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Gener-Ricos G, Rodriguez-Sevilla JJ, Urrutia S, Bataller A, Bazinet A, Garcia-Manero G. Advances in the management of higher-risk myelodysplastic syndromes: future prospects. Leuk Lymphoma 2024; 65:1233-1244. [PMID: 38712556 DOI: 10.1080/10428194.2024.2344061] [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: 03/06/2024] [Revised: 04/09/2024] [Accepted: 04/12/2024] [Indexed: 05/08/2024]
Abstract
Higher-risk myelodysplastic syndromes (HR-MDS) are defined using a number of prognostic scoring systems that include the degree of cytopenias, percentage of blasts, cytogenetic alterations, and more recently genomic data. HR-MDS encompasses characteristics such as progressive cytopenias, increased bone marrow blasts, unfavorable cytogenetics, and an adverse mutational profile. Survival is generally poor, and patients require therapy to improve outcomes. Hypomethylating agents (HMAs), such as azacitidine, decitabine, and more recently, oral decitabine/cedazuridine, are the only approved therapies for HR-MDS. These are often continued until loss of response, progression, or unacceptable toxicity. Combinations including an HMA plus other drugs have been investigated but have not demonstrated better outcomes compared to single-agent HMA. Moreover, in a disease of high genomic complexity such as HR-MDS, therapy targeting specific genomic abnormalities is of interest. This review will examine the biological underpinnings of HR-MDS, its therapeutic landscape in the frontline and relapsed settings, as well as the impact of hematopoietic stem cell transplantation, the only known curative intervention for this disease.
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Affiliation(s)
- Georgina Gener-Ricos
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Samuel Urrutia
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alex Bataller
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexandre Bazinet
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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2
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Marconi G, Rondoni M, Zannetti BA, Zacheo I, Nappi D, Mattei A, Rocchi S, Lanza F. Novel insights and therapeutic approaches in secondary AML. Front Oncol 2024; 14:1400461. [PMID: 39135995 PMCID: PMC11317385 DOI: 10.3389/fonc.2024.1400461] [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: 03/13/2024] [Accepted: 07/05/2024] [Indexed: 08/15/2024] Open
Abstract
Secondary acute myeloid leukemia (sAML) presents as a complex and multifaceted ensemble of disorders, positioning itself as both a challenge and an intriguing frontier within hematologic oncology. Its origins are diverse, stemming from antecedent hematologic conditions, germline predisposing mutations, or the sequelae of cytotoxic therapies, and its development is driven by intricate genetic and epigenetic modifications. This complexity necessitates a diverse array of therapeutic strategies, each meticulously tailored to address the distinctive challenges sAML introduces. Such strategies require a personalized approach, considering the variegated clinical backgrounds of patients and the inherent intricacies of the disease. Allogeneic stem cell transplantation stands as a cornerstone, offering the potential for curative outcomes. This is complemented by the emergence of innovative treatments such as CPX-351, venetoclax, and glasdegib, which have demonstrated promising results in enhancing prognosis. The evolving landscape of sAML treatment underscores the importance of continued research and innovation in the field, aiming not only to improve patient outcomes but also to deepen our understanding of the disease's biological underpinnings, thereby illuminating pathways toward more effective and individualized therapies.
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Affiliation(s)
- Giovanni Marconi
- Hematology Unit and Romagna Transplant Network, Hospital of Ravenna, University of Bologna, Ravenna, Italy
| | - Michela Rondoni
- Hematology Unit and Romagna Transplant Network, Hospital of Ravenna, Ravenna, Italy
| | | | - Irene Zacheo
- IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Davide Nappi
- IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Agnese Mattei
- IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Serena Rocchi
- Hematology Unit and Romagna Transplant Network, Hospital of Ravenna, Ravenna, Italy
| | - Francesco Lanza
- Hematology Unit and Romagna Transplant Network, Hospital of Ravenna, University of Bologna, Ravenna, Italy
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Heimlich JB, Bhat P, Parker AC, Jenkins MT, Vlasschaert C, Ulloa J, Van Amburg JC, Potts CR, Olson S, Silver AJ, Ahmad A, Sharber B, Brown D, Hu N, van Galen P, Savona MR, Bick AG, Ferrell PB. Multiomic profiling of human clonal hematopoiesis reveals genotype and cell-specific inflammatory pathway activation. Blood Adv 2024; 8:3665-3678. [PMID: 38507736 DOI: 10.1182/bloodadvances.2023011445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 02/08/2024] [Accepted: 02/08/2024] [Indexed: 03/22/2024] Open
Abstract
ABSTRACT Clonal hematopoiesis (CH) is an age-associated phenomenon that increases the risk of hematologic malignancy and cardiovascular disease. CH is thought to enhance disease risk through inflammation in the peripheral blood.1 Here, we profile peripheral blood gene expression in 66 968 single cells from a cohort of 17 patients with CH and 7 controls. Using a novel mitochondrial DNA barcoding approach, we were able to identify and separately compare mutant Tet methylcytosine dioxygenase 2 (TET2) and DNA methyltransferase 3A (DNMT3A) cells with nonmutant counterparts. We discovered the vast majority of mutated cells were in the myeloid compartment. Additionally, patients harboring DNMT3A and TET2 CH mutations possessed a proinflammatory profile in CD14+ monocytes through previously unrecognized pathways such as galectin and macrophage inhibitory factor. We also found that T cells from patients with CH, although mostly unmutated, had decreased expression of GTPase of the immunity associated protein genes, which are critical to T-cell development, suggesting that CH impairs T-cell function.
