaipa G, Bendall SC, Bava FA, Davis KL. Dasatinib overcomes glucocorticoid resistance in B-cell acute lymphoblastic leukemia. Nat Commun 2023; 14:2935. [PMID: 37217509 DOI: 10.1038/s41467-023-38456-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 04/28/2023] [Indexed: 05/24/2023] Open
Abstract
Resistance to glucocorticoids (GC) is associated with an increased risk of relapse in B-cell progenitor acute lymphoblastic leukemia (BCP-ALL). Performing transcriptomic and single-cell proteomic studies in healthy B-cell progenitors, we herein identify coordination between the glucocorticoid receptor pathway with B-cell developmental pathways. Healthy pro-B cells most highly express the glucocorticoid receptor, and this developmental expression is conserved in primary BCP-ALL cells from patients at diagnosis and relapse. In-vitro and in vivo glucocorticoid treatment of primary BCP-ALL cells demonstrate that the interplay between B-cell development and the glucocorticoid pathways is crucial for GC resistance in leukemic cells. Gene set enrichment analysis in BCP-ALL cell lines surviving GC treatment show enrichment of B cell receptor signaling pathways. In addition, primary BCP-ALL cells surviving GC treatment in vitro and in vivo demonstrate a late pre-B cell phenotype with activation of PI3K/mTOR and CREB signaling. Dasatinib, a multi-kinase inhibitor, most effectively targets this active signaling in GC-resistant cells, and when combined with glucocorticoids, results in increased cell death in vitro and decreased leukemic burden and prolonged survival in an in vivo xenograft model. Targeting the active signaling through the addition of dasatinib may represent a therapeutic approach to overcome GC resistance in BCP-ALL.
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Affiliation(s)
- Jolanda Sarno
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, USA.
| | - Pablo Domizi
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, USA
| | - Yuxuan Liu
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, USA
| | - Milton Merchant
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, USA
| | - Christina Bligaard Pedersen
- Section for Bioinformatics, Department of Health Technology, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Dorra Jedoui
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, USA
| | - Astraea Jager
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, USA
| | - Garry P Nolan
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Giuseppe Gaipa
- M. Tettamanti Research Center, Fondazione IRCCS San Gerardo dei Tintori, Monza, (MB), Italy
| | - Sean C Bendall
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Felice-Alessio Bava
- Baxter Laboratory, Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA
- Institut national de la santé et de la recherche médicale (INSERM), Paris, France
| | - Kara L Davis
- Hematology, Oncology, Stem Cell Transplant, and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA, USA.
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4
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Lo YC, Keyes TJ, Jager A, Sarno J, Domizi P, Majeti R, Sakamoto KM, Lacayo N, Mullighan CG, Waters J, Sahaf B, Bendall SC, Davis KL. CytofIn enables integrated analysis of public mass cytometry datasets using generalized anchors. Nat Commun 2022; 13:934. [PMID: 35177627 PMCID: PMC8854441 DOI: 10.1038/s41467-022-28484-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 01/27/2022] [Indexed: 11/09/2022] Open
Abstract
The increasing use of mass cytometry for analyzing clinical samples offers the possibility to perform comparative analyses across public datasets. However, challenges in batch normalization and data integration limit the comparison of datasets not intended to be analyzed together. Here, we present a data integration strategy, CytofIn, using generalized anchors to integrate mass cytometry datasets from the public domain. We show that low-variance controls, such as healthy samples and stable channels, are inherently homogeneous, robust against stimulation, and can serve as generalized anchors for batch correction. Single-cell quantification comparing mass cytometry data from 989 leukemia files pre- and post normalization with CytofIn demonstrates effective batch correction while recapitulating the gold-standard bead normalization. CytofIn integration of public cancer datasets enabled the comparison of immune features across histologies and treatments. We demonstrate the ability to integrate public datasets without necessitating identical control samples or bead standards for fast and robust analysis using CytofIn. Challenges in batch normalization and data integration limit the comparison of existing mass cytometry datasets. Here, the authors report CytofIn that can integrate mass cytometry datasets from the public domain and reveal cellular features associated with immune oncology by analyzing five public cancer datasets.
