1
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Yen JH, Keak PY, Wu CL, Chen HJ, Gao WY, Liou JW, Chen YR, Lin LI, Chen PY. Shikonin, a natural naphthoquinone phytochemical, exerts anti-leukemia effects in human CBF-AML cell lines and zebrafish xenograft models. Biomed Pharmacother 2024; 179:117395. [PMID: 39241566 DOI: 10.1016/j.biopha.2024.117395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 08/19/2024] [Accepted: 08/30/2024] [Indexed: 09/09/2024] Open
Abstract
Core binding factor acute myeloid leukemia (CBF-AML) stands out as the most common type of adult AML, characterized by specific chromosomal rearrangements involving CBF genes, particularly t(8;21). Shikonin (SHK), a naphthoquinone phytochemical widely employed as a food colorant and traditional Chinese herbal medicine, exhibits antioxidant, anti-inflammatory, and anti-cancer activities. In this study, we aim to investigate the antileukemic effects of SHK and its underlying mechanisms in human CBF-AML cells and zebrafish xenograft models. Our study revealed that SHK reduced the viability of CBF-AML cells. SHK induced cell cycle arrest, promoted cell apoptosis, and induced differentiation in Kasumi-1 cells. Additionally, SHK downregulated the gene expression of AML1-ETO and c-KIT in Kasumi-1 cells. In animal studies, SHK showed no toxic effects in zebrafish and markedly inhibited the growth of leukemia cells in zebrafish xenografts. Transcriptomic analysis showed that differentially expressed genes (DEGs) altered by SHK are linked to key biological processes like DNA repair, replication, cell cycle regulation, apoptosis, and division. Furthermore, KEGG pathways associated with cell growth, such as the cell cycle and p53 signaling pathway, were significantly enriched by DEGs. Analysis of AML-associated genes in response to SHK treatment using DisGeNET and the STRING database indicated that SHK downregulates the expression of cell division regulators regarding AML progression. Finally, we found that SHK combined with cytarabine synergistically reduced the viability of Kasumi-1 cells. In conclusion, our findings provide novel insights into the mechanisms of SHK in suppressing leukemia cell growth, suggesting its potential as a chemotherapeutic agent for human CBF-AML.
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Affiliation(s)
- Jui-Hung Yen
- Department of Molecular Biology and Human Genetics, Tzu Chi University, Hualien 970374, Taiwan; Institute of Medical Sciences, Tzu Chi University, Hualien 970374, Taiwan
| | - Pei Ying Keak
- Department of Molecular Biology and Human Genetics, Tzu Chi University, Hualien 970374, Taiwan
| | - Chia-Ling Wu
- Laboratory of Medical Genetics, Genetic Counseling Center, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien 970374, Taiwan
| | - Hsuan-Jan Chen
- Department of Molecular Biology and Human Genetics, Tzu Chi University, Hualien 970374, Taiwan
| | - Wan-Yun Gao
- Institute of Medical Sciences, Tzu Chi University, Hualien 970374, Taiwan
| | - Je-Wen Liou
- Department of Biochemistry, School of Medicine, Tzu Chi University, Hualien 970374, Taiwan
| | - Yi-Ruei Chen
- Department of Molecular Biology and Human Genetics, Tzu Chi University, Hualien 970374, Taiwan
| | - Liang-In Lin
- Department of Clinical Laboratory Sciences and Medical Biotechnology, College of Medicine, National Taiwan University, Taipei City 10048, Taiwan
| | - Pei-Yi Chen
- Department of Molecular Biology and Human Genetics, Tzu Chi University, Hualien 970374, Taiwan; Laboratory of Medical Genetics, Genetic Counseling Center, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien 970374, Taiwan.
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2
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Ruglioni M, Crucitta S, Luculli GI, Tancredi G, Del Giudice ML, Mechelli S, Galimberti S, Danesi R, Del Re M. Understanding mechanisms of resistance to FLT3 inhibitors in adult FLT3-mutated acute myeloid leukemia to guide treatment strategy. Crit Rev Oncol Hematol 2024; 201:104424. [PMID: 38917943 DOI: 10.1016/j.critrevonc.2024.104424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 06/06/2024] [Accepted: 06/16/2024] [Indexed: 06/27/2024] Open
Abstract
The presence of FLT3 mutations, including the most common FLT3-ITD (internal tandem duplications) and FLT3-TKD (tyrosine kinase domain), is associated with an unfavorable prognosis in patients affected by acute myeloid leukemia (AML). In this setting, in recent years, new FLT3 inhibitors have demonstrated efficacy in improving survival and treatment response. Nevertheless, the development of primary and secondary mechanisms of resistance poses a significant obstacle to their efficacy. Understanding these mechanisms is crucial for developing novel therapeutic approaches to overcome resistance and improve the outcomes of patients. In this context, the use of novel FLT3 inhibitors and the combination of different targeted therapies have been studied. This review provides an update on the molecular alterations involved in the resistance to FLT3 inhibitors, and describes how the molecular monitoring may be used to guide treatment strategy in FLT3-mutated AML.
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Affiliation(s)
- Martina Ruglioni
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University of Pisa, Italy
| | - Stefania Crucitta
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University of Pisa, Italy
| | - Giovanna Irene Luculli
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University of Pisa, Italy
| | - Gaspare Tancredi
- Unit of Hematology, Department of Clinical and Experimental Medicine, University of Pisa, Italy
| | - Maria Livia Del Giudice
- Unit of Hematology, Department of Clinical and Experimental Medicine, University of Pisa, Italy
| | - Sandra Mechelli
- Unit of Internal Medicine 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | - Sara Galimberti
- Unit of Hematology, Department of Clinical and Experimental Medicine, University of Pisa, Italy
| | - Romano Danesi
- Department of Oncology and Hemato-Oncology, University of Milan, Italy.
| | - Marzia Del Re
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University of Pisa, Italy
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3
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Sayitoglu EC, Luca BA, Boss AP, Thomas BC, Freeborn RA, Uyeda MJ, Chen PP, Nakauchi Y, Waichler C, Lacayo N, Bacchetta R, Majeti R, Gentles AJ, Cepika AM, Roncarolo MG. AML/T cell interactomics uncover correlates of patient outcomes and the key role of ICAM1 in T cell killing of AML. Leukemia 2024; 38:1246-1255. [PMID: 38724673 PMCID: PMC11147760 DOI: 10.1038/s41375-024-02255-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 04/10/2024] [Accepted: 04/11/2024] [Indexed: 05/21/2024]
Abstract
T cells are important for the control of acute myeloid leukemia (AML), a common and often deadly malignancy. We observed that some AML patient samples are resistant to killing by human-engineered cytotoxic CD4+ T cells. Single-cell RNA-seq of primary AML samples and CD4+ T cells before and after their interaction uncovered transcriptional programs that correlate with AML sensitivity or resistance to CD4+ T cell killing. Resistance-associated AML programs were enriched in AML patients with poor survival, and killing-resistant AML cells did not engage T cells in vitro. Killing-sensitive AML potently activated T cells before being killed, and upregulated ICAM1, a key component of the immune synapse with T cells. Without ICAM1, killing-sensitive AML became resistant to killing by primary ex vivo-isolated CD8+ T cells in vitro, and engineered CD4+ T cells in vitro and in vivo. While AML heterogeneity implies that multiple factors may determine their sensitivity to T cell killing, these data show that ICAM1 acts as an immune trigger, allowing T cell killing, and could play a role in AML patient survival in vivo.
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Affiliation(s)
- Ece Canan Sayitoglu
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Bogdan A Luca
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Allison Paige Boss
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Benjamin Craig Thomas
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Robert Arthur Freeborn
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Molly Javier Uyeda
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Stanford Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Pauline Ping Chen
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Yusuke Nakauchi
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Colin Waichler
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Norman Lacayo
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Rosa Bacchetta
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Center for Definitive and Curative Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Ravindra Majeti
- Stanford Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Division of Hematology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Andrew J Gentles
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, 94305, USA
| | - Alma-Martina Cepika
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA.
| | - Maria Grazia Roncarolo
- Division of Hematology, Oncology, Stem Cell Transplantation, and Regenerative Medicine, Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, 94305, USA.