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Affiliation(s)
- J Brett Heimlich
- Division of Cardiovascular Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Pawan Bhat
- Vanderbilt University School of Medicine, Nashville, TN
| | | | | | | | - Jessica Ulloa
- Division of Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Joseph C Van Amburg
- Division of Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Chad R Potts
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Sydney Olson
- Division of Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | | | - Ayesha Ahmad
- Division of Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Brian Sharber
- Division of Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Donovan Brown
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Ningning Hu
- Division of Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Peter van Galen
- Division of Hematology, Department of Medicine, Brigham and Women's Hospital, Boston, MA
- Ludwig Center at Harvard, Harvard Medical School, Boston, MA
| | - Michael R Savona
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
- Vanderbilt-Ingram Cancer Center, Program in Cancer Biology, and Center for Immunobiology, Nashville, TN
- Center for Immunobiology, Vanderbilt University School of Medicine, Nashville, TN
| | - Alexander G Bick
- Division of Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - P Brent Ferrell
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
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Guo X, Jin W, Wen Y, Wang Z, Ren X, Liu Z, Fu R, Cai Z, Li L. Computing cell state discriminates the aberrant hematopoiesis and activated microenvironment in Myelodysplastic syndrome (MDS) through a single cell genomic study. J Transl Med 2024; 22:673. [PMID: 39033303 PMCID: PMC11265062 DOI: 10.1186/s12967-024-05496-x] [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: 03/28/2024] [Accepted: 07/10/2024] [Indexed: 07/23/2024] Open
Abstract
BACKGROUND Myelodysplastic syndrome (MDS) is a complicated hematopoietic malignancy characterized by bone marrow (BM) dysplasia with symptoms like anemia, neutropenia, or thrombocytopenia. MDS exhibits considerable heterogeneity in prognosis, with approximately 30% of patients progressing to acute myeloid leukemia (AML). Single cell RNA-sequencing (scRNA-seq) is a new and powerful technique to profile disease landscapes. However, the current available scRNA-seq datasets for MDS are only focused on CD34+ hematopoietic progenitor cells. We argue that using entire BM cell for MDS studies probably will be more informative for understanding the pathophysiology of MDS. METHODS Five MDS patients and four healthy donors were enrolled in the study. Unsorted cells from BM aspiration were collected for scRNA-seq analysis to profile overall alteration in hematopoiesis. RESULTS Standard scRNA-seq analysis of unsorted BM cells successfully profiles deficient hematopoiesis in all five MDS patients, with three classified as high-risk and two as low-risk. While no significant increase in mutation burden was observed, high-risk MDS patients exhibited T-cell activation and abnormal myelogenesis at the stages between hematopoietic stem and progenitor cells (HSPC) and granulocyte-macrophage progenitors (GMP). Transcriptional factor analysis on the aberrant myelogenesis suggests that the epigenetic regulator chromatin structural protein-encoding gene HMGA1 is highly activated in the high-risk MDS group and moderately activated in the low-risk MDS group. Perturbation of HMGA1 by CellOracle simulated deficient hematopoiesis in mouse Lineage-negative (Lin-) BM cells. Projecting MDS and AML cells on a BM cell reference by our newly developed MarcoPolo pipeline intuitively visualizes a connection for myeloid leukemia development and abnormalities of hematopoietic hierarchy, indicating that it is technically feasible to integrate all diseased bone marrow cells on a common reference map even when the size of the cohort reaches to 1,000 patients or more. CONCLUSION Through scRNA-seq analysis on unsorted cells from BM aspiration samples of MDS patients, this study systematically profiled the development abnormalities in hematopoiesis, heterogeneity of risk, and T-cell microenvironment at the single cell level.
