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Ma X, Thela SR, Zhao F, Yao B, Wen Z, Jin P, Zhao J, Chen L. Deep5hmC: predicting genome-wide 5-hydroxymethylcytosine landscape via a multimodal deep learning model. BIOINFORMATICS (OXFORD, ENGLAND) 2024; 40:btae528. [PMID: 39196755 PMCID: PMC11379467 DOI: 10.1093/bioinformatics/btae528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 08/09/2024] [Accepted: 08/27/2024] [Indexed: 08/30/2024]
Abstract
MOTIVATION 5-Hydroxymethylcytosine (5hmC), a crucial epigenetic mark with a significant role in regulating tissue-specific gene expression, is essential for understanding the dynamic functions of the human genome. Despite its importance, predicting 5hmC modification across the genome remains a challenging task, especially when considering the complex interplay between DNA sequences and various epigenetic factors such as histone modifications and chromatin accessibility. RESULTS Using tissue-specific 5hmC sequencing data, we introduce Deep5hmC, a multimodal deep learning framework that integrates both the DNA sequence and epigenetic features such as histone modification and chromatin accessibility to predict genome-wide 5hmC modification. The multimodal design of Deep5hmC demonstrates remarkable improvement in predicting both qualitative and quantitative 5hmC modification compared to unimodal versions of Deep5hmC and state-of-the-art machine learning methods. This improvement is demonstrated through benchmarking on a comprehensive set of 5hmC sequencing data collected at four developmental stages during forebrain organoid development and across 17 human tissues. Compared to DeepSEA and random forest, Deep5hmC achieves close to 4% and 17% improvement of Area Under the Receiver Operating Characteristic (AUROC) across four forebrain developmental stages, and 6% and 27% across 17 human tissues for predicting binary 5hmC modification sites; and 8% and 22% improvement of Spearman correlation coefficient across four forebrain developmental stages, and 17% and 30% across 17 human tissues for predicting continuous 5hmC modification. Notably, Deep5hmC showcases its practical utility by accurately predicting gene expression and identifying differentially hydroxymethylated regions (DhMRs) in a case-control study of Alzheimer's disease (AD). Deep5hmC significantly improves our understanding of tissue-specific gene regulation and facilitates the development of new biomarkers for complex diseases. AVAILABILITY AND IMPLEMENTATION Deep5hmC is available via https://github.com/lichen-lab/Deep5hmC.
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Affiliation(s)
- Xin Ma
- Department of Biostatistics, University of Florida, Gainesville, FL 32603, United States
| | - Sai Ritesh Thela
- Department of Biostatistics, University of Florida, Gainesville, FL 32603, United States
| | - Fengdi Zhao
- Department of Biostatistics, University of Florida, Gainesville, FL 32603, United States
| | - Bing Yao
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA 30322, United States
| | - Zhexing Wen
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA 30322, United States
| | - Peng Jin
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA 30322, United States
| | - Jinying Zhao
- Department of Epidemiology, University of Florida, Gainesville, FL 32603, United States
| | - Li Chen
- Department of Biostatistics, University of Florida, Gainesville, FL 32603, United States
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2
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Jakobsen NA, Turkalj S, Zeng AGX, Stoilova B, Metzner M, Rahmig S, Nagree MS, Shah S, Moore R, Usukhbayar B, Angulo Salazar M, Gafencu GA, Kennedy A, Newman S, Kendrick BJL, Taylor AH, Afinowi-Luitz R, Gundle R, Watkins B, Wheway K, Beazley D, Murison A, Aguilar-Navarro AG, Flores-Figueroa E, Dakin SG, Carr AJ, Nerlov C, Dick JE, Xie SZ, Vyas P. Selective advantage of mutant stem cells in human clonal hematopoiesis is associated with attenuated response to inflammation and aging. Cell Stem Cell 2024; 31:1127-1144.e17. [PMID: 38917807 DOI: 10.1016/j.stem.2024.05.010] [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: 06/25/2023] [Revised: 01/29/2024] [Accepted: 05/30/2024] [Indexed: 06/27/2024]
Abstract
Clonal hematopoiesis (CH) arises when hematopoietic stem cells (HSCs) acquire mutations, most frequently in the DNMT3A and TET2 genes, conferring a competitive advantage through mechanisms that remain unclear. To gain insight into how CH mutations enable gradual clonal expansion, we used single-cell multi-omics with high-fidelity genotyping on human CH bone marrow (BM) samples. Most of the selective advantage of mutant cells occurs within HSCs. DNMT3A- and TET2-mutant clones expand further in early progenitors, while TET2 mutations accelerate myeloid maturation in a dose-dependent manner. Unexpectedly, both mutant and non-mutant HSCs from CH samples are enriched for inflammatory and aging transcriptomic signatures, compared with HSCs from non-CH samples, revealing a non-cell-autonomous effect. However, DNMT3A- and TET2-mutant HSCs have an attenuated inflammatory response relative to wild-type HSCs within the same sample. Our data support a model whereby CH clones are gradually selected because they are resistant to the deleterious impact of inflammation and aging.
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Affiliation(s)
- Niels Asger Jakobsen
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK; Oxford Centre for Haematology, NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Sven Turkalj
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK; Oxford Centre for Haematology, NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Andy G X Zeng
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Bilyana Stoilova
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Marlen Metzner
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Susann Rahmig
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Murtaza S Nagree
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Sayyam Shah
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Rachel Moore
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Batchimeg Usukhbayar
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Mirian Angulo Salazar
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Grigore-Aristide Gafencu
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Alison Kennedy
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK; Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Simon Newman
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK; Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Benjamin J L Kendrick
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK; Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Adrian H Taylor
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK; Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Rasheed Afinowi-Luitz
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK; Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Roger Gundle
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK; Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Bridget Watkins
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK
| | - Kim Wheway
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK
| | - Debra Beazley
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK
| | - Alex Murison
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Alicia G Aguilar-Navarro
- Unidad de Investigación Médica en Enfermedades Oncológicas, Centro Médico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Eugenia Flores-Figueroa
- Unidad de Investigación Médica en Enfermedades Oncológicas, Centro Médico Nacional Siglo XXI, Instituto Mexicano del Seguro Social, Mexico City, Mexico
| | - Stephanie G Dakin
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK
| | - Andrew J Carr
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, Botnar Research Centre, University of Oxford, Oxford, UK; Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Claus Nerlov
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Stephanie Z Xie
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Paresh Vyas
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK; Oxford Centre for Haematology, NIHR Oxford Biomedical Research Centre, Oxford, UK; Department of Haematology, Oxford University Hospitals NHS Foundation Trust, Oxford, UK.
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3
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Comazzetto S, Cassidy DL, DeVilbiss AW, Jeffery EC, Ottesen BR, Reyes AR, Muh S, Mathews TP, Chen B, Zhao Z, Morrison SJ. Ascorbate depletion increases quiescence and self-renewal potential in hematopoietic stem cells and multipotent progenitors. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.01.587574. [PMID: 38617357 PMCID: PMC11014518 DOI: 10.1101/2024.04.01.587574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
Ascorbate (vitamin C) limits hematopoietic stem cell (HSC) function and suppresses leukemia development by promoting the function of the Tet2 tumor suppressor. In humans, ascorbate is obtained from the diet while in mice it is synthesized in the liver. In this study, we show that deletion of the Slc23a2 ascorbate transporter severely depleted ascorbate from hematopoietic cells. Slc23a2 deficiency increased HSC reconstituting potential and self-renewal potential upon transplantation into irradiated mice. Slc23a2 deficiency also increased the reconstituting and self-renewal potential of multipotent hematopoietic progenitors (MPPs), conferring the ability to long-term reconstitute irradiated mice. Slc23a2-deficient HSCs and MPPs divided much less frequently than control HSCs and MPPs. Increased self-renewal and reconstituting potential were observed particularly in quiescent Slc23a2-deficient HSCs and MPPs. The effect of Slc23a2 deficiency on MPP self-renewal was not mediated by reduced Tet2 function. Ascorbate thus regulates quiescence and restricts self-renewal potential in HSCs and MPPs such that ascorbate depletion confers MPPs with long-term self-renewal potential.
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Affiliation(s)
- Stefano Comazzetto
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Daniel L. Cassidy
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Andrew W. DeVilbiss
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Elise C. Jeffery
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Bethany R. Ottesen
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Amanda R. Reyes
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Sarah Muh
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Thomas P. Mathews
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Brandon Chen
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Zhiyu Zhao
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Sean J. Morrison
- Children’s Research Institute and the Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
- Howard Hughes Medical Institute, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
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4
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West-Szymanski DC, Zhang Z, Cui XL, Kowitwanich K, Gao L, Deng Z, Dougherty U, Williams C, Merkle S, Moore M, He C, Bissonnette M, Zhang W. Machine learning identifies cell-free DNA 5-hydroxymethylation biomarkers that detect occult colorectal cancer in PLCO Screening Trial subjects. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.25.581955. [PMID: 38464122 PMCID: PMC10925134 DOI: 10.1101/2024.02.25.581955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
Background Colorectal cancer (CRC) is a leading cause of cancer-related mortality, and CRC detection through screening improves survival rates. A promising avenue to improve patient screening compliance is the development of minimally-invasive liquid biopsy assays that target CRC biomarkers on circulating cell-free DNA (cfDNA) in peripheral plasma. In this report, we identify cfDNA biomarker candidate genes bearing the epigenetic mark 5-hydroxymethylcytosine (5hmC) that diagnose occult CRC up to 36 months prior to clinical diagnosis using the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial samples. Methods Archived PLCO Trial plasma samples containing cfDNA were obtained from the National Cancer Institute (NCI) biorepositories. Study subjects included those who were diagnosed with CRC within 36 months of blood collection (i.e., case, n = 201) and those who were not diagnosed with any cancer during an average of 16.3 years of follow-up (i.e., controls, n = 402). Following the extraction of 3 - 8 ng cfDNA from less than 300 microliters plasma, we employed the sensitive 5hmC-Seal chemical labeling approach, followed by next-generation sequencing (NGS). We then conducted association studies and machine-learning modeling to analyze the genome-wide 5hmC profiles within training and validation groups that were randomly selected at a 2:1 ratio. Results Despite the technical challenges associated with the PLCO samples (e.g., limited plasma volumes, low cfDNA amounts, and long archival times), robust genome-wide 5hmC profiles were successfully obtained from these samples. Association analyses using the Cox proportional hazards models suggested several epigenetic pathways relevant to CRC development distinguishing cases from controls. A weighted Cox model, comprised of 32-associated gene bodies, showed predictive detection value for CRC as early as 24-36 months prior to overt tumor presentation, and a trend for increased predictive power was observed for blood samples collected closer to CRC diagnosis. Notably, the 5hmC-based predictive model showed comparable performance regardless of sex and self-reported race/ethnicity, and significantly outperformed risk factors such as age and obesity according to BMI (body mass index). Additionally, further improvement of predictive performance was achieved by combining the 5hmC-based model and risk factors for CRC. Conclusions An assay of 5hmC epigenetic signals on cfDNA revealed candidate biomarkers with the potential to predict CRC occurrence despite the absence of clinical symptoms or the availability of effective predictors. Developing a minimally-invasive clinical assay that detects 5hmC-modified biomarkers holds promise for improving early CRC detection and ultimately patient survival through higher compliance screening and earlier intervention. Future investigation to expand this strategy to prospectively collected samples is warranted.
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5
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Baik R, Cromer MK, Glenn SE, Vakulskas CA, Chmielewski KO, Dudek AM, Feist WN, Klermund J, Shipp S, Cathomen T, Dever DP, Porteus MH. Transient inhibition of 53BP1 increases the frequency of targeted integration in human hematopoietic stem and progenitor cells. Nat Commun 2024; 15:111. [PMID: 38169468 PMCID: PMC10762240 DOI: 10.1038/s41467-023-43413-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 11/08/2023] [Indexed: 01/05/2024] Open
Abstract
Genome editing by homology directed repair (HDR) is leveraged to precisely modify the genome of therapeutically relevant hematopoietic stem and progenitor cells (HSPCs). Here, we present a new approach to increasing the frequency of HDR in human HSPCs by the delivery of an inhibitor of 53BP1 (named "i53") as a recombinant peptide. We show that the use of i53 peptide effectively increases the frequency of HDR-mediated genome editing at a variety of therapeutically relevant loci in HSPCs as well as other primary human cell types. We show that incorporating the use of i53 recombinant protein allows high frequencies of HDR while lowering the amounts of AAV6 needed by 8-fold. HDR edited HSPCs were capable of long-term and bi-lineage hematopoietic reconstitution in NSG mice, suggesting that i53 recombinant protein might be safely integrated into the standard CRISPR/AAV6-mediated genome editing protocol to gain greater numbers of edited cells for transplantation of clinically meaningful cell populations.
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Affiliation(s)
- Ron Baik
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Lorry I. Lokey Stem Cell Research Building, 265 Campus Drive, Stanford, CA, USA
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
- Molecular Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - M Kyle Cromer
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Lorry I. Lokey Stem Cell Research Building, 265 Campus Drive, Stanford, CA, USA
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Steve E Glenn
- Integrated DNA Technologies, Inc., Coralville, IA, USA
| | | | - Kay O Chmielewski
- Institute for Transfusion Medicine and Gene Therapy, Medical Center - University of Freiburg, 79106, Freiburg, Germany
- Center for Chronic Immunodeficiency, University of Freiburg, 79106, Freiburg, Germany
- Ph.D. Program, Faculty of Biology, University of Freiburg, 79104, Freiburg, Germany
| | - Amanda M Dudek
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Lorry I. Lokey Stem Cell Research Building, 265 Campus Drive, Stanford, CA, USA
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - William N Feist
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Lorry I. Lokey Stem Cell Research Building, 265 Campus Drive, Stanford, CA, USA
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Julia Klermund
- Institute for Transfusion Medicine and Gene Therapy, Medical Center - University of Freiburg, 79106, Freiburg, Germany
- Center for Chronic Immunodeficiency, University of Freiburg, 79106, Freiburg, Germany
| | - Suzette Shipp
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Lorry I. Lokey Stem Cell Research Building, 265 Campus Drive, Stanford, CA, USA
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Toni Cathomen
- Institute for Transfusion Medicine and Gene Therapy, Medical Center - University of Freiburg, 79106, Freiburg, Germany
- Center for Chronic Immunodeficiency, University of Freiburg, 79106, Freiburg, Germany
| | - Daniel P Dever
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Lorry I. Lokey Stem Cell Research Building, 265 Campus Drive, Stanford, CA, USA
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Matthew H Porteus
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Lorry I. Lokey Stem Cell Research Building, 265 Campus Drive, Stanford, CA, USA.
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA.
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6
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Landberg N, Köhnke T, Feng Y, Nakauchi Y, Fan AC, Linde MH, Karigane D, Lim K, Sinha R, Malcovati L, Thomas D, Majeti R. IDH1-mutant preleukemic hematopoietic stem cells can be eliminated by inhibition of oxidative phosphorylation. Blood Cancer Discov 2023; 5:731701. [PMID: 38091010 PMCID: PMC10905513 DOI: 10.1158/2643-3230.bcd-23-0195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 11/03/2023] [Accepted: 12/06/2023] [Indexed: 01/25/2024] Open
Abstract
Rare preleukemic hematopoietic stem cells (pHSCs) harboring only the initiating mutations can be detected at the time of AML diagnosis. pHSCs are the origin of leukemia and a potential reservoir for relapse. Using primary human samples and gene-editing to model isocitrate dehydrogenase 1 (IDH1) mutant pHSCs, we show epigenetic, transcriptional, and metabolic differences between pHSCs and healthy hematopoietic stem cells (HSCs). We confirm that IDH1 driven clonal hematopoiesis is associated with cytopenia, suggesting an inherent defect to fully reconstitute hematopoiesis. Despite giving rise to multilineage engraftment, IDH1-mutant pHSCs exhibited reduced proliferation, blocked differentiation, downregulation of MHC Class II genes, and reprogramming of oxidative phosphorylation metabolism. Critically, inhibition of oxidative phosphorylation resulted in complete eradication of IDH1-mutant pHSCs but not IDH2-mutant pHSCs or wildtype HSCs. Our results indicate that IDH1-mutant preleukemic clones can be targeted with complex I inhibitors, offering a potential strategy to prevent development and relapse of leukemia.
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Affiliation(s)
- Niklas Landberg
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Thomas Köhnke
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Yang Feng
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Yusuke Nakauchi
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Amy C. Fan
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
- Immunology Graduate Program, Stanford University, Stanford, California
| | - Miles H. Linde
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
- Immunology Graduate Program, Stanford University, Stanford, California
| | - Daiki Karigane
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Kelly Lim
- Adelaide Medical School, University of Adelaide, Adelaide, Australia
- Precision Medicine, South Australian Health and Medical Research Institute, The University of Adelaide, Adelaide, Australia
| | - Rahul Sinha
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
| | - Luca Malcovati
- Department of Molecular Medicine, University of Pavia, Pavia, Italy
- Department of Hematology, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | - Daniel Thomas
- Adelaide Medical School, University of Adelaide, Adelaide, Australia
- Precision Medicine, South Australian Health and Medical Research Institute, The University of Adelaide, Adelaide, Australia
| | - Ravindra Majeti
- Department of Medicine, Division of Hematology, Stanford School of Medicine, Stanford, California
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, California
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7
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Isobe T, Kucinski I, Barile M, Wang X, Hannah R, Bastos HP, Chabra S, Vijayabaskar MS, Sturgess KHM, Williams MJ, Giotopoulos G, Marando L, Li J, Rak J, Gozdecka M, Prins D, Shepherd MS, Watcham S, Green AR, Kent DG, Vassiliou GS, Huntly BJP, Wilson NK, Göttgens B. Preleukemic single-cell landscapes reveal mutation-specific mechanisms and gene programs predictive of AML patient outcomes. CELL GENOMICS 2023; 3:100426. [PMID: 38116120 PMCID: PMC10726426 DOI: 10.1016/j.xgen.2023.100426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 07/13/2023] [Accepted: 09/29/2023] [Indexed: 12/21/2023]
Abstract
Acute myeloid leukemia (AML) and myeloid neoplasms develop through acquisition of somatic mutations that confer mutation-specific fitness advantages to hematopoietic stem and progenitor cells. However, our understanding of mutational effects remains limited to the resolution attainable within immunophenotypically and clinically accessible bulk cell populations. To decipher heterogeneous cellular fitness to preleukemic mutational perturbations, we performed single-cell RNA sequencing of eight different mouse models with driver mutations of myeloid malignancies, generating 269,048 single-cell profiles. Our analysis infers mutation-driven perturbations in cell abundance, cellular lineage fate, cellular metabolism, and gene expression at the continuous resolution, pinpointing cell populations with transcriptional alterations associated with differentiation bias. We further develop an 11-gene scoring system (Stem11) on the basis of preleukemic transcriptional signatures that predicts AML patient outcomes. Our results demonstrate that a single-cell-resolution deep characterization of preleukemic biology has the potential to enhance our understanding of AML heterogeneity and inform more effective risk stratification strategies.
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Affiliation(s)
- Tomoya Isobe
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Iwo Kucinski
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Melania Barile
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Xiaonan Wang
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Rebecca Hannah
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Hugo P Bastos
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Shirom Chabra
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - M S Vijayabaskar
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Katherine H M Sturgess
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Matthew J Williams
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - George Giotopoulos
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Ludovica Marando
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Juan Li
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Justyna Rak
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK; Hematological Cancer Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
| | - Malgorzata Gozdecka
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK; Hematological Cancer Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
| | - Daniel Prins
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Mairi S Shepherd
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Sam Watcham
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Anthony R Green
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - David G Kent
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK; York Biomedical Research Institute, Department of Biology, University of York, York, UK
| | - George S Vassiliou
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK; Hematological Cancer Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
| | - Brian J P Huntly
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK
| | - Nicola K Wilson
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK.
| | - Berthold Göttgens
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Hematology, University of Cambridge, Cambridge, UK.
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8
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Jiang J, Li D, Zhong Y, Zhang Y, Zhong M. TET2-mediated DNA hydroxymethylation of TGFB1 is related to selective intrauterine growth restriction in monochorionic twin pregnancies. Placenta 2023; 144:45-54. [PMID: 37992596 DOI: 10.1016/j.placenta.2023.11.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 10/29/2023] [Accepted: 11/12/2023] [Indexed: 11/24/2023]
Abstract
INTRODUCTION Selective intrauterine growth restriction (sIUGR), which specifically occurs in monochorionic (MC) twins, usually has a poor prognosis and the underlying mechanisms are not well understood. It is an ideal model for exploring epigenetic-modified mechanisms for fetal development in MCDA twins due to eliminating the interference of different heritable backgrounds and intrauterine environments among individuals. METHODS The levels of ten-eleven translocation 2 (TET2) and its upstream and downstream targets miR-29b-3p and transforming growth factor beta 1 (TGFB1) were determined using RT‒qPCR, western blotting, and immunohistochemistry. Using TET2 overexpression and knockdown methods, we investigated the role of TET2 in trophoblast functions. The regulatory relationships among TET2, miR-29b-3p, and TGFB1 were explored by cell migration assay, invasion assay, apoptotic ratio assays, Western blot, hMeDIP-qPCR and dual-luciferase assay. RESULTS A consistent upregulation of TET2 and TGFB1 was observed in the smaller placental shares compared to the larger placental shares in sIUGR. Gain-of-function studies of TET2 in trophoblasts showed decreased cell invasion and increased apoptosis, whereas loss-of-function studies of TET2 rescued this effect. Mechanistic studies revealed that miR-29b-3p and TGFB1 were the upstream factor and downstream target of TET2, respectively. Furthermore, miR-29b-3p/TET2/TGFB1-smad was identified as a unique axis that regulates trophoblast invasion, migration, and apoptosis in a DNA hydroxymethylation-dependent manner. DISCUSSION We elucidated the functional roles of TET2 and DNA hydroxymethylation in trophoblasts and identified a novel DNA regulatory mechanism, providing a basis for further exploration of DNA epigenetic regulatory patterns in sIUGR.
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Affiliation(s)
- Jiayi Jiang
- Department of Obstetrics and Gynecology, Nanfang Hospital, Southern Medical University, China
| | - Dianjie Li
- Department of Obstetrics and Gynecology, Nanfang Hospital, Southern Medical University, China
| | - Yixiang Zhong
- Department of Obstetrics and Gynecology, Nanfang Hospital, Southern Medical University, China
| | - Yi Zhang
- Department of Obstetrics and Gynecology, Nanfang Hospital, Southern Medical University, China.
| | - Mei Zhong
- Department of Obstetrics and Gynecology, Nanfang Hospital, Southern Medical University, China.
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9
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Fan AC, Nakauchi Y, Bai L, Azizi A, Nuno KA, Zhao F, Köhnke T, Karigane D, Cruz-Hernandez D, Reinisch A, Khatri P, Majeti R. RUNX1 loss renders hematopoietic and leukemic cells dependent on IL-3 and sensitive to JAK inhibition. J Clin Invest 2023; 133:e167053. [PMID: 37581927 PMCID: PMC10541186 DOI: 10.1172/jci167053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Accepted: 08/10/2023] [Indexed: 08/17/2023] Open
Abstract
Disease-initiating mutations in the transcription factor RUNX1 occur as germline and somatic events that cause leukemias with particularly poor prognosis. However, the role of RUNX1 in leukemogenesis is not fully understood, and effective therapies for RUNX1-mutant leukemias remain elusive. Here, we used primary patient samples and a RUNX1-KO model in primary human hematopoietic cells to investigate how RUNX1 loss contributes to leukemic progression and to identify targetable vulnerabilities. Surprisingly, we found that RUNX1 loss decreased proliferative capacity and stem cell function. However, RUNX1-deficient cells selectively upregulated the IL-3 receptor. Exposure to IL-3, but not other JAK/STAT cytokines, rescued RUNX1-KO proliferative and competitive defects. Further, we demonstrated that RUNX1 loss repressed JAK/STAT signaling and rendered RUNX1-deficient cells sensitive to JAK inhibitors. Our study identifies a dependency of RUNX1-mutant leukemias on IL-3/JAK/STAT signaling, which may enable targeting of these aggressive blood cancers with existing agents.
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Affiliation(s)
- Amy C. Fan
- Immunology Graduate Program
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
| | - Yusuke Nakauchi
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
| | | | - Armon Azizi
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
- University of California Irvine School of Medicine, Irvine, California, USA
| | - Kevin A. Nuno
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
- Cancer Biology Graduate Program, Stanford University School of Medicine, Stanford, California, USA
| | - Feifei Zhao
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
| | - Thomas Köhnke
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
| | - Daiki Karigane
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
| | - David Cruz-Hernandez
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
- Medical Research Council (MRC) Molecular Haematology Unit and Oxford Centre for Haematology, University of Oxford, Oxford, United Kingdom
| | - Andreas Reinisch
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
- Division of Hematology, Medical University of Graz, Graz, Austria
| | - Purvesh Khatri
- Institute for Immunity, Transplantation and Infection, School of Medicine, and
- Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, California, USA
| | - Ravindra Majeti
- Institute for Stem Cell Biology and Regenerative Medicine
- Cancer Institute
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California, USA
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10
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Liang G, Wang L, You Q, Cahill K, Chen C, Zhang W, Fulton N, Stock W, Odenike O, He C, Han D. Cellular Composition and 5hmC Signature Predict the Treatment Response of AML Patients to Azacitidine Combined with Chemotherapy. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2300445. [PMID: 37271891 PMCID: PMC10427370 DOI: 10.1002/advs.202300445] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 05/12/2023] [Indexed: 06/06/2023]
Abstract
Azacitidine (AZA) is a DNA methyltransferase inhibitor and epigenetic modulator that can be an effective agent in combination with chemotherapy for patients with high-risk acute myeloid leukemia (AML). However, biological factors driving the therapeutic response of such hypomethylating agent (HMA)-based therapies remain unknown. Herein, the transcriptome and/or genome-wide 5-hydroxymethylcytosine (5hmC) is characterized for 41 patients with high-risk AML from a phase 1 clinical trial treated with AZA epigenetic priming followed by high-dose cytarabine and mitoxantrone (AZA-HiDAC-Mito). Digital cytometry reveals that responders have elevated Granulocyte-macrophage-progenitor-like (GMP-like) malignant cells displaying an active cell cycle program. Moreover, the enrichment of natural killer (NK) cells predicts a favorable outcome in patients receiving AZA-HiDAC-Mito therapy or other AZA-based therapies. Comparing 5hmC profiles before and after five-day treatment of AZA shows that AZA exposure induces dose-dependent 5hmC changes, in which the magnitude correlates with overall survival (p = 0.015). An extreme gradient boosting (XGBoost) machine learning model is developed to predict the treatment response based on 5hmC levels of 11 genes, achieving an area under the curve (AUC) of 0.860. These results suggest that cellular composition markedly impacts the treatment response, and showcase the prospect of 5hmC signatures in predicting the outcomes of HMA-based therapies in AML.
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Affiliation(s)
- Guanghao Liang
- Key Laboratory of Genomic and Precision MedicineBeijing Institute of GenomicsChinese Academy of Sciences and China National Center for BioinformationBeijing100101China
- College of Future TechnologySino‐Danish CollegeUniversity of Chinese Academy of SciencesBeijing100049China
| | - Linchen Wang
- Key Laboratory of Genomic and Precision MedicineBeijing Institute of GenomicsChinese Academy of Sciences and China National Center for BioinformationBeijing100101China
- College of Future TechnologySino‐Danish CollegeUniversity of Chinese Academy of SciencesBeijing100049China
| | - Qiancheng You
- Department of Chemistry and Institute for Biophysical DynamicsThe University of ChicagoChicagoIL60637USA
- Howard Hughes Medical InstituteChicagoIL60637USA
| | - Kirk Cahill
- Section of Hematology/OncologyDepartment of MedicineUniversity of Chicago MedicineChicagoIL60637USA
| | - Chuanyuan Chen
- Key Laboratory of Genomic and Precision MedicineBeijing Institute of GenomicsChinese Academy of Sciences and China National Center for BioinformationBeijing100101China
- College of Future TechnologySino‐Danish CollegeUniversity of Chinese Academy of SciencesBeijing100049China
| | - Wei Zhang
- Department of MedicineUniversity of California, San DiegoLa JollaCA92093USA
- Bristol‐Myers SquibbSan DiegoCA92121USA
| | - Noreen Fulton
- Section of Hematology/OncologyDepartment of MedicineUniversity of Chicago MedicineChicagoIL60637USA
- Comprehensive Cancer CenterUniversity of Chicago MedicineChicagoIL60637USA
| | - Wendy Stock
- Section of Hematology/OncologyDepartment of MedicineUniversity of Chicago MedicineChicagoIL60637USA
- Comprehensive Cancer CenterUniversity of Chicago MedicineChicagoIL60637USA
| | - Olatoyosi Odenike
- Section of Hematology/OncologyDepartment of MedicineUniversity of Chicago MedicineChicagoIL60637USA
- Comprehensive Cancer CenterUniversity of Chicago MedicineChicagoIL60637USA
| | - Chuan He
- Department of Chemistry and Institute for Biophysical DynamicsThe University of ChicagoChicagoIL60637USA
- Howard Hughes Medical InstituteChicagoIL60637USA
- Department of Biochemistry and Molecular BiologyThe University of ChicagoChicagoIL60637USA
| | - Dali Han
- Key Laboratory of Genomic and Precision MedicineBeijing Institute of GenomicsChinese Academy of Sciences and China National Center for BioinformationBeijing100101China
- College of Future TechnologySino‐Danish CollegeUniversity of Chinese Academy of SciencesBeijing100049China
- Institute for Stem Cell and RegenerationChinese Academy of SciencesBeijing100101China
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11
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Huerga Encabo H, Aramburu IV, Garcia-Albornoz M, Piganeau M, Wood H, Song A, Ferrelli A, Sharma A, Minutti CM, Domart MC, Papazoglou D, Gurashi K, Llorian Sopena M, Goldstone R, Fallesen T, Wang Q, Ariza-McNaughton L, Wiseman DH, Batta K, Gupta R, Papayannopoulos V, Bonnet D. Loss of TET2 in human hematopoietic stem cells alters the development and function of neutrophils. Cell Stem Cell 2023; 30:781-799.e9. [PMID: 37267914 DOI: 10.1016/j.stem.2023.05.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 03/27/2023] [Accepted: 05/03/2023] [Indexed: 06/04/2023]
Abstract
Somatic mutations commonly occur in hematopoietic stem cells (HSCs). Some mutant clones outgrow through clonal hematopoiesis (CH) and produce mutated immune progenies shaping host immunity. Individuals with CH are asymptomatic but have an increased risk of developing leukemia, cardiovascular and pulmonary inflammatory diseases, and severe infections. Using genetic engineering of human HSCs (hHSCs) and transplantation in immunodeficient mice, we describe how a commonly mutated gene in CH, TET2, affects human neutrophil development and function. TET2 loss in hHSCs produce a distinct neutrophil heterogeneity in bone marrow and peripheral tissues by increasing the repopulating capacity of neutrophil progenitors and giving rise to low-granule neutrophils. Human neutrophils that inherited TET2 mutations mount exacerbated inflammatory responses and have more condensed chromatin, which correlates with compact neutrophil extracellular trap (NET) production. We expose here physiological abnormalities that may inform future strategies to detect TET2-CH and prevent NET-mediated pathologies associated with CH.
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Affiliation(s)
- Hector Huerga Encabo
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK.
| | - Iker Valle Aramburu
- Laboratory of Antimicrobial Defence, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Manuel Garcia-Albornoz
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Marion Piganeau
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Henry Wood
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Anna Song
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Alessandra Ferrelli
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Aneesh Sharma
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Carlos M Minutti
- Immunobiology Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Marie-Charlotte Domart
- Electron Microscopy Science Technology Platform, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Despoina Papazoglou
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Kristian Gurashi
- Division of Cancer Sciences, The University of Manchester, Manchester, UK
| | - Miriam Llorian Sopena
- Bioinformatics and Biostatistics, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Robert Goldstone
- Bioinformatics and Biostatistics, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Todd Fallesen
- Advanced Light Microscopy Science Technology Platform, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Qian Wang
- Laboratory of Antimicrobial Defence, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Linda Ariza-McNaughton
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK
| | - Daniel H Wiseman
- Division of Cancer Sciences, The University of Manchester, Manchester, UK
| | - Kiran Batta
- Division of Cancer Sciences, The University of Manchester, Manchester, UK
| | - Rajeev Gupta
- Haematology Stem Cell Group, UCL Cancer Institute, London, UK
| | - Venizelos Papayannopoulos
- Laboratory of Antimicrobial Defence, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK.
| | - Dominique Bonnet
- Haematopoietic Stem Cell Laboratory, The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK.
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12
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Gundry M, Sankaran VG. Hacking hematopoiesis - emerging tools for examining variant effects. Dis Model Mech 2023; 16:dmm049857. [PMID: 36826849 PMCID: PMC9983777 DOI: 10.1242/dmm.049857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023] Open
Abstract
Hematopoiesis is a continuous process of blood and immune cell production. It is orchestrated by thousands of gene products that respond to extracellular signals by guiding cell fate decisions to meet the needs of the organism. Although much of our knowledge of this process comes from work in model systems, we have learned a great deal from studies on human genetic variation. Considerable insight has emerged from studies on presumed monogenic blood disorders, which continue to provide key insights into the mechanisms critical for hematopoiesis. Furthermore, the emergence of large-scale biobanks and cohorts has uncovered thousands of genomic loci associated with blood cell traits and diseases. Some of these blood cell trait-associated loci act as modifiers of what were once thought to be monogenic blood diseases. However, most of these loci await functional validation. Here, we discuss the validation bottleneck and emerging methods to more effectively connect variant to function. In particular, we highlight recent innovations in genome editing, which have paved the path forward for high-throughput functional assessment of loci. Finally, we discuss existing barriers to progress, including challenges in manipulating the genomes of primary hematopoietic cells.
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Affiliation(s)
- Michael Gundry
- Division of Hematology/Oncology, Boston Children's Hospital, Harvard Medical School, Boston, MA 02115, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Vijay G. Sankaran
- Division of Hematology/Oncology, Boston Children's Hospital, Harvard Medical School, Boston, MA 02115, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
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13
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Boy M, Bisio V, Zhao LP, Guidez F, Schell B, Lereclus E, Henry G, Villemonteix J, Rodrigues-Lima F, Gagne K, Retiere C, Larcher L, Kim R, Clappier E, Sebert M, Mekinian A, Fain O, Caignard A, Espeli M, Balabanian K, Toubert A, Fenaux P, Ades L, Dulphy N. Myelodysplastic Syndrome associated TET2 mutations affect NK cell function and genome methylation. Nat Commun 2023; 14:588. [PMID: 36737440 PMCID: PMC9898569 DOI: 10.1038/s41467-023-36193-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 01/19/2023] [Indexed: 02/05/2023] Open
Abstract
Myelodysplastic syndromes (MDS) are clonal hematopoietic disorders, representing high risk of progression to acute myeloid leukaemia, and frequently associated to somatic mutations, notably in the epigenetic regulator TET2. Natural Killer (NK) cells play a role in the anti-leukemic immune response via their cytolytic activity. Here we show that patients with MDS clones harbouring mutations in the TET2 gene are characterised by phenotypic defects in their circulating NK cells. Remarkably, NK cells and MDS clones from the same patient share the TET2 genotype, and the NK cells are characterised by increased methylation of genomic DNA and reduced expression of Killer Immunoglobulin-like receptors (KIR), perforin, and TNF-α. In vitro inhibition of TET2 in NK cells of healthy donors reduces their cytotoxicity, supporting its critical role in NK cell function. Conversely, NK cells from patients treated with azacytidine (#NCT02985190; https://clinicaltrials.gov/ ) show increased KIR and cytolytic protein expression, and IFN-γ production. Altogether, our findings show that, in addition to their oncogenic consequences in the myeloid cell subsets, TET2 mutations contribute to repressing NK-cell function in MDS patients.
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Affiliation(s)
- Maxime Boy
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France
| | - Valeria Bisio
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France
| | - Lin-Pierre Zhao
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France
| | - Fabien Guidez
- Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Université Paris Cité, Institut de Recherche Saint Louis INSERM UMR_S1131, F-75010, Paris, France
| | - Bérénice Schell
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France
| | - Emilie Lereclus
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France
| | - Guylaine Henry
- Laboratoire d'Immunologie et d'Histocompatibilité, Assistance Publique des Hôpitaux de Paris (AP-HP), Hôpital Saint-Louis, F-75010, Paris, France
| | - Juliette Villemonteix
- Laboratoire d'Immunologie et d'Histocompatibilité, Assistance Publique des Hôpitaux de Paris (AP-HP), Hôpital Saint-Louis, F-75010, Paris, France
| | | | - Katia Gagne
- Etablissement Français du Sang, Centre Pays de la Loire, F-44011, Nantes, France.,Université de Nantes, INSERM UMR1307, CNRS UMR 6075, CRCI2NA team 12, F-44000, Nantes, France.,LabEx IGO « Immunotherapy, Graft, Oncology », F-44000, Nantes, France.,LabEx Transplantex, Université de Strasbourg, 67000, Strasbourg, France
| | - Christelle Retiere
- Etablissement Français du Sang, Centre Pays de la Loire, F-44011, Nantes, France.,Université de Nantes, INSERM UMR1307, CNRS UMR 6075, CRCI2NA team 12, F-44000, Nantes, France.,LabEx IGO « Immunotherapy, Graft, Oncology », F-44000, Nantes, France.,LabEx Transplantex, Université de Strasbourg, 67000, Strasbourg, France
| | - Lise Larcher
- Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Laboratoire d'Hématologie, Hôpital Saint-Louis, AP-HP, F-75010, Paris, France
| | - Rathana Kim
- Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Laboratoire d'Hématologie, Hôpital Saint-Louis, AP-HP, F-75010, Paris, France
| | - Emmanuelle Clappier
- Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Laboratoire d'Hématologie, Hôpital Saint-Louis, AP-HP, F-75010, Paris, France
| | - Marie Sebert
- Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Department d'Hématologie Sénior, Hôpital Saint-Louis, AP-HP, F-75010, Paris, France.,Université Paris Cité, Institut de Recherche Saint Louis INSERM UMR_944, F-75010, Paris, France
| | - Arsène Mekinian
- Service de Medecine Interne, Hôpital Saint-Antoine, AP-HP, F-75012, Paris, France.,Departement Hospitalo-Universitaire Inflammation-Immunopathologie-Biotherapie, Sorbonne Université, Hôpital de la Pitié-Salpêtrière, F-75013, Paris, France
| | - Olivier Fain
- Service de Medecine Interne, Hôpital Saint-Antoine, AP-HP, F-75012, Paris, France.,Departement Hospitalo-Universitaire Inflammation-Immunopathologie-Biotherapie, Sorbonne Université, Hôpital de la Pitié-Salpêtrière, F-75013, Paris, France
| | - Anne Caignard
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France
| | - Marion Espeli
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France
| | - Karl Balabanian
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France
| | - Antoine Toubert
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France.,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Laboratoire d'Immunologie et d'Histocompatibilité, Assistance Publique des Hôpitaux de Paris (AP-HP), Hôpital Saint-Louis, F-75010, Paris, France
| | - Pierre Fenaux
- Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Department d'Hématologie Sénior, Hôpital Saint-Louis, AP-HP, F-75010, Paris, France.,Université Paris Cité, Institut de Recherche Saint Louis INSERM UMR_944, F-75010, Paris, France
| | - Lionel Ades
- Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France.,Department d'Hématologie Sénior, Hôpital Saint-Louis, AP-HP, F-75010, Paris, France.,Université Paris Cité, Institut de Recherche Saint Louis INSERM UMR_944, F-75010, Paris, France
| | - Nicolas Dulphy
- Université Paris Cité, Institut de Recherche Saint Louis, EMiLy, INSERM UMR_S1160, F-75010, Paris, France. .,Institut Carnot OPALE, Institut de Recherche Saint-Louis, Hôpital Saint-Louis, F-75010, Paris, France. .,CNRS, GDR3697 "Microenvironment of tumor niches", Micronit, F-75010, Paris, France. .,Laboratoire d'Immunologie et d'Histocompatibilité, Assistance Publique des Hôpitaux de Paris (AP-HP), Hôpital Saint-Louis, F-75010, Paris, France.
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14
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Premnath N, Chung SS, Weinberg OK, Ikpefan R, Pandey M, Kaur G, Geethakumari PR, Afrough A, Awan FT, Anderson LD, Vusirikala M, Collins RH, Chen W, Agathocleous M, Madanat YF. Clinical and molecular characteristics associated with Vitamin C deficiency in myeloid malignancies; real world data from a prospective cohort. Leuk Res 2023; 125:107001. [PMID: 36566538 DOI: 10.1016/j.leukres.2022.107001] [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: 10/18/2022] [Revised: 11/30/2022] [Accepted: 12/13/2022] [Indexed: 12/24/2022]
Abstract
Vitamin C is an essential vitamin that acts as a co-factor for many enzymes involved in epigenetic regulation in humans. Low vitamin C levels in hematopoietic stem cells (HSC) promote self-renewal and vitamin C supplementation retards leukaemogenesis in vitamin C-deficient mouse models. Studies on vitamin C levels in patients with myeloid malignancies are limited. We thus conducted a retrospective analysis on a prospective cohort of patients with myeloid malignancies on whom plasma vitamin C levels were measured serially at diagnosis and during treatment. Baseline characteristics including hematological indices, cytogenetics, and molecular mutations are described in this cohort. Among 64 patients included in our study, 11 patients (17%) had low vitamin C levels. We noted a younger age at diagnosis for patients with myeloid malignancies who had low plasma vitamin C levels. Patients with low plasma vitamin C levels were more likely to have acute myeloid leukemia compared to other myeloid malignancies. Low vitamin C levels were associated with ASXL1 mutations. Our study calls for further multi-institutional studies to understand the relevance of low plasma vitamin C level in myeloid neoplasms, the role of vitamin C deficiency in leukemogenesis, and the potential benefit of vitamin C supplementation.
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Affiliation(s)
- Naveen Premnath
- Division of Hematology and Oncology, University of Texas Southwestern Medical Center, Dallas, TX, United States.
| | - Stephen S Chung
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States; Children's Research Institute, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Olga K Weinberg
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Ruth Ikpefan
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Mohak Pandey
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Gurbakhash Kaur
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | | | - Aimaz Afrough
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Farrukh T Awan
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Larry D Anderson
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Madhuri Vusirikala
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Robert H Collins
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Weina Chen
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Michalis Agathocleous
- Children's Research Institute, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Yazan F Madanat
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, United States
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15
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Godfrey LC, Rodriguez-Meira A. Viewing AML through a New Lens: Technological Advances in the Study of Epigenetic Regulation. Cancers (Basel) 2022; 14:cancers14235989. [PMID: 36497471 PMCID: PMC9740143 DOI: 10.3390/cancers14235989] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 11/29/2022] [Accepted: 12/01/2022] [Indexed: 12/12/2022] Open
Abstract
Epigenetic modifications, such as histone modifications and DNA methylation, are essential for ensuring the dynamic control of gene regulation in every cell type. These modifications are associated with gene activation or repression, depending on the genomic context and specific type of modification. In both cases, they are deposited and removed by epigenetic modifier proteins. In acute myeloid leukemia (AML), the function of these proteins is perturbed through genetic mutations (i.e., in the DNA methylation machinery) or translocations (i.e., MLL-rearrangements) arising during leukemogenesis. This can lead to an imbalance in the epigenomic landscape, which drives aberrant gene expression patterns. New technological advances, such as CRISPR editing, are now being used to precisely model genetic mutations and chromosomal translocations. In addition, high-precision epigenomic editing using dCas9 or CRISPR base editing are being used to investigate the function of epigenetic mechanisms in gene regulation. To interrogate these mechanisms at higher resolution, advances in single-cell techniques have begun to highlight the heterogeneity of epigenomic landscapes and how these impact on gene expression within different AML populations in individual cells. Combined, these technologies provide a new lens through which to study the role of epigenetic modifications in normal hematopoiesis and how the underlying mechanisms can be hijacked in the context of malignancies such as AML.
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Affiliation(s)
- Laura C. Godfrey
- Department of Pediatric Oncology, Dana Farber Cancer Institute, Boston Children’s Hospital, Harvard Medical School, Boston, MA 02215, USA
- Correspondence: (L.C.G.); (A.R.-M.)
| | - Alba Rodriguez-Meira
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Haematology, University of Cambridge, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge CB2 0AW, UK
- Correspondence: (L.C.G.); (A.R.-M.)
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16
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Schleicher WE, Pietras EM. Reduced PU.1 Expression Collaborates with Tet2 Loss to Trigger Myeloid Leukemogenesis. Blood Cancer Discov 2022; 3:378-381. [PMID: 36065607 PMCID: PMC9445751 DOI: 10.1158/2643-3230.bcd-22-0100] [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] [Indexed: 11/16/2022] Open
Abstract
The leukemic transformation of hematopoietic stem and progenitor cells in the setting of Tet2 deficiency is driven by PU.1 gene network loss through complementary reduction in PU.1 expression and hypermethylation of ETS loci at the enhancers of PU.1 target genes. See related article by Aivalioti et al., p. 444 (6).
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Affiliation(s)
- Wolfgang E. Schleicher
- Division of Hematology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Eric M. Pietras
- Division of Hematology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
- Department of Microbiology and Immunology, University of Colorado Anschutz Medical Campus, Aurora, Colorado
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17
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Testa U, Castelli G, Pelosi E. Clonal Hematopoiesis: Role in Hematologic and Non-Hematologic Malignancies. Mediterr J Hematol Infect Dis 2022; 14:e2022069. [PMID: 36119457 PMCID: PMC9448266 DOI: 10.4084/mjhid.2022.069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 08/18/2022] [Indexed: 02/08/2023] Open
Abstract
Hematopoietic stem cells (HSCs) ensure the coordinated and balanced production of all hematopoietic cell types throughout life. Aging is associated with a gradual decline of the self-renewal and regenerative potential of HSCs and with the development of clonal hematopoiesis. Clonal hematopoiesis of indeterminate potential (CHIP) defines the clonal expansion of genetically variant hematopoietic cells bearing one or more gene mutations and/or structural variants (such as copy number alterations). CHIP increases exponentially with age and is associated with cancers, including hematologic neoplasia, cardiovascular and other diseases. The presence of CHIP consistently increases the risk of hematologic malignancy, particularly in individuals who have CHIP in association with peripheral blood cytopenia.
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Affiliation(s)
- Ugo Testa
- Department of Oncology, Istituto Superiore di Sanità, Rome, Italy
| | - Germana Castelli
- Department of Oncology, Istituto Superiore di Sanità, Rome, Italy
| | - Elvira Pelosi
- Department of Oncology, Istituto Superiore di Sanità, Rome, Italy
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