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Affiliation(s)
- Yu-Chen Lo
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Timothy J Keyes
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA.,Medical Scientist Training Program, Stanford University School of Medicine, Stanford, CA, USA
| | - Astraea Jager
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Jolanda Sarno
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Pablo Domizi
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Ravindra Majeti
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Kathleen M Sakamoto
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Norman Lacayo
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Charles G Mullighan
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffrey Waters
- Center for Cancer Cellular Therapy, Cancer Correlative Sciences Unit, Stanford University School of Medicine, Stanford, CA, USA
| | - Bita Sahaf
- Center for Cancer Cellular Therapy, Cancer Correlative Sciences Unit, Stanford University School of Medicine, Stanford, CA, USA
| | - Sean C Bendall
- Center for Cancer Cellular Therapy, Cancer Correlative Sciences Unit, Stanford University School of Medicine, Stanford, CA, USA.,Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Kara L Davis
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA. .,Center for Cancer Cellular Therapy, Cancer Correlative Sciences Unit, Stanford University School of Medicine, Stanford, CA, USA.
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5
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Geron I, Savino AM, Fishman H, Tal N, Brown J, Turati VA, James C, Sarno J, Hameiri-Grossman M, Lee YN, Rein A, Maniriho H, Birger Y, Zemlyansky A, Muler I, Davis KL, Marcu-Malina V, Mattson N, Parnas O, Wagener R, Fischer U, Barata JT, Jamieson CHM, Müschen M, Chen CW, Borkhardt A, Kirsch IR, Nagler A, Enver T, Izraeli S. An instructive role for Interleukin-7 receptor α in the development of human B-cell precursor leukemia. Nat Commun 2022; 13:659. [PMID: 35115489 PMCID: PMC8814001 DOI: 10.1038/s41467-022-28218-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 01/10/2022] [Indexed: 12/13/2022] Open
Abstract
Kinase signaling fuels growth of B-cell precursor acute lymphoblastic leukemia (BCP-ALL). Yet its role in leukemia initiation is unclear and has not been shown in primary human hematopoietic cells. We previously described activating mutations in interleukin-7 receptor alpha (IL7RA) in poor-prognosis "ph-like" BCP-ALL. Here we show that expression of activated mutant IL7RA in human CD34+ hematopoietic stem and progenitor cells induces a preleukemic state in transplanted immunodeficient NOD/LtSz-scid IL2Rγnull mice, characterized by persistence of self-renewing Pro-B cells with non-productive V(D)J gene rearrangements. Preleukemic CD34+CD10highCD19+ cells evolve into BCP-ALL with spontaneously acquired Cyclin Dependent Kinase Inhibitor 2 A (CDKN2A) deletions, as commonly observed in primary human BCP-ALL. CRISPR mediated gene silencing of CDKN2A in primary human CD34+ cells transduced with activated IL7RA results in robust development of BCP-ALLs in-vivo. Thus, we demonstrate that constitutive activation of IL7RA can initiate preleukemia in primary human hematopoietic progenitors and cooperates with CDKN2A silencing in progression into BCP-ALL.
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MESH Headings
- Animals
- Antigens, CD34/genetics
- Antigens, CD34/immunology
- Antigens, CD34/metabolism
- Base Sequence
- Cell Differentiation/genetics
- Cell Differentiation/immunology
- Cyclin-Dependent Kinase Inhibitor p16/genetics
- Cyclin-Dependent Kinase Inhibitor p16/immunology
- Cyclin-Dependent Kinase Inhibitor p16/metabolism
- Gene Expression/immunology
- Humans
- Interleukin-7 Receptor alpha Subunit/genetics
- Interleukin-7 Receptor alpha Subunit/immunology
- Interleukin-7 Receptor alpha Subunit/metabolism
- Mice, Inbred NOD
- Mice, Knockout
- Mice, SCID
- Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/genetics
- Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/immunology
- Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/metabolism
- Precursor Cells, B-Lymphoid/immunology
- Precursor Cells, B-Lymphoid/metabolism
- RNA-Seq/methods
- Receptors, Cytokine/genetics
- Receptors, Cytokine/immunology
- Receptors, Cytokine/metabolism
- Signal Transduction/genetics
- Signal Transduction/immunology
- Single-Cell Analysis/methods
- Transplantation, Heterologous
- Mice
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Affiliation(s)
- Ifat Geron
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Angela Maria Savino
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Hila Fishman
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Noa Tal
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel
| | - John Brown
- Department of Cancer Biology, UCL Cancer Institute, UCL, London, UK
| | | | - Chela James
- Department of Cancer Biology, UCL Cancer Institute, UCL, London, UK