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Affiliation(s)
- Xinyu Guo
- Department of Hematology, Tianjin Medical University Tianjin General Hospital, Tianjin, China
- Tianjin Key Laboratory of Bone Marrow Failure Malignant Hemopoietic Clone Control, Tianjin, China
- Tianjin Institute of Hematology, Tianjin, China
| | - Wenyan Jin
- National Key Laboratory of Experimental Hematology, Tianjin, China
- Tianjin Key Laboratory of Inflammatory Biology, Tianjin, China
- The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, Department of Pharmacology, School of Basic Medical Science, Tianjin Medical University, Tianjin, China
| | - Yuchen Wen
- Department of Hematology, Tianjin Medical University Tianjin General Hospital, Tianjin, China
- Tianjin Key Laboratory of Bone Marrow Failure Malignant Hemopoietic Clone Control, Tianjin, China
- Tianjin Institute of Hematology, Tianjin, China
| | - Zhiqin Wang
- National Key Laboratory of Experimental Hematology, Tianjin, China
- Tianjin Key Laboratory of Inflammatory Biology, Tianjin, China
- The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, Department of Pharmacology, School of Basic Medical Science, Tianjin Medical University, Tianjin, China
| | - Xiaotong Ren
- Department of Hematology, Tianjin Medical University Tianjin General Hospital, Tianjin, China
- Tianjin Key Laboratory of Bone Marrow Failure Malignant Hemopoietic Clone Control, Tianjin, China
- Tianjin Institute of Hematology, Tianjin, China
| | - Zhaoyun Liu
- The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, Department of Pharmacology, School of Basic Medical Science, Tianjin Medical University, Tianjin, China
| | - Rong Fu
- Department of Hematology, Tianjin Medical University Tianjin General Hospital, Tianjin, China
- Tianjin Key Laboratory of Bone Marrow Failure Malignant Hemopoietic Clone Control, Tianjin, China
- Tianjin Institute of Hematology, Tianjin, China
| | - Zhigang Cai
- Department of Hematology, Tianjin Medical University Tianjin General Hospital, Tianjin, China.
- National Key Laboratory of Experimental Hematology, Tianjin, China.
- Tianjin Key Laboratory of Inflammatory Biology, Tianjin, China.
- The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, Department of Pharmacology, School of Basic Medical Science, Tianjin Medical University, Tianjin, China.
- Department of Rheumatology and Immunology, Tianjin Medical University Tianjin General Hospital, Tianjin, China.
| | - Lijuan Li
- Department of Hematology, Tianjin Medical University Tianjin General Hospital, Tianjin, China.
- Tianjin Key Laboratory of Bone Marrow Failure Malignant Hemopoietic Clone Control, Tianjin, China.
- Tianjin Institute of Hematology, Tianjin, China.
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5
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Duployez N, Preudhomme C. Monitoring molecular changes in the management of myelodysplastic syndromes. Br J Haematol 2024. [PMID: 38934371 DOI: 10.1111/bjh.19614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 06/14/2024] [Indexed: 06/28/2024]
Abstract
The ongoing or anticipated therapeutic advances as well as previous experience in other malignancies, including acute myeloid leukaemia, have made molecular monitoring a potential interesting tool for predicting outcomes and demonstrating treatment efficacy in patients with myelodysplastic syndromes (MDS). The important genetic heterogeneity in MDS has made challenging the establishment of recommendations. In this context, high-throughput/next-generation sequencing (NGS) has emerged as an attractive tool, especially in patients with high-risk diseases. However, its implementation in clinical practice still suffers from a lack of standardization in terms of sensitivity, bioinformatics and result interpretation. Data from literature, mostly gleaned from retrospective cohorts, show NGS monitoring when used appropriately could help clinicians to guide therapy, detect early relapse and predict disease evolution. Translating these observations into personalized patient management requires a prospective evaluation in clinical research and remains a major challenge for the next years.
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Affiliation(s)
- Nicolas Duployez
- Laboratory of Haematology, CHU Lille, Lille, France
- U1277 CANTHER (Cancer Heterogeneity Plasticity and Resistance to Therapies), University of Lille, INSERM, Lille, France
| | - Claude Preudhomme
- Laboratory of Haematology, CHU Lille, Lille, France
- U1277 CANTHER (Cancer Heterogeneity Plasticity and Resistance to Therapies), University of Lille, INSERM, Lille, France
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6
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Campillo-Marcos I, Casado-Pelaez M, Davalos V, Ferrer G, Mata C, Mereu E, Roué G, Valcárcel D, Molero A, Zamora L, Xicoy B, Palomo L, Acha P, Manzanares A, Tobiasson M, Hellström-Lindberg E, Solé F, Esteller M. Single-cell Multiomics Analysis of Myelodysplastic Syndromes and Clinical Response to Hypomethylating Therapy. CANCER RESEARCH COMMUNICATIONS 2024; 4:365-377. [PMID: 38300528 PMCID: PMC10860538 DOI: 10.1158/2767-9764.crc-23-0389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Revised: 12/18/2023] [Accepted: 01/26/2024] [Indexed: 02/02/2024]
Abstract
Alterations in epigenetic marks, such as DNA methylation, represent a hallmark of cancer that has been successfully exploited for therapy in myeloid malignancies. Hypomethylating agents (HMA), such as azacitidine, have become standard-of-care therapy to treat myelodysplastic syndromes (MDS), myeloid neoplasms that can evolve into acute myeloid leukemia. However, our capacity to identify who will respond to HMAs, and the duration of response, remains limited. To shed light on this question, we have leveraged the unprecedented analytic power of single-cell technologies to simultaneously map the genome and immunoproteome of MDS samples throughout clinical evolution. We were able to chart the architecture and evolution of molecular clones in precious paired bone marrow MDS samples at diagnosis and posttreatment to show that a combined imbalance of specific cell lineages with diverse mutational profiles is associated with the clinical response of patients with MDS to hypomethylating therapy. SIGNIFICANCE MDS are myeloid clonal hemopathies with a low 5-year survival rate, and approximately half of the cases do not respond to standard HMA therapy. Our innovative single-cell multiomics approach offers valuable biological insights and potential biomarkers associated with the demethylating agent efficacy. It also identifies vulnerabilities that can be targeted using personalized combinations of small drugs and antibodies.
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Affiliation(s)
- Ignacio Campillo-Marcos
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Marta Casado-Pelaez
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Veronica Davalos
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Gerardo Ferrer
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Caterina Mata
- Single Cell Unit, Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
| | - Elisabetta Mereu
- Cellular Systems Genomics Group, Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
| | - Gael Roué
- Lymphoma Translational Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - David Valcárcel
- Department of Hematology, Experimental Hematology Group, Vall d'Hebron Institute of Oncology (VHIO), University Hospital Vall d'Hebron, Barcelona, Catalonia, Spain
| | - Antonieta Molero
- Department of Hematology, Experimental Hematology Group, Vall d'Hebron Institute of Oncology (VHIO), University Hospital Vall d'Hebron, Barcelona, Catalonia, Spain
| | - Lurdes Zamora
- Department of Hematology, ICO-IJC-Hospital Germans Trias i Pujol, UAB, Badalona, Spain
- Myelodysplastic Syndromes Research Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Blanca Xicoy
- Department of Hematology, ICO-IJC-Hospital Germans Trias i Pujol, UAB, Badalona, Spain
- Myelodysplastic Syndromes Research Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Laura Palomo
- Department of Hematology, Experimental Hematology Group, Vall d'Hebron Institute of Oncology (VHIO), University Hospital Vall d'Hebron, Barcelona, Catalonia, Spain
- Myelodysplastic Syndromes Research Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Pamela Acha
- Myelodysplastic Syndromes Research Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Ana Manzanares
- Myelodysplastic Syndromes Research Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Magnus Tobiasson
- Department of Medicine, Center for Hematology and Regenerative Medicine, Karolinska Institutet, Stockholm, Sweden; Medical Unit Hematology, Karolinska University Hospital, Stockholm, Sweden
| | - Eva Hellström-Lindberg
- Department of Medicine, Center for Hematology and Regenerative Medicine, Karolinska Institutet, Stockholm, Sweden; Medical Unit Hematology, Karolinska University Hospital, Stockholm, Sweden
| | - Francesc Solé
- Myelodysplastic Syndromes Research Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
| | - Manel Esteller
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), Barcelona, Catalonia, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
- Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
- Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain
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7
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Zhang J, Duan Y, Wu P, Chang Y, Wang Y, Hu T, Liu C, Chen X, Zong S, Chen X, Wu Y, Jin L, Lan Y, Liu X, Cheng X, Ding F, Li T, Chen X, Guo Y, Chen Y, Yang W, Zhang L, Zou Y, Cheng T, Zhu X, Zhang Y. Clonal evolution dissection reveals that a high MSI2 level promotes chemoresistance in T-cell acute lymphoblastic leukemia. Blood 2024; 143:320-335. [PMID: 37801708 DOI: 10.1182/blood.2023020490] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 08/30/2023] [Accepted: 09/04/2023] [Indexed: 10/08/2023] Open
Abstract
ABSTRACT T-cell acute lymphoblastic leukemia (T-ALL) is an aggressive cancer with resistant clonal propagation in recurrence. We performed high-throughput droplet-based 5' single-cell RNA with paired T-cell receptor (TCR) sequencing of paired diagnosis-relapse (Dx_Rel) T-ALL samples to dissect the clonal diversities. Two leukemic evolutionary patterns, "clonal shift" and "clonal drift" were unveiled. Targeted single-cell DNA sequencing of paired Dx_Rel T-ALL samples further corroborated the existence of the 2 contrasting clonal evolution patterns, revealing that dynamic transcriptional variation might cause the mutationally static clones to evolve chemotherapy resistance. Analysis of commonly enriched drifted gene signatures showed expression of the RNA-binding protein MSI2 was significantly upregulated in the persistent TCR clonotypes at relapse. Integrated in vitro and in vivo functional studies suggested that MSI2 contributed to the proliferation of T-ALL and promoted chemotherapy resistance through the posttranscriptional regulation of MYC, pinpointing MSI2 as an informative biomarker and novel therapeutic target in T-ALL.
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Affiliation(s)
- Jingliao Zhang
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Yongjuan Duan
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Peng Wu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | | | - Yue Wang
- Novogene Co, Ltd, Beijing, China
| | - Tianyuan Hu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Chao Liu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Xiaoyan Chen
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Suyu Zong
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Xiaoli Chen
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Yangping Wu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Linlin Jin
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Yang Lan
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Xiaoming Liu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Xuelian Cheng
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | | | - Tianyu Li
- Wuxi Children's Hospital, Jiangsu, China
| | - Xiaojuan Chen
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Ye Guo
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Yumei Chen
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Wenyu Yang
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Li Zhang
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Yao Zou
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Tao Cheng
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Xiaofan Zhu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
| | - Yingchi Zhang
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
- Tianjin Institutes of Health Science, Tianjin, China
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Biernacki MA, Lok J, Black RG, Foster KA, Cummings C, Woodward KB, Monahan T, Oehler VG, Stirewalt DL, Wu D, Rongvaux A, Deeg HJ, Bleakley M. Discovery of U2AF1 neoantigens in myeloid neoplasms. J Immunother Cancer 2023; 11:e007490. [PMID: 38164756 PMCID: PMC10729103 DOI: 10.1136/jitc-2023-007490] [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] [Accepted: 11/19/2023] [Indexed: 01/03/2024] Open
Abstract
BACKGROUND Myelodysplastic syndromes (MDS) arise from somatic mutations acquired in hematopoietic stem and progenitor cells, causing cytopenias and predisposing to transformation into secondary acute myeloid leukemia (sAML). Recurrent mutations in spliceosome genes, including U2AF1, are attractive therapeutic targets as they are prevalent in MDS and sAML, arise early in neoplastic cells, and are generally absent from normal cells, including normal hematopoietic cells. MDS and sAML are susceptible to T cell-mediated killing, and thus engineered T-cell immunotherapies hold promise for their treatment. We hypothesized that targeting spliceosome mutation-derived neoantigens with transgenic T-cell receptor (TCR) T cells would selectively eradicate malignant cells in MDS and sAML. METHODS We identified candidate neoantigen epitopes from recurrent protein-coding mutations in the spliceosome genes SRSF2 and U2AF1 using a multistep in silico process. Candidate epitopes predicted to bind human leukocyte antigen (HLA) class I, be processed and presented from the parent protein, and not to be subject to tolerance then underwent in vitro immunogenicity screening. CD8+ T cells recognizing immunogenic neoantigen epitopes were evaluated in in vitro assays to assess functional avidity, confirm the predicted HLA restriction, the potential for recognition of similar peptides, and the ability to kill neoplastic cells in an antigen-specific manner. Neoantigen-specific TCR were sequenced, cloned into lentiviral vectors, and transduced into third-party T cells after knock-out of endogenous TCR, then tested in vitro for specificity and ability to kill neoplastic myeloid cells presenting the neoantigen. The efficacy of neoantigen-specific T cells was evaluated in vivo in a murine cell line-derived xenograft model. RESULTS We identified two neoantigens created from a recurrent mutation in U2AF1, isolated CD8+ T cells specific for the neoantigens, and demonstrated that transferring their TCR to third-party CD8+ T cells is feasible and confers specificity for the U2AF1 neoantigens. Finally, we showed that these neoantigen-specific TCR-T cells do not recognize normal hematopoietic cells but efficiently kill malignant myeloid cells bearing the specific U2AF1 mutation, including primary cells, in vitro and in vivo. CONCLUSIONS These data serve as proof-of-concept for developing precision medicine approaches that use neoantigen-directed T-cell receptor-transduced T cells to treat MDS and sAML.
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MESH Headings
- Humans
- Mice
- Animals
- CD8-Positive T-Lymphocytes
- Splicing Factor U2AF/genetics
- Splicing Factor U2AF/metabolism
- Antigens, Neoplasm
- Receptors, Antigen, T-Cell/genetics
- Receptors, Antigen, T-Cell/metabolism
- Myelodysplastic Syndromes/genetics
- Myelodysplastic Syndromes/therapy
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/therapy
- Leukemia, Myeloid, Acute/metabolism
- Epitopes/metabolism
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Affiliation(s)
- Melinda Ann Biernacki
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Jessica Lok
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Ralph Graeme Black
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Kimberly A Foster
- Department of Immunology, University of Washington, Seattle, Washington, USA
| | - Carrie Cummings
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Kyle B Woodward
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Tim Monahan
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Vivian G Oehler
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Derek L Stirewalt
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - David Wu
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington, USA
| | - Anthony Rongvaux
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Hans Joachim Deeg
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Marie Bleakley
- Translational Sciences and Therapeutics Division, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Department of Pediatrics, University of Washington, Seattle, Washington, USA
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9
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Vallelonga V, Gandolfi F, Ficara F, Della Porta MG, Ghisletti S. Emerging Insights into Molecular Mechanisms of Inflammation in Myelodysplastic Syndromes. Biomedicines 2023; 11:2613. [PMID: 37892987 PMCID: PMC10603842 DOI: 10.3390/biomedicines11102613] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 09/15/2023] [Accepted: 09/21/2023] [Indexed: 10/29/2023] Open
Abstract
Inflammation impacts human hematopoiesis across physiologic and pathologic conditions, as signals derived from the bone marrow microenvironment, such as pro-inflammatory cytokines and chemokines, have been shown to alter hematopoietic stem cell (HSCs) homeostasis. Dysregulated inflammation can skew HSC fate-related decisions, leading to aberrant hematopoiesis and potentially contributing to the pathogenesis of hematological disorders such as myelodysplastic syndromes (MDS). Recently, emerging studies have used single-cell sequencing and muti-omic approaches to investigate HSC cellular heterogeneity and gene expression in normal hematopoiesis as well as in myeloid malignancies. This review summarizes recent reports mechanistically dissecting the role of inflammatory signaling and innate immune response activation due to MDS progression. Furthermore, we highlight the growing importance of using multi-omic techniques, such as single-cell profiling and deconvolution methods, to unravel MDSs' heterogeneity. These approaches have provided valuable insights into the patterns of clonal evolution that drive MDS progression and have elucidated the impact of inflammation on the composition of the bone marrow immune microenvironment in MDS.
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Affiliation(s)
- Veronica Vallelonga
- Department of Experimental Oncology, European Institute of Oncology (IEO) IRCCS, 20139 Milan, Italy
| | - Francesco Gandolfi
- Department of Experimental Oncology, European Institute of Oncology (IEO) IRCCS, 20139 Milan, Italy
| | - Francesca Ficara
- Milan Unit, CNR-IRGB, 20090 Milan, Italy
- IRCCS Humanitas Research Hospital, 20089 Milan, Italy
| | - Matteo Giovanni Della Porta
- IRCCS Humanitas Research Hospital, 20089 Milan, Italy
- Department of Biomedical Sciences, Humanitas University, 20072 Milan, Italy
| | - Serena Ghisletti
- Department of Experimental Oncology, European Institute of Oncology (IEO) IRCCS, 20139 Milan, Italy
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10
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Volchkov EV, Khozyainova AA, Gurzhikhanova MK, Larionova IV, Matveev VE, Evseev DA, Ignatova AK, Menyailo ME, Venyov DA, Vorobev RS, Semchenkova AA, Olshanskaya YV, Denisov EV, Maschan MA. Potential value of high-throughput single-cell DNA sequencing of Juvenile myelomonocytic leukemia: report of two cases. NPJ Syst Biol Appl 2023; 9:41. [PMID: 37684264 PMCID: PMC10491583 DOI: 10.1038/s41540-023-00303-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 08/14/2023] [Indexed: 09/10/2023] Open
Abstract
Juvenile myelomonocytic leukemia (JMML) is a rare myeloproliferative disease of early childhood that develops due to mutations in the genes of the RAS-signaling pathway. Next-generation high throughput sequencing (NGS) enables identification of various secondary molecular genetic events that can facilitate JMML progression and transformation into secondary acute myeloid leukemia (sAML). The methods of single-cell DNA sequencing (scDNA-seq) enable overcoming limitations of bulk NGS and exploring genetic heterogeneity at the level of individual cells, which can help in a better understanding of the mechanisms leading to JMML progression and provide an opportunity to evaluate the response of leukemia to therapy. In the present work, we applied a two-step droplet microfluidics approach to detect DNA alterations among thousands of single cells and to analyze clonal dynamics in two JMML patients with sAML transformation before and after hematopoietic stem cell transplantation (HSCT). At the time of diagnosis both of our patients harbored only "canonical" mutations in the RAS signaling pathway genes detected by targeted DNA sequencing. Analysis of samples from the time of transformation JMML to sAML revealed additional genetic events that are potential drivers for disease progression in both patients. ScDNA-seq was able to measure of chimerism level and detect a residual tumor clone in the second patient after HSCT (sensitivity of less than 0.1% tumor cells). The data obtained demonstrate the value of scDNA-seq to assess the clonal evolution of JMML to sAML, response to therapy and engraftment monitoring.
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Affiliation(s)
- E V Volchkov
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia.
- Laboratory of Single Cell Biology, Research Institute of Molecular and Cellular Medicine, RUDN University, Moscow, 117198, Russia.
| | - A A Khozyainova
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Tomsk, 634009, Russia
| | - M Kh Gurzhikhanova
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia
| | - I V Larionova
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Tomsk, 634009, Russia
| | - V E Matveev
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia
| | - D A Evseev
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia
| | - A K Ignatova
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia
| | - M E Menyailo
- Laboratory of Single Cell Biology, Research Institute of Molecular and Cellular Medicine, RUDN University, Moscow, 117198, Russia
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Tomsk, 634009, Russia
| | - D A Venyov
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia
| | - R S Vorobev
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Tomsk, 634009, Russia
| | - A A Semchenkova
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia
| | - Yu V Olshanskaya
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia
| | - E V Denisov
- Laboratory of Single Cell Biology, Research Institute of Molecular and Cellular Medicine, RUDN University, Moscow, 117198, Russia
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Tomsk, 634009, Russia
| | - M A Maschan
- Dmitry Rogachev National Medical Research Center of Pediatric Hematology, Oncology and Immunology (D. Rogachev NMRCPHOI) of Ministry of Healthсare of the Russian Federation, 1, Samory Mashela St., Moscow, 117997, Russia.
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11
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Schulz E, Aplan PD, Freeman SD, Pavletic SZ. Moving toward a conceptualization of measurable residual disease in myelodysplastic syndromes. Blood Adv 2023; 7:4381-4394. [PMID: 37267435 PMCID: PMC10432617 DOI: 10.1182/bloodadvances.2023010098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 05/03/2023] [Accepted: 05/22/2023] [Indexed: 06/04/2023] Open
Abstract
Approximately 90% of patients with myelodysplastic syndromes (MDSs) have somatic mutations that are known or suspected to be oncogenic in the malignant cells. The genetic risk stratification of MDSs has evolved substantially with the introduction of the clinical molecular international prognostic scoring system, which establishes next-generation sequencing at diagnosis as a standard of care. Furthermore, the International Consensus Classification of myeloid neoplasms and acute leukemias has refined the MDS diagnostic criteria with the introduction of a new MDS/acute myeloid leukemia category. Monitoring measurable residual disease (MRD) has historically been used to define remission status, improve relapse prediction, and determine the efficacy of antileukemic drugs in patients with acute and chronic leukemias. However, in contrast to leukemias, assessment of MRD, including tracking of patient-specific mutations, has not yet been formally defined as a biomarker for MDS. This article summarizes current evidence and challenges and provides a conceptual framework for incorporating MRD into the treatment of MDS and future clinical trials.
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Affiliation(s)
- Eduard Schulz
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
- Myeloid Malignancies Program, National Institutes of Health, Bethesda, MD
| | - Peter D. Aplan
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
- Myeloid Malignancies Program, National Institutes of Health, Bethesda, MD
| | - Sylvie D. Freeman
- Department of Clinical Immunology, Institute of Immunology and Immunotherapy, College of Medical and Dental Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Steven Z. Pavletic
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
- Myeloid Malignancies Program, National Institutes of Health, Bethesda, MD
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12
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García-Sanz R, García-Álvarez M, Medina A, Askari E, González-Calle V, Casanova M, de la Torre-Loizaga I, Escalante-Barrigón F, Bastos-Boente M, Bárez A, Vidaña-Bedera N, Alonso JM, Sarasquete ME, González M, Chillón MC, Alcoceba M, Jiménez C. Clonal architecture and evolutionary history of Waldenström's macroglobulinemia at the single-cell level. Dis Model Mech 2023; 16:dmm050227. [PMID: 37493341 PMCID: PMC10461465 DOI: 10.1242/dmm.050227] [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: 04/04/2023] [Accepted: 07/19/2023] [Indexed: 07/27/2023] Open
Abstract
To provide insight into the subclonal architecture and co-dependency patterns of the alterations in Waldenström's macroglobulinemia (WM), we performed single-cell mutational and protein profiling of eight patients. A custom panel was designed to screen for mutations and copy number alterations at the single-cell level in samples taken from patients at diagnosis (n=5) or at disease progression (n=3). Results showed that in asymptomatic WM at diagnosis, MYD88L265P was the predominant clonal alteration; other events, if present, were secondary and subclonal to MYD88L265P. In symptomatic WM, clonal diversity was more evident, uncovering combinations of alterations that synergized to promote clonal expansion and dominance. At disease progression, a dominant clone was observed, sometimes accompanied by other less complex minor clones, which could be consistent with a clonal selection process. Clonal diversity was also reduced, probably due to the effect of treatment. Finally, we combined protein expression with mutational analysis to map somatic genotype with the immunophenotype. Our findings provide a comprehensive view of the clonality of tumor populations in WM and how clonal complexity can evolve and impact disease progression.
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Affiliation(s)
- Ramón García-Sanz
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - María García-Álvarez
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - Alejandro Medina
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - Elham Askari
- Hematology Department, Fundación Jiménez Díaz, Centro de Investigación Biomédica en Red-Cáncer, Madrid 28040, Spain
| | - Verónica González-Calle
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - María Casanova
- Hematology Department, Hospital Costa del Sol, Marbella 29603, Spain
| | - Igor de la Torre-Loizaga
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | | | - Miguel Bastos-Boente
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - Abelardo Bárez
- Hematology Department, Complejo Asistencial de Ávila, Ávila 05071, Spain
| | - Nerea Vidaña-Bedera
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - José María Alonso
- Hematology Department, Complejo Asistencial Universitario de Palencia, Palencia 34005, Spain
| | - María Eugenia Sarasquete
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - Marcos González
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - María Carmen Chillón
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - Miguel Alcoceba
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
| | - Cristina Jiménez
- Hematology Department, University Hospital of Salamanca (HUS/IBSAL), CIBERONC and Cancer Research Institute of Salamanca-IBMCC (USAL-CSIC), Salamanca 37007, Spain
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13
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Peretz CAC, Kennedy VE, Walia A, Delley CL, Koh A, Tran E, Clark IC, Hayford CE, D'Amato C, Xue Y, Fontanez KM, Roy R, Logan AC, Perl AE, Abate A, Olshen A, Smith CC. Multiomic Single Cell Sequencing Identifies Stemlike Nature of Mixed Phenotype Acute Leukemia and Provides Novel Risk Stratification. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.15.540305. [PMID: 37292835 PMCID: PMC10245585 DOI: 10.1101/2023.05.15.540305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Mixed phenotype acute leukemia (MPAL) is a leukemia whose biologic drivers are poorly understood, therapeutic strategy remains unclear, and prognosis is poor. We performed multiomic single cell (SC) profiling of 14 newly diagnosed adult MPAL patients to characterize the immunophenotypic, genetic, and transcriptional landscapes of MPAL. We show that neither genetic profile nor transