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Santoro N, Salutari P, Di Ianni M, Marra A. Precision Medicine Approaches in Acute Myeloid Leukemia with Adverse Genetics. Int J Mol Sci 2024; 25:4259. [PMID: 38673842 PMCID: PMC11050344 DOI: 10.3390/ijms25084259] [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: 03/11/2024] [Revised: 04/08/2024] [Accepted: 04/08/2024] [Indexed: 04/28/2024] Open
Abstract
The treatment of acute myeloid leukemia (AML) with adverse genetics remains unsatisfactory, with very low response rates to standard chemotherapy and shorter durations of remission commonly observed in these patients. The complex biology of AML with adverse genetics is continuously evolving. Herein, we discuss recent advances in the field focusing on the contribution of molecular drivers of leukemia biogenesis and evolution and on the alterations of the immune system that can be exploited with immune-based therapeutic strategies. We focus on the biological rationales for combining targeted therapy and immunotherapy, which are currently being investigated in ongoing trials, and could hopefully ameliorate the poor outcomes of patients affected by AML with adverse genetics.
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Affiliation(s)
- Nicole Santoro
- Hematology Unit, Department of Hematology and Oncology, Ospedale Civile “Santo Spirito”, 65122 Pescara, Italy; (P.S.); (M.D.I.)
| | - Prassede Salutari
- Hematology Unit, Department of Hematology and Oncology, Ospedale Civile “Santo Spirito”, 65122 Pescara, Italy; (P.S.); (M.D.I.)
| | - Mauro Di Ianni
- Hematology Unit, Department of Hematology and Oncology, Ospedale Civile “Santo Spirito”, 65122 Pescara, Italy; (P.S.); (M.D.I.)
- Department of Medicine and Science of Aging, “G.D’Annunzio” University of Chieti-Pescara, 66100 Chieti, Italy
| | - Andrea Marra
- Laboratory of Molecular Medicine and Biotechnology, Department of Medicine, University Campus Bio-Medico of Rome, 00128 Rome, Italy
- Institute of Translational Pharmacology, National Research Council of Italy (CNR), 00196 Rome, Italy
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2
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Liu T, Zhu Q, Kai Y, Bingham T, Wang S, Cha HJ, Mehta S, Schlaeger TM, Yuan GC, Orkin SH. Matrin3 mediates differentiation through stabilizing chromatin loop-domain interactions and YY1 mediated enhancer-promoter interactions. Nat Commun 2024; 15:1274. [PMID: 38341433 PMCID: PMC10858947 DOI: 10.1038/s41467-024-45386-w] [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: 03/30/2023] [Accepted: 01/22/2024] [Indexed: 02/12/2024] Open
Abstract
Although emerging evidence indicates that alterations in proteins within nuclear compartments elicit changes in chromosomal architecture and differentiation, the underlying mechanisms are not well understood. Here we investigate the direct role of the abundant nuclear complex protein Matrin3 (Matr3) in chromatin architecture and development in the context of myogenesis. Using an acute targeted protein degradation platform (dTAG-Matr3), we reveal the dynamics of development-related chromatin reorganization. High-throughput chromosome conformation capture (Hi-C) experiments revealed substantial chromatin loop rearrangements soon after Matr3 depletion. Notably, YY1 binding was detected, accompanied by the emergence of novel YY1-mediated enhancer-promoter loops, which occurred concurrently with changes in histone modifications and chromatin-level binding patterns. Changes in chromatin occupancy by Matr3 also correlated with these alterations. Overall, our results suggest that Matr3 mediates differentiation through stabilizing chromatin accessibility and chromatin loop-domain interactions, and highlight a conserved and direct role for Matr3 in maintenance of chromosomal architecture.