- Stanford Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA.
- Center for Definitive and Curative Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA.
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4
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Sayitoglu EC, Luca BA, Boss AP, Thomas BC, Freeborn RA, Uyeda MJ, Chen PP, Nakauchi Y, Waichler C, Lacayo N, Bacchetta R, Majeti R, Gentles AJ, Cepika AM, Roncarolo MG. AML/T cell interactomics uncover correlates of patient outcomes and the key role of ICAM1 in T cell killing of AML. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.09.21.558911. [PMID: 37790561 PMCID: PMC10542521 DOI: 10.1101/2023.09.21.558911] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/05/2023]
Abstract
T cells are important for the control of acute myeloid leukemia (AML), a common and often deadly malignancy. We observed that some AML patient samples are resistant to killing by human engineered cytotoxic CD4 + T cells. Single-cell RNA-seq of primary AML samples and CD4 + T cells before and after their interaction uncovered transcriptional programs that correlate with AML sensitivity or resistance to CD4 + T cell killing. Resistance-associated AML programs were enriched in AML patients with poor survival, and killing-resistant AML cells did not engage T cells in vitro . Killing-sensitive AML potently activated T cells before being killed, and upregulated ICAM1 , a key component of the immune synapse with T cells. Without ICAM1, killing-sensitive AML became resistant to killing to primary ex vivo -isolated CD8 + T cells in vitro , and engineered CD4 + T cells in vitro and in vivo . Thus, ICAM1 on AML acts as an immune trigger, allowing T cell killing, and could affect AML patient survival in vivo . SIGNIFICANCE AML is a common leukemia with sub-optimal outcomes. We show that AML transcriptional programs correlate with susceptibility to T cell killing. Killing resistance-associated AML programs are enriched in patients with poor survival. Killing-sensitive, but not resistant AML activate T cells and upregulate ICAM1 that binds to LFA-1 on T cells, allowing immune synapse formation which is critical for AML elimination. GRAPHICAL ABSTRACT
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5
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Bertrums EJM, Smith JL, Harmon L, Ries RE, Wang YCJ, Alonzo TA, Menssen AJ, Chisholm KM, Leonti AR, Tarlock K, Ostronoff F, Pogosova-Agadjanyan EL, Kaspers GJL, Hasle H, Dworzak M, Walter C, Muhlegger N, Morerio C, Pardo L, Hirsch B, Raimondi S, Cooper TM, Aplenc R, Gamis AS, Kolb EA, Farrar JE, Stirewalt D, Ma X, Shaw TI, Furlan SN, Brodersen LE, Loken MR, Van den Heuvel-Eibrink MM, Zwaan CM, Triche TJ, Goemans BF, Meshinchi S. Comprehensive molecular and clinical characterization of NUP98 fusions in pediatric acute myeloid leukemia. Haematologica 2023; 108:2044-2058. [PMID: 36815378 PMCID: PMC10388277 DOI: 10.3324/haematol.2022.281653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 02/14/2023] [Indexed: 02/24/2023] Open
Abstract
NUP98 fusions comprise a family of rare recurrent alterations in AML, associated with adverse outcomes. In order to define the underlying biology and clinical implications of this family of fusions, we performed comprehensive transcriptome, epigenome, and immunophenotypic profiling of 2,235 children and young adults with AML and identified 160 NUP98 rearrangements (7.2%), including 108 NUP98-NSD1 (4.8%), 32 NUP98-KDM5A (1.4%) and 20 NUP98-X cases (0.9%) with 13 different fusion partners. Fusion partners defined disease characteristics and biology; patients with NUP98-NSD1 or NUP98-KDM5A had distinct immunophenotypic, transcriptomic, and epigenomic profiles. Unlike the two most prevalent NUP98 fusions, NUP98-X variants are typically not cryptic. Furthermore, NUP98-X cases are associated with WT1 mutations, and have epigenomic profiles that resemble either NUP98-NSD1 or NUP98-KDM5A. Cooperating FLT3-ITD and WT1 mutations define NUP98-NSD1, and chromosome 13 aberrations are highly enriched in NUP98-KDM5A. Importantly, we demonstrate that NUP98 fusions portend dismal overall survival, with the noteworthy exception of patients bearing abnormal chromosome 13 (clinicaltrials gov. Identifiers: NCT00002798, NCT00070174, NCT00372593, NCT01371981).
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Affiliation(s)
- Eline J M Bertrums
- Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands; Department of Pediatric Oncology/Hematology, Erasmus Medical Center - Sophia Children's Hospital, Rotterdam, the Netherlands; Oncode Institute, Utrecht.
| | - Jenny L Smith
- Fred Hutchinson Cancer Research Center, Clinical Research Division, Seattle, WA
| | - Lauren Harmon
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI
| | - Rhonda E Ries
- Fred Hutchinson Cancer Research Center, Clinical Research Division, Seattle, WA
| | - Yi-Cheng J Wang
- Department of Translational Genomics, University of Southern California, Los Angeles, CA, USA; Children's Oncology Group, Monrovia, CA
| | - Todd A Alonzo
- Department of Translational Genomics, University of Southern California, Los Angeles, CA, USA; Children's Oncology Group, Monrovia, CA
| | | | - Karen M Chisholm
- Department of Laboratories, Seattle Children's Hospital, Seattle, WA
| | - Amanda R Leonti
- Fred Hutchinson Cancer Research Center, Clinical Research Division, Seattle, WA
| | - Katherine Tarlock
- Fred Hutchinson Cancer Research Center, Clinical Research Division, Seattle, WA, USA; Division of Hematology and Oncology, Seattle Children's Hospital, Seattle, WA
| | - Fabiana Ostronoff
- Intermountain Blood and Marrow Transplant and Acute Leukemia Program, Intermountain Healthcare, Salt Lake City, UT
| | | | - Gertjan J L Kaspers
- Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands; Emma Children's Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Oncology, The Netherlands; Dutch Childhood Oncology Group
| | - Henrik Hasle
- Department of Pediatrics, Aarhus University Hospital, Aarhus, Denmark
| | - Michael Dworzak
- Children's Cancer Research Institute, Medical University of Vienna, Vienna, Austria; St. Anna Kinderspital, Department of Pediatrics, Medical University of Vienna, Vienna
| | - Christiane Walter
- Department of Pediatric Hematology and Oncology, University Hospital Essen, Essen
| | - Nora Muhlegger
- Children's Cancer Research Institute, Medical University of Vienna, Vienna
| | - Cristina Morerio
- Laboratory of Human Genetics, IRCCS Istituto Giannina Gaslini, Genoa
| | | | - Betsy Hirsch
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN
| | - Susana Raimondi
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN
| | - Todd M Cooper
- Division of Hematology and Oncology, Seattle Children's Hospital, Seattle, WA
| | - Richard Aplenc
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Alan S Gamis
- Division of Hematology/Oncology, Children's Mercy Kansas City, Kansas City, MO
| | - Edward A Kolb
- Nemours Alfred I. duPont Hospital for Children, Wilmington, DE
| | - Jason E Farrar
- Arkansas Children's Research Institute and Department of Pediatrics, Hematology/Oncology Section, Department of Pediatrics, University of Arkansas for Medical Sciences, Little Rock, AR
| | - Derek Stirewalt
- Fred Hutchinson Cancer Research Center, Clinical Research Division, Seattle, WA
| | - Xiaotu Ma
- Computational Biology Department, St. Jude Children's Research Hospital, Memphis, TN
| | - Tim I Shaw
- Computational Biology Department, St. Jude Children's Research Hospital, Memphis, TN
| | - Scott N Furlan
- Fred Hutchinson Cancer Research Center, Clinical Research Division, Seattle, WA
| | | | | | | | - C Michel Zwaan
- Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands; Department of Pediatric Oncology/Hematology, Erasmus Medical Center - Sophia Children's Hospital, Rotterdam, the Netherlands; Dutch Childhood Oncology Group
| | - Timothy J Triche
- Department of Epigenetics, Van Andel Institute, Grand Rapids, MI, USA; Department of Translational Genomics, University of Southern California, Los Angeles, CA, USA; Department of Pediatrics, Michigan State University College of Human Medicine, Grand Rapids, MI
| | | | - Soheil Meshinchi
- Fred Hutchinson Cancer Research Center, Clinical Research Division, Seattle, WA, USA; Children's Oncology Group, Monrovia, CA, USA; Division of Hematology and Oncology, Seattle Children's Hospital, Seattle, WA.
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6
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Liu Y, Klein J, Bajpai R, Dong L, Tran Q, Kolekar P, Smith JL, Ries RE, Huang BJ, Wang YC, Alonzo TA, Tian L, Mulder HL, Shaw TI, Ma J, Walsh MP, Song G, Westover T, Autry RJ, Gout AM, Wheeler DA, Wan S, Wu G, Yang JJ, Evans WE, Loh M, Easton J, Zhang J, Klco JM, Meshinchi S, Brown PA, Pruett-Miller SM, Ma X. Etiology of oncogenic fusions in 5,190 childhood cancers and its clinical and therapeutic implication. Nat Commun 2023; 14:1739. [PMID: 37019972 PMCID: PMC10076316 DOI: 10.1038/s41467-023-37438-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 03/16/2023] [Indexed: 04/07/2023] Open
Abstract
Oncogenic fusions formed through chromosomal rearrangements are hallmarks of childhood cancer that define cancer subtype, predict outcome, persist through treatment, and can be ideal therapeutic targets. However, mechanistic understanding of the etiology of oncogenic fusions remains elusive. Here we report a comprehensive detection of 272 oncogenic fusion gene pairs by using tumor transcriptome sequencing data from 5190 childhood cancer patients. We identify diverse factors, including translation frame, protein domain, splicing, and gene length, that shape the formation of oncogenic fusions. Our mathematical modeling reveals a strong link between differential selection pressure and clinical outcome in CBFB-MYH11. We discover 4 oncogenic fusions, including RUNX1-RUNX1T1, TCF3-PBX1, CBFA2T3-GLIS2, and KMT2A-AFDN, with promoter-hijacking-like features that may offer alternative strategies for therapeutic targeting. We uncover extensive alternative splicing in oncogenic fusions including KMT2A-MLLT3, KMT2A-MLLT10, C11orf95-RELA, NUP98-NSD1, KMT2A-AFDN and ETV6-RUNX1. We discover neo splice sites in 18 oncogenic fusion gene pairs and demonstrate that such splice sites confer therapeutic vulnerability for etiology-based genome editing. Our study reveals general principles on the etiology of oncogenic fusions in childhood cancer and suggests profound clinical implications including etiology-based risk stratification and genome-editing-based therapeutics.
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Affiliation(s)
- Yanling Liu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jonathon Klein
- Department of Cell and Molecular Biology and Center for Advanced Genome Editing, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Richa Bajpai
- Department of Cell and Molecular Biology and Center for Advanced Genome Editing, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Li Dong
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Quang Tran
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Pandurang Kolekar
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jenny L Smith
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Rhonda E Ries
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Benjamin J Huang
- Department of Pediatrics and Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA
| | | | - Todd A Alonzo
- Department of Preventive Medicine, University of Southern California, Los Angeles, CA, USA
| | - Liqing Tian
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Heather L Mulder
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Timothy I Shaw
- Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL, USA
| | - Jing Ma
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Michael P Walsh
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Guangchun Song
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Tamara Westover
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Robert J Autry
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Alexander M Gout
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - David A Wheeler
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Shibiao Wan
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Gang Wu
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jun J Yang
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - William E Evans
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Mignon Loh
- Ben Towne Center for Childhood Cancer Research, Seattle Children's Research Institute and the Department of Pediatrics, Seattle Children's Hospital, University of Washington, Seattle, WA, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffery M Klco
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Soheil Meshinchi
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
| | | | - Shondra M Pruett-Miller
- Department of Cell and Molecular Biology and Center for Advanced Genome Editing, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Xiaotu Ma
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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7
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Huang BJ, Smith JL, Farrar JE, Wang YC, Umeda M, Ries RE, Leonti AR, Crowgey E, Furlan SN, Tarlock K, Armendariz M, Liu Y, Shaw TI, Wei L, Gerbing RB, Cooper TM, Gamis AS, Aplenc R, Kolb EA, Rubnitz J, Ma J, Klco JM, Ma X, Alonzo TA, Triche T, Meshinchi S. Integrated stem cell signature and cytomolecular risk determination in pediatric acute myeloid leukemia. Nat Commun 2022; 13:5487. [PMID: 36123353 PMCID: PMC9485122 DOI: 10.1038/s41467-022-33244-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 09/07/2022] [Indexed: 11/30/2022] Open
Abstract
Relapsed or refractory pediatric acute myeloid leukemia (AML) is associated with poor outcomes and relapse risk prediction approaches have not changed significantly in decades. To build a robust transcriptional risk prediction model for pediatric AML, we perform RNA-sequencing on 1503 primary diagnostic samples. While a 17 gene leukemia stem cell signature (LSC17) is predictive in our aggregated pediatric study population, LSC17 is no longer predictive within established cytogenetic and molecular (cytomolecular) risk groups. Therefore, we identify distinct LSC signatures on the basis of AML cytomolecular subtypes (LSC47) that were more predictive than LSC17. Based on these findings, we build a robust relapse prediction model within a training cohort and then validate it within independent cohorts. Here, we show that LSC47 increases the predictive power of conventional risk stratification and that applying biomarkers in a manner that is informed by cytomolecular profiling outperforms a uniform biomarker approach. Relapsed pediatric acute myeloid leukemia is associated with poor prognosis. Here, the authors use RNA-seq data from 1503 primary samples to create a combined transcriptional and cytomolecular signature to improve relapse risk prediction.
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Affiliation(s)
- Benjamin J Huang
- Department of Pediatrics, University of California San Francisco, San Francisco, CA, USA. .,Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA.
| | - Jenny L Smith
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Jason E Farrar
- University of Arkansas for Medical Sciences & Arkansas Children's Research Institute, Little Rock, AR, USA
| | | | - Masayuki Umeda
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Rhonda E Ries
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | | | - Erin Crowgey
- Nemours Center for Cancer and Blood Disorders and Alfred I. DuPont Hospital for Children, Wilmington, DE, USA
| | - Scott N Furlan
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA.,Division of Hematology/Oncology, Seattle Children's Hospital, University of Washington, Seattle, WA, USA
| | - Katherine Tarlock
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA.,Division of Hematology/Oncology, Seattle Children's Hospital, University of Washington, Seattle, WA, USA
| | - Marcos Armendariz
- School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Yanling Liu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Timothy I Shaw
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Lisa Wei
- Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | | | - Todd M Cooper
- Division of Hematology/Oncology, Seattle Children's Hospital, University of Washington, Seattle, WA, USA
| | - Alan S Gamis
- Children's Mercy Hospitals and Clinics, Kansas City, MO, USA
| | - Richard Aplenc
- Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - E Anders Kolb
- Nemours Center for Cancer and Blood Disorders and Alfred I. DuPont Hospital for Children, Wilmington, DE, USA
| | - Jeffrey Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jing Ma
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffery M Klco
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Xiaotu Ma
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Todd A Alonzo
- Department of Preventive Medicine, University of Southern California, Los Angeles, CA, USA
| | | | - Soheil Meshinchi
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA.,Division of Hematology/Oncology, Seattle Children's Hospital, University of Washington, Seattle, WA, USA
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