| | - Jolanda Sarno
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
| | - Michal Hameiri-Grossman
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Yu Nee Lee
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Pediatric Department and the Immunology Service, Jeffrey Modell Foundation Center, Edmond and Lily Safra Children's Hospital Sheba Medical Center, Tel-Hashomer, Israel
| | - Avigail Rein
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Hillary Maniriho
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Yehudit Birger
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Anna Zemlyansky
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel
| | - Inna Muler
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel
| | - Kara L Davis
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
| | - Victoria Marcu-Malina
- Cytogenetic Unit laboratory of Hematology, Chaim Sheba Medical Center Tel Hashomer, Tel Hashomer, Israel
| | - Nicole Mattson
- Department of Systems Biology, City of Hope Comprehensive Cancer Center, Monrovia, CA, USA
| | - Oren Parnas
- The Concern Foundation Laboratories at the Lautenberg Center for immunology and Cancer Research, IMRIC, Hebrew University Faculty of Medicine, Jerusalem, Israel
| | - Rabea Wagener
- Department of Pediatric Oncology, Hematology and Clinical Immunology, University Children's Hospital, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - Ute Fischer
- Department of Pediatric Oncology, Hematology and Clinical Immunology, University Children's Hospital, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | - João T Barata
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisboa, Portugal
| | - Catriona H M Jamieson
- UC San Diego, Moores Cancer Center, Division of Regenerative Medicine, Department of Medicine and Sanford Stem Cell Clinical Center, Ja Jolla, CA, USA
| | - Markus Müschen
- Department of Systems Biology, City of Hope Comprehensive Cancer Center, Monrovia, CA, USA
| | - Chun-Wei Chen
- Department of Systems Biology, City of Hope Comprehensive Cancer Center, Monrovia, CA, USA
| | - Arndt Borkhardt
- Department of Pediatric Oncology, Hematology and Clinical Immunology, University Children's Hospital, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany
| | | | - Arnon Nagler
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel
- Hematology Division BMT and Cord Blood Bank Chaim Sheba Medical Center Tel-Hashomer, Tel-Hashomer, Israel
| | - Tariq Enver
- Department of Cancer Biology, UCL Cancer Institute, UCL, London, UK
| | - Shai Izraeli
- Felsenstein Medical Research Center and The Molecular Genetics and Biochemistry Department, Sackler Faculty of Medicine, Tel Aviv University, Petach Tikva, Israel.
- Institute of Pediatric Research, Edmond and Lily Safra Children's Hospital, Chaim Sheba Medical Center, Tel Hashomer, Israel.
- The Rina Zaizov Pediatric Hematology and Oncology Division Schneider Children's Medical Center of Israel, Petach Tikva, Israel.
- Department of Systems Biology, City of Hope Comprehensive Cancer Center, Monrovia, CA, USA.
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6
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Jager A, Sarno J, Davis KL. Mass Cytometry of Hematopoietic Cells. Methods Mol Biol 2021; 2185:65-76. [PMID: 33165843 DOI: 10.1007/978-1-0716-0810-4_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Mass cytometry is now a well-established method that enables the measurement of 40-50 markers (generally proteins but transcripts are also possible) in single cells. Analytes are detected via antibodies tagged with heavy metal and detected by using a time-of-flight mass spectrometer. Over the past decade, mass cytometry has proven to be a valuable method for immunophenotyping hematopoietic cells with remarkable precision in both healthy and malignant scenarios. This chapter explains in detail how to profile hematopoietic cells by using this high-dimensional multiplexed approach.
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Affiliation(s)
- Astraea Jager
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
| | - Jolanda Sarno
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
| | - Kara L Davis
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA.
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7
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Sarno J, Davis KL. Single-cell mass cytometry and machine learning predict relapse in childhood leukemia. Mol Cell Oncol 2018; 5:e1472057. [PMID: 30263942 PMCID: PMC6154835 DOI: 10.1080/23723556.2018.1472057] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Revised: 04/26/2018] [Accepted: 04/27/2018] [Indexed: 12/05/2022]
Abstract
Improved insight into cancer cell populations responsible for treatment failure will lead to better outcomes for patients. We herein highlight a single-cell study of B-cell precursor acute lymphoblastic leukemia (BCP-ALL) at diagnosis that revealed hidden developmentally dependent cell signaling states uniquely associated with relapse.
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Affiliation(s)
- Jolanda Sarno
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
| | - Kara L Davis
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
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8
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Sarno J, Pedersen C, Jager A, Burns T, Gaipa G, Nolan G, Bava A, Davis K. Glucocorticoids Exert a Dual Role in B-Cell Acute Lymphoblastic Leukemia: Apoptosis and Differentiation of Early B-Cell Populations. Exp Hematol 2018. [DOI: 10.1016/j.exphem.2018.06.140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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9
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Sarno J, Savino AM, Buracchi C, Palmi C, Pinto S, Bugarin C, Jager A, Bresolin S, Barber RC, Silvestri D, Israeli S, Dyer MJ, Cazzaniga G, Nolan GP, Biondi A, Davis KL, Gaipa G. SRC/ABL inhibition disrupts CRLF2-driven signaling to induce cell death in B-cell acute lymphoblastic leukemia. Oncotarget 2018; 9:22872-22885. [PMID: 29796158 PMCID: PMC5955419 DOI: 10.18632/oncotarget.25089] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Accepted: 03/19/2018] [Indexed: 01/31/2023] Open
Abstract
Children with B-cell precursor acute lymphoblastic leukemia (BCP-ALL) overexpressing the CRLF2 gene (hiCRLF2) have poor prognosis. CRLF2 protein overexpression leads to activated JAK/STAT signaling and trials are underway using JAK inhibitors to overcome treatment failure. Pre-clinical studies indicated limited efficacy of single JAK inhibitors, thus additional pathways must be targeted in hiCRLF2 cells. To identify additional activated networks, we used single-cell mass cytometry to examine 15 BCP-ALL primary patient samples. We uncovered a coordinated signaling network downstream of CRLF2 characterized by co-activation of JAK/STAT, PI3K, and CREB pathways. This CRLF2-driven network could be more effectively disrupted by SRC/ABL inhibition than single-agent JAK or PI3K inhibition, and this could be demonstrated even in primary minimal residual disease (MRD) cells. Our study suggests SCR/ABL inhibition as effective in disrupting the cooperative functional networks present in hiCRLF2 BCP-ALL patients, supporting further investigation of this strategy in pre-clinical studies.
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Affiliation(s)
- Jolanda Sarno
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
| | | | - Chiara Buracchi
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
| | - Chiara Palmi
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
| | - Stefania Pinto
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
| | - Cristina Bugarin
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
| | - Astraea Jager
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
| | - Silvia Bresolin
- Laboratory of Onco-Hematology, Department of Women’s and Children’s Health, University of Padova, Padova, Italy
| | - Ruth C. Barber
- Leicester Drug Discovery & Diagnostic Centre, University of Leicester, Leicester, United Kingdom
| | - Daniela Silvestri
- Biostatistics and Clinic Epidemiology Center, University of Milano Bicocca, Monza, Italy
| | - Shai Israeli
- Cancer Research Center, Sheba Medical Center, Ramat Gan, Israel
| | - Martin J.S. Dyer
- Ernest and Helen Scott Haematological Research Institute, University of Leicester, Leicester, United Kingdom
| | - Giovanni Cazzaniga
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
| | - Garry P. Nolan
- Baxter Laboratory in Stem Cell Biology, Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA
| | - Andrea Biondi
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
- Department of Pediatrics, ASST-Monza, Ospedale San Gerardo/Fondazione MBBM, Monza, Italy
| | - Kara L. Davis
- Department of Pediatrics, Bass Center for Childhood Cancer and Blood Disorders, Stanford University, Stanford, CA, USA
| | - Giuseppe Gaipa
- M. Tettamanti Research Center, Pediatric Clinic, University of Milano Bicocca, Monza, Italy
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10
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Savino AM, Sarno J, Trentin L, Vieri M, Fazio G, Bardini M, Bugarin C, Fossati G, Davis KL, Gaipa G, Izraeli S, Meyer LH, Nolan GP, Biondi A, Te Kronnie G, Palmi C, Cazzaniga G. The histone deacetylase inhibitor givinostat (ITF2357) exhibits potent anti-tumor activity against CRLF2-rearranged BCP-ALL. Leukemia 2017; 31:2365-2375. [PMID: 28331226 DOI: 10.1038/leu.2017.93] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2016] [Revised: 01/05/2017] [Accepted: 02/06/2017] [Indexed: 12/18/2022]
Abstract
Leukemias bearing CRLF2 and JAK2 gene alterations are characterized by aberrant JAK/STAT signaling and poor prognosis. The HDAC inhibitor givinostat/ITF2357 has been shown to exert anti-neoplastic activity against both systemic juvenile idiopathic arthritis and myeloproliferative neoplasms through inhibition of the JAK/STAT pathway. These findings led us to hypothesize that givinostat might also act against CRLF2-rearranged BCP-ALL, which lack effective therapies. Here, we found that givinostat inhibited proliferation and induced apoptosis of BCP-ALL CRLF2-rearranged cell lines, positive for exon 16 JAK2 mutations. Likewise, givinostat killed primary cells, but not their normal hematopoietic counterparts, from patients carrying CRLF2 rearrangements. At low doses, givinostat downregulated the expression of genes belonging to the JAK/STAT pathway and inhibited STAT5 phosphorylation. In vivo, givinostat significantly reduced engraftment of human blasts in patient-derived xenograft models of CRLF2-positive BCP-ALL. Importantly, givinostat killed ruxolitinib-resistant cells and potentiated the effect of current chemotherapy. Thus, givinostat in combination with conventional chemotherapy may represent an effective therapeutic option for these difficult-to-treat subsets of ALL. Lastly, the selective killing of cancer cells by givinostat may allow the design of reduced intensity regimens in CRLF2-rearranged Down syndrome-associated BCP-ALL patients with an overall benefit in terms of both toxicity and related complications.