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Affiliation(s)
- Tianxin Liu
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Stem Cell Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Qian Zhu
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Stem Cell Institute, Harvard Medical School, Boston, MA, 02115, USA
- Lester Sue Smith Breast Center, Department of Human Molecular Genetics, Baylor College of Medicine, 1 Moursund St, Houston, TX, 77030, USA
| | - Yan Kai
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Stem Cell Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Trevor Bingham
- Stem Cell Program, Boston Children's Hospital, Boston, MA, 02115, USA
| | - Stacy Wang
- Lester Sue Smith Breast Center, Department of Human Molecular Genetics, Baylor College of Medicine, 1 Moursund St, Houston, TX, 77030, USA
| | - Hye Ji Cha
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Stem Cell Institute, Harvard Medical School, Boston, MA, 02115, USA
- Department of Biomedical Science & Engineering, Dankook University, Cheonan, 31116, South Korea
| | - Stuti Mehta
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Stem Cell Institute, Harvard Medical School, Boston, MA, 02115, USA
| | | | - Guo-Cheng Yuan
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, 02115, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Stuart H Orkin
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Stem Cell Institute, Harvard Medical School, Boston, MA, 02115, USA.
- Howard Hughes Medical Institute, Boston, MA, 02115, USA.
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3
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Klein DC, Lardo SM, Hainer SJ. The ncBAF Complex Regulates Transcription in AML Through H3K27ac Sensing by BRD9. CANCER RESEARCH COMMUNICATIONS 2024; 4:237-252. [PMID: 38126767 PMCID: PMC10831031 DOI: 10.1158/2767-9764.crc-23-0382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 11/02/2023] [Accepted: 12/13/2023] [Indexed: 12/23/2023]
Abstract
The non-canonical BAF complex (ncBAF) subunit BRD9 is essential for acute myeloid leukemia (AML) cell viability but has an unclear role in leukemogenesis. Because BRD9 is required for ncBAF complex assembly through its DUF3512 domain, precise bromodomain inhibition is necessary to parse the role of BRD9 as a transcriptional regulator from that of a scaffolding protein. To understand the role of BRD9 bromodomain function in regulating AML, we selected a panel of five AML cell lines with distinct driver mutations, disease classifications, and genomic aberrations and subjected these cells to short-term BRD9 bromodomain inhibition. We examined the bromodomain-dependent growth of these cell lines, identifying a dependency in AML cell lines but not HEK293T cells. To define a mechanism through which BRD9 maintains AML cell survival, we examined nascent transcription, chromatin accessibility, and ncBAF complex binding genome-wide after bromodomain inhibition. We identified extensive regulation of transcription by BRD9 bromodomain activity, including repression of myeloid maturation factors and tumor suppressor genes, while standard AML chemotherapy targets were repressed by inhibition of the BRD9 bromodomain. BRD9 bromodomain activity maintained accessible chromatin at both gene promoters and gene-distal putative enhancer regions, in a manner that qualitatively correlated with enrichment of BRD9 binding. Furthermore, we identified reduced chromatin accessibility at GATA, ETS, and AP-1 motifs and increased chromatin accessibility at SNAIL-, HIC-, and TP53-recognized motifs after BRD9 inhibition. These data suggest a role for BRD9 in regulating AML cell differentiation through modulation of accessibility at hematopoietic transcription factor binding sites. SIGNIFICANCE The bromodomain-containing protein BRD9 is essential for AML cell viability, but it is unclear whether this requirement is due to the protein's role as an epigenetic reader. We inhibited this activity and identified altered gene-distal chromatin regulation and transcription consistent with a more mature myeloid cell state.
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Affiliation(s)
- David C. Klein
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Santana M. Lardo
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Sarah J. Hainer
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania
- UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, Pennsylvania
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4
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Layden HM, Johnson AE, Hiebert SW. Chemical-genetics refines transcription factor regulatory circuits. Trends Cancer 2024; 10:65-75. [PMID: 37722945 PMCID: PMC10840957 DOI: 10.1016/j.trecan.2023.08.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 08/14/2023] [Accepted: 08/25/2023] [Indexed: 09/20/2023]
Abstract
Transcriptional dysregulation is a key step in oncogenesis, but our understanding of transcriptional control has relied on genetic approaches that are slow and allow for compensation. Chemical-genetic approaches have shortened the time frame for the analysis of transcription factors from days or weeks to minutes. These studies show that while DNA-binding proteins bind to thousands of sites, they are directly required to regulate only a small cadre of genes. Moreover, these transcriptional control networks are far more distinct, with much less overlap and interconnectivity than predicted from DNA binding. The identified direct targets can then be used to dissect the mechanism of action of these factors, which could identify ways to therapeutically manipulate these oncogenic transcriptional control networks.
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Affiliation(s)
- Hillary M Layden
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37232, USA
| | - Anna E Johnson
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37232, USA
| | - Scott W Hiebert
- Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, TN 37232, USA; Vanderbilt-Ingram Cancer Center, Nashville, TN 37027, USA.
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5
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Lambo S, Trinh DL, Ries RE, Jin D, Setiadi A, Ng M, Leblanc VG, Loken MR, Brodersen LE, Dai F, Pardo LM, Ma X, Vercauteren SM, Meshinchi S, Marra MA. A longitudinal single-cell atlas of treatment response in pediatric AML. Cancer Cell 2023; 41:2117-2135.e12. [PMID: 37977148 DOI: 10.1016/j.ccell.2023.10.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 09/15/2023] [Accepted: 10/26/2023] [Indexed: 11/19/2023]
Abstract
Pediatric acute myeloid leukemia (pAML) is characterized by heterogeneous cellular composition, driver alterations and prognosis. Characterization of this heterogeneity and how it affects treatment response remains understudied in pediatric patients. We used single-cell RNA sequencing and single-cell ATAC sequencing to profile 28 patients representing different pAML subtypes at diagnosis, remission and relapse. At diagnosis, cellular composition differed between genetic subgroups. Upon relapse, cellular hierarchies transitioned toward a more primitive state regardless of subtype. Primitive cells in the relapsed tumor were distinct compared to cells at diagnosis, with under-representation of myeloid transcriptional programs and over-representation of other lineage programs. In some patients, this was accompanied by the appearance of a B-lymphoid-like hierarchy. Our data thus reveal the emergence of apparent subtype-specific plasticity upon treatment and inform on potentially targetable processes.
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Affiliation(s)
- Sander Lambo
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Diane L Trinh
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Rhonda E Ries
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Dan Jin
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Audi Setiadi
- British Columbia Children's Hospital Research Institute, Vancouver, BC, Canada; Department of Pathology & Laboratory Medicine, Division of Hematopathology, Children's and Women's Health Centre of British Columbia, Vancouver, BC, Canada; Department of Pathology & Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Michelle Ng
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada; Department of Medical Genetics and Michael Smith Laboratories, University of British Columbia, Vancouver, BC, Canada
| | - Veronique G Leblanc
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | | | | | - Fangyan Dai
- Hematologics, Incorporated, Seattle, WA, USA
| | | | - Xiaotu Ma
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Suzanne M Vercauteren
- British Columbia Children's Hospital Research Institute, Vancouver, BC, Canada; Department of Pathology & Laboratory Medicine, Division of Hematopathology, Children's and Women's Health Centre of British Columbia, Vancouver, BC, Canada; Department of Pathology & Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Soheil Meshinchi
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada; Department of Medical Genetics and Michael Smith Laboratories, University of British Columbia, Vancouver, BC, Canada.
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6
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Nicosia L, Spencer GJ, Brooks N, Amaral FMR, Basma NJ, Chadwick JA, Revell B, Wingelhofer B, Maiques-Diaz A, Sinclair O, Camera F, Ciceri F, Wiseman DH, Pegg N, West W, Knurowski T, Frese K, Clegg K, Campbell VL, Cavet J, Copland M, Searle E, Somervaille TCP. Therapeutic targeting of EP300/CBP by bromodomain inhibition in hematologic malignancies. Cancer Cell 2023; 41:2136-2153.e13. [PMID: 37995682 DOI: 10.1016/j.ccell.2023.11.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 08/07/2023] [Accepted: 11/01/2023] [Indexed: 11/25/2023]
Abstract
CCS1477 (inobrodib) is a potent, selective EP300/CBP bromodomain inhibitor which induces cell-cycle arrest and differentiation in hematologic malignancy model systems. In myeloid leukemia cells, it promotes rapid eviction of EP300/CBP from an enhancer subset marked by strong MYB occupancy and high H3K27 acetylation, with downregulation of the subordinate oncogenic network and redistribution to sites close to differentiation genes. In myeloma cells, CCS1477 induces eviction of EP300/CBP from FGFR3, the target of the common (4; 14) translocation, with redistribution away from IRF4-occupied sites to TCF3/E2A-occupied sites. In a subset of patients with relapsed or refractory disease, CCS1477 monotherapy induces differentiation responses in AML and objective responses in heavily pre-treated multiple myeloma. In vivo preclinical combination studies reveal synergistic responses to treatment with standard-of-care agents. Thus, CCS1477 exhibits encouraging preclinical and early-phase clinical activity by disrupting recruitment of EP300/CBP to enhancer networks occupied by critical transcription factors.
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Affiliation(s)
- Luciano Nicosia
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Gary J Spencer
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | | | - Fabio M R Amaral
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Naseer J Basma
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - John A Chadwick
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Bradley Revell
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Bettina Wingelhofer
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Alba Maiques-Diaz
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Oliver Sinclair
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Francesco Camera
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Filippo Ciceri
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK
| | - Daniel H Wiseman
- Epigenetics of Haematopoiesis Group, The University of Manchester, Manchester M20 4BX, UK
| | - Neil Pegg
- CellCentric Ltd., Cambridge CB10 1XL, UK
| | - Will West
- CellCentric Ltd., Cambridge CB10 1XL, UK
| | | | - Kris Frese
- CellCentric Ltd., Cambridge CB10 1XL, UK
| | | | | | - James Cavet
- The Christie NHS Foundation Trust, Manchester M20 4BX, UK
| | - Mhairi Copland
- Paul O'Gorman Leukaemia Research Centre, University of Glasgow, Glasgow G12 0YN, UK
| | - Emma Searle
- The Christie NHS Foundation Trust, Manchester M20 4BX, UK
| | - Tim C P Somervaille
- Leukaemia Biology Laboratory, Cancer Research UK Manchester Institute, The University of Manchester, Manchester M20 4BX, UK; The Christie NHS Foundation Trust, Manchester M20 4BX, UK.
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7
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Bishop TR, Subramanian C, Bilotta EM, Garnar-Wortzel L, Ramos AR, Zhang Y, Asiaban JN, Ott CJ, Rock CO, Erb MA. Acetyl-CoA biosynthesis drives resistance to histone acetyltransferase inhibition. Nat Chem Biol 2023; 19:1215-1222. [PMID: 37127754 PMCID: PMC10538425 DOI: 10.1038/s41589-023-01320-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 03/23/2023] [Indexed: 05/03/2023]
Abstract
Histone acetyltransferases (HATs) are implicated as both oncogene and nononcogene dependencies in diverse human cancers. Acetyl-CoA-competitive HAT inhibitors have emerged as potential cancer therapeutics and the first clinical trial for this class of drugs is ongoing (NCT04606446). Despite these developments, the potential mechanisms of therapeutic response and evolved drug resistance remain poorly understood. Having discovered that multiple regulators of de novo coenzyme A (CoA) biosynthesis can modulate sensitivity to CBP/p300 HAT inhibition (PANK3, PANK4 and SLC5A6), we determined that elevated acetyl-CoA concentrations can outcompete drug-target engagement to elicit acquired drug resistance. This not only affects structurally diverse CBP/p300 HAT inhibitors, but also agents related to an investigational KAT6A/B HAT inhibitor that is currently in Phase 1 clinical trials. Altogether, this work uncovers CoA metabolism as an unexpected liability of anticancer HAT inhibitors and will therefore buoy future efforts to optimize the efficacy of this new form of targeted therapy.
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Affiliation(s)
- Timothy R Bishop
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Chitra Subramanian
- Department of Infectious Diseases, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Eric M Bilotta
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | | | - Anissa R Ramos
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Yuxiang Zhang
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Joshua N Asiaban
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA
| | - Christopher J Ott
- Massachusetts General Hospital Cancer Center, Charlestown, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Charles O Rock
- Department of Infectious Diseases, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Michael A Erb
- Department of Chemistry, The Scripps Research Institute, La Jolla, CA, USA.
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8
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Zhuang H, Li F, Xu Y, Pei R, Chen D, Liu X, Li S, Ye P, Yuan J, Lian J, Lu Y. Loss of IRF8 inhibits the growth of acute myeloid leukemia cells. Ann Hematol 2023; 102:1063-1072. [PMID: 36959484 DOI: 10.1007/s00277-023-05156-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Accepted: 02/28/2023] [Indexed: 03/25/2023]
Abstract
The transcription factor interferon regulatory factor 8 (IRF8), as a member of the IRF family, is essential for myeloid cell differentiation. However, the precise role of IRF8 in the pathogenesis of acute myeloid leukemia (AML) remains unknown. By using multivariate analysis, we discovered that high IRF8 expression was an independent poor predictor of overall survival (OS) in AML patients from our clinical follow-up study. The proliferation of three AML cell lines was significantly inhibited by shRNA-mediated knockdown of IRF8, owing to cell cycle S-phase arrest. Furthermore, we demonstrated that knocking down IRF8 could suppress the expression of CyclinA and CyclinB1, resulting in a shift in cell cycle distribution. Loss of IRF8 in AML cells decreased the expression of STAT3 and phosphor-STAT3 (pSTAT3), which are key factors in JAK/STAT signal pathway and are important for AML progression. Using a xenograft mouse model, we discovered the antiproliferative effect of losing IRF8 in vivo. In conclusion, this study found that IRF8 may play a prognostic factor and therapeutic target in AML.
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Affiliation(s)
- Haihui Zhuang
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Fenglin Li
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Yulian Xu
- College of Life Sciences, China Jiliang University, Hangzhou, China
| | - Renzhi Pei
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Dong Chen
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Xuhui Liu
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Shuangyue Li
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Peipei Ye
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Jiaojiao Yuan
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Jiaying Lian
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China
| | - Ying Lu
- Department of Hematology, The Affiliated People's Hospital of Ningbo University, Ningbo, China.
- Institute of Hematology, Ningbo University, Baizhang Road 251#, Ningbo, China.
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9
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Du X, Wang H, Xu J, Zhang Y, Chen T, Li G. Profiling and integrated analysis of transcriptional addiction gene expression and prognostic value in hepatocellular carcinoma. Aging (Albany NY) 2023; 15:204676. [PMID: 37171044 PMCID: PMC10188332 DOI: 10.18632/aging.204676] [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: 01/06/2023] [Accepted: 04/15/2023] [Indexed: 05/13/2023]
Abstract
Transcriptional dysregulation caused by genomic and epigenetic alterations in cancer is called "transcriptional addiction". Transcriptional addiction is an important pathogenic factor of tumor malignancy. Hepatocellular carcinoma (HCC) genomes are highly heterogeneous, with many dysregulated genes. Our study analyzed the possibility that transcriptional addiction-related genes play a significant role in HCC. All data sources for conducting this study were public cancer databases and tissue microarrays. We identified 38 transcriptional addiction genes, and most were differentially expressed genes. Among patients of different groups, there were significant differences in overall survival rates. Both nomogram and risk score were independent predictors of HCC outcomes. Transcriptional addiction gene expression characteristics determine the sensitivity of patients to immunotherapy, cisplatin, and sorafenib. Besides, HDAC2 was identified as an oncogene, and its expression was correlated with patient survival time. Our study conclusively demonstrated that transcriptional addiction is crucial in HCC. We provided biomarkers for predicting the prognosis of HCC patients, which can more precisely guide the patient's treatment.
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Affiliation(s)
- Xiaowei Du
- First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Hao Wang
- Second Department of Oncology, Seventh People’s Hospital of Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jing Xu
- Second Department of Oncology, Seventh People’s Hospital of Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yufei Zhang
- Second Department of Oncology, Seventh People’s Hospital of Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Tingsong Chen
- Second Department of Oncology, Seventh People’s Hospital of Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Gao Li
- Second Department of Oncology, Seventh People’s Hospital of Shanghai University of Traditional Chinese Medicine, Shanghai, China
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10
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Harada T, Perez MW, Kalfon J, Braes FD, Batley R, Eagle K, Nabet B, Leifer B, Kruell J, Paralkar VR, Stegmaier K, Koehler AN, Orkin SH, Pimkin M. Rapid-kinetics degron benchmarking reveals off-target activities and mixed agonism-antagonism of MYB inhibitors. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.07.536032. [PMID: 37066194 PMCID: PMC10104119 DOI: 10.1101/2023.04.07.536032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
Attenuating aberrant transcriptional circuits holds great promise for the treatment of numerous diseases, including cancer. However, development of transcriptional inhibitors is hampered by the lack of a generally accepted functional cellular readout to characterize their target specificity and on-target activity. We benchmarked the direct gene-regulatory signatures of six agents reported as inhibitors of the oncogenic transcription factor MYB against targeted MYB degradation in a nascent transcriptomics assay. The inhibitors demonstrated partial specificity for MYB target genes but displayed significant off-target activity. Unexpectedly, the inhibitors displayed bimodal on-target effects, acting as mixed agonists-antagonists. Our data uncover unforeseen agonist effects of small molecules originally developed as TF inhibitors and argue that rapid-kinetics benchmarking against degron models should be used for functional characterization of transcriptional modulators.
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Affiliation(s)
- Taku Harada
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Monika W. Perez
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Jérémie Kalfon
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Flora Dievenich Braes
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Rashad Batley
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Kenneth Eagle
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Ken Eagle Consulting, Houston, TX, 77494, USA
| | - Behnam Nabet
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA, 98109, USA
| | - Becky Leifer
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
| | - Jasmin Kruell
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
| | - Vikram R. Paralkar
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Kimberly Stegmaier
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Angela N. Koehler
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Stuart H. Orkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Howard Hughes Medical Institute, Boston, MA, 02215, USA
| | - Maxim Pimkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
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11
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Harada T, Kalfon J, Perez MW, Eagle K, Braes FD, Batley R, Heshmati Y, Ferrucio JX, Ewers J, Mehta S, Kossenkov A, Ellegast JM, Bowker A, Wickramasinghe J, Nabet B, Paralkar VR, Dharia NV, Stegmaier K, Orkin SH, Pimkin M. Leukemia core transcriptional circuitry is a sparsely interconnected hierarchy stabilized by incoherent feed-forward loops. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.13.532438. [PMID: 36993171 PMCID: PMC10054969 DOI: 10.1101/2023.03.13.532438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Lineage-defining transcription factors form densely interconnected circuits in chromatin occupancy assays, but the functional significance of these networks remains underexplored. We reconstructed the functional topology of a leukemia cell transcription network from the direct gene-regulatory programs of eight core transcriptional regulators established in pre-steady state assays coupling targeted protein degradation with nascent transcriptomics. The core regulators displayed narrow, largely non-overlapping direct transcriptional programs, forming a sparsely interconnected functional hierarchy stabilized by incoherent feed-forward loops. BET bromodomain and CDK7 inhibitors disrupted the core regulators' direct programs, acting as mixed agonists/antagonists. The network is predictive of dynamic gene expression behaviors in time-resolved assays and clinically relevant pathway activity in patient populations.
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Affiliation(s)
- Taku Harada
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Jérémie Kalfon
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Monika W. Perez
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Kenneth Eagle
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Ken Eagle Consulting, Houston, TX, 77494, USA
| | - Flora Dievenich Braes
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Rashad Batley
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Yaser Heshmati
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Juliana Xavier Ferrucio
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Jazmin Ewers
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Stuti Mehta
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | | | - Jana M. Ellegast
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Allyson Bowker
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | | | - Behnam Nabet
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA, 98109, USA
| | - Vikram R. Paralkar
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Neekesh V. Dharia
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Kimberly Stegmaier
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Stuart H. Orkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Howard Hughes Medical Institute, Boston, MA, 02115, USA
| | - Maxim Pimkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
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12
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Mehta S, Buyanbat A, Orkin S, Nabet B. High-efficiency knock-in of degradable tags (dTAG) at endogenous loci in cell lines. Methods Enzymol 2023; 681:1-22. [PMID: 36764753 DOI: 10.1016/bs.mie.2022.08.045] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
Abstract
The dTAG system is a versatile strategy for tunable control of protein abundance and facilitates the time-resolved assessment of disease-associated protein function. A "co-opted" fusion-based degron peptide, the "dTAG" facilitates the study of endogenous protein function when knocked-in at the endogenous genetic loci of proteins of interest. We combine CRISPR/Cas9 mediated induction of double-strand breaks (DSB) with the delivery of a single-stranded DNA HDR-donor-template via crude preparations of recombinant adeno-associated virus (rAAV). Our approach to knock-in of large (1-2kb) DNA fragments via crude-rAAV mediated HDR donor delivery is rapid and inexpensive. It facilitates genetic modification of a variety of human as well as mouse cell lines at high efficiency and precision.
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Affiliation(s)
- Stuti Mehta
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, United States
| | - Altantsetseg Buyanbat
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, United States
| | - Stuart Orkin
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, United States
| | - Behnam Nabet
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA, United States.
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13
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Pingul BY, Huang H, Chen Q, Alikarami F, Zhang Z, Qi J, Bernt KM, Berger SL, Cao Z, Shi J. Dissection of the MEF2D-IRF8 transcriptional circuit dependency in acute myeloid leukemia. iScience 2022; 25:105139. [PMID: 36193052 PMCID: PMC9526175 DOI: 10.1016/j.isci.2022.105139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 08/05/2022] [Accepted: 09/10/2022] [Indexed: 11/26/2022] Open
Abstract
Transcriptional dysregulation is a prominent feature in leukemia. Here, we systematically surveyed transcription factor (TF) vulnerabilities in leukemia and uncovered TF clusters that exhibit context-specific vulnerabilities within and between different subtypes of leukemia. Among these TF clusters, we demonstrated that acute myeloid leukemia (AML) with high IRF8 expression was addicted to MEF2D. MEF2D and IRF8 form an autoregulatory loop via direct binding to mutual enhancer elements. One important function of this circuit in AML is to sustain PU.1/MEIS1 co-regulated transcriptional outputs via stabilizing PU.1’s chromatin occupancy. We illustrated that AML could acquire dependency on this circuit through various oncogenic mechanisms that results in the activation of their enhancers. In addition to forming a circuit, MEF2D and IRF8 can also separately regulate gene expression, and dual perturbation of these two TFs leads to a more robust inhibition of AML proliferation. Collectively, our results revealed a TF circuit essential for AML survival. MEF2D is a context-specific vulnerability in IRF8hi AML MEF2D and IRF8 form a transcriptional circuit via binding to each other’s enhancers MEF2D-IRF8 circuit supports PU.1’s chromatin occupancy and transcriptional output MEF2D and IRF8 can regulate separate gene expression programs alongside the circuit
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14
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Eagle K, Harada T, Kalfon J, Perez MW, Heshmati Y, Ewers J, Koren JV, Dempster JM, Kugener G, Paralkar VR, Lin CY, Dharia NV, Stegmaier K, Orkin SH, Pimkin M. Transcriptional Plasticity Drives Leukemia Immune Escape. Blood Cancer Discov 2022; 3:394-409. [PMID: 35709529 PMCID: PMC9897290 DOI: 10.1158/2643-3230.bcd-21-0207] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 04/21/2022] [Accepted: 06/08/2022] [Indexed: 11/16/2022] Open
Abstract
Relapse of acute myeloid leukemia (AML) after allogeneic bone marrow transplantation has been linked to immune evasion due to reduced expression of major histocompatibility complex class II (MHCII) genes through unknown mechanisms. In this work, we developed CORENODE, a computational algorithm for genome-wide transcription network decomposition that identified a transcription factor (TF) tetrad consisting of IRF8, MYB, MEF2C, and MEIS1, regulating MHCII expression in AML cells. We show that reduced MHCII expression at relapse is transcriptionally driven by combinatorial changes in the expression of these TFs, where MYB and IRF8 play major opposing roles, acting independently of the IFNγ/CIITA pathway. Beyond the MHCII genes, MYB and IRF8 antagonistically regulate a broad genetic program responsible for cytokine signaling and T-cell stimulation that displays reduced expression at relapse. A small number of cells with altered TF abundance and silenced MHCII expression are present at the time of initial leukemia diagnosis, likely contributing to eventual relapse. SIGNIFICANCE Our findings point to an adaptive transcriptional mechanism of AML evolution after allogeneic transplantation whereby combinatorial fluctuations of TF expression under immune pressure result in the selection of cells with a silenced T-cell stimulation program. This article is highlighted in the In This Issue feature, p. 369.
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Affiliation(s)
- Kenneth Eagle
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Ken Eagle Consulting, Houston, Texas
| | - Taku Harada
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jérémie Kalfon
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Monika W. Perez
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Yaser Heshmati
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jazmin Ewers
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jošt Vrabič Koren
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas
| | | | | | - Vikram R. Paralkar
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Charles Y. Lin
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas
| | - Neekesh V. Dharia
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Kimberly Stegmaier
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Stuart H. Orkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Howard Hughes Medical Institute, Boston, Massachusetts
| | - Maxim Pimkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
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