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Affiliation(s)
- A M Savino
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy.,Department of Pediatric Hematology and Oncology, Leukemia Research Section, Edmond and Lily Children's Hospital, Sheba Medical Center, Ramat Gan, Israel.,Department of Molecular Human Genetics and Biochemistry, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - J Sarno
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - L Trentin
- Department of Women's and Children's Health, University of Padova, Padova, Italy
| | - M Vieri
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - G Fazio
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - M Bardini
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - C Bugarin
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - G Fossati
- Preclinical R&D Department, Italfarmaco S.p.A., Cinisello Balsamo, Milan, Italy
| | - K L Davis
- Baxter Laboratory in Stem Cell Biology, Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA.,Hematology and Oncology, Department of Pediatrics, Stanford University, Stanford, CA, USA
| | - G Gaipa
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - S Izraeli
- Department of Pediatric Hematology and Oncology, Leukemia Research Section, Edmond and Lily Children's Hospital, Sheba Medical Center, Ramat Gan, Israel.,Department of Molecular Human Genetics and Biochemistry, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - L H Meyer
- Department of Pediatrics and Adolescent Medicine, Ulm University Medical Center, Ulm, Germany
| | - G P Nolan
- Baxter Laboratory in Stem Cell Biology, Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA.,Hematology and Oncology, Department of Pediatrics, Stanford University, Stanford, CA, USA
| | - A Biondi
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - G Te Kronnie
- Department of Women's and Children's Health, University of Padova, Padova, Italy
| | - C Palmi
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
| | - G Cazzaniga
- Tettamanti Research Center, Department of Pediatrics, University of Milano Bicocca, Fondazione MBBM, Monza, Italy
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11
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Good Z, Sarno J, Jager A, Samusik N, Fantl W, Aghaeepour N, Tibshirani R, Bendall SC, Gaipa G, Biondi A, Nolan GP, Davis KL. Abstract 2693: Relapse in BCP-ALL predicted by activated signaling in pro-B cell subsets. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-2693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
B-cell precursor acute lymphoblastic leukemia (BCP-ALL) is the most common type of childhood cancer and is characterized by the malignant expansion of B-lymphocyte progenitors in the bone marrow (BM). Current therapy improves the relapse-free survival in children to over 80%. However, the ∼20% of patients who relapse have a poor prognosis and there are no reliable tests that predict relapse using diagnostic samples. We reasoned that aligning BCP-ALL cells according to a formalized context of normal B-lymphocyte development would reveal hidden cell states associated with relapse, and potentially expose targets to augment therapy for patients at risk. Until recently, our ability to pinpoint the identities of B-cell progenitors had been hindered by the vast cellular diversity within the BM and by the scarcity of the primary BM samples. We applied a single-cell proteomics platform termed mass cytometry by time-of-flight (CyTOF). In CyTOF, elemental mass reporter tagged antibodies probe proteins defining cellular identity and signaling within those cells. CyTOF simultaneously quantifies > 40 proteins per cell in millions of individual cells. We defined a cell-state signature for 15 developmental populations of B lymphocytes within the normal human BM. Using this signature we assigned each leukemia cell from 52 primary diagnostic samples to its closest match in B lymphopoiesis using a classifier based on Mahalanobis distance. When applied to BM samples from 4 healthy donors our classifier correctly assigned cells to the true developmental population (accuracy = 0.92, F-measure = 0.92). Using this classifier it was determined that each BCP-ALL sample contains a mix of developmental populations - with 97% of samples enriched in populations that span the pre-pro-B to pre-B transition. We identified 20 predictors (using a machine learning approach) in diagnostic samples that perfectly separate patients who will relapse from those who will not (lasso; predictive AUC = 0.83). This is superior to the NCI risk that is currently employed at clinical diagnosis. These predictors are informative and suggest that high basal activation of IL-7 signaling nodes (pSTAT5, pAKT) in pre-pro-B to pro-BII cells and poor response following pre-B-cell receptor engagement in pre-BI cells portend relapse. As such, these pathways might eventually be targeted via drug repurposing to improve outcomes and to guide therapy in the high-risk childhood BCP-ALL patients identified with our predictor signature. Such an approach to cancer cell developmental classification could be generally applicable across various investigations on understanding and preventing relapse.
Citation Format: Zinaida Good, Jolanda Sarno, Astraea Jager, Nikolay Samusik, Wendy Fantl, Nima Aghaeepour, Robert Tibshirani, Sean C. Bendall, Giuseppe Gaipa, Andrea Biondi, Garry P. Nolan, Kara L. Davis. Relapse in BCP-ALL predicted by activated signaling in pro-B cell subsets. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 2693.
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Affiliation(s)
| | - Jolanda Sarno
- 2Pediatric Clinic University of Milano Bicocca, Monza, Italy
| | | | | | | | | | | | | | - Giuseppe Gaipa
- 2Pediatric Clinic University of Milano Bicocca, Monza, Italy
| | - Andrea Biondi
- 2Pediatric Clinic University of Milano Bicocca, Monza, Italy
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12
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Bugarin C, Sarno J, Palmi C, Savino AM, te Kronnie G, Dworzak M, Shumich A, Buldini B, Maglia O, Sala S, Bronzini I, Bourquin JP, Mejstrikova E, Hrusak O, Luria D, Basso G, Izraeli S, Biondi A, Cazzaniga G, Gaipa G. Fine tuning of surface CRLF2 expression and its associated signaling profile in childhood B-cell precursor acute lymphoblastic leukemia. Haematologica 2015; 100:e229-32. [PMID: 25862705 DOI: 10.3324/haematol.2014.114447] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Affiliation(s)
- Cristina Bugarin
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
| | - Jolanda Sarno
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
| | - Chiara Palmi
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
| | - Angela Maria Savino
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
| | | | - Michael Dworzak
- Children's Cancer Research Institute and St. Anna Children's Hospital, Dept. of Pediatrics, Medical University of Vienna, Austria
| | - Angela Shumich
- Children's Cancer Research Institute and St. Anna Children's Hospital, Dept. of Pediatrics, Medical University of Vienna, Austria
| | | | - Oscar Maglia
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
| | - Simona Sala
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
| | | | | | - Ester Mejstrikova
- Childhood Leukaemia Investigation Prague, Department of Paediatric Haematology and Oncology, Charles University Prague, 2 Medical School, Czech Republic
| | - Ondrej Hrusak
- Childhood Leukaemia Investigation Prague, Department of Paediatric Haematology and Oncology, Charles University Prague, 2 Medical School, Czech Republic
| | - Drorit Luria
- Pediatric Hematology Oncology, Schneider Children's Medical Center of Israel
| | | | - Shai Izraeli
- Pediatric Hematology Oncology, Schneider Children's Medical Center of Israel
| | - Andrea Biondi
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy Department of Pediatrics, Hospital San Gerardo/Fondazione MBBM, Monza, Italy
| | - Giovanni Cazzaniga
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
| | - Giuseppe Gaipa
- Pediatric Clinic, University of Milano Bicocca, M. Tettamanti Research Center, Monza, Italy
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13
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Peison B, Benisch B, Tonzola A, Sarno J. Spontaneous rupture of a renal angiomyolipoma in patient with tuberous sclerosis. J Med Soc N J 1979; 76:522-3. [PMID: 289851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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14
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Benisch B, Peison B, Sarno J. Benign mesenchymoma of the breast. Mt Sinai J Med 1976; 43:530-3. [PMID: 1086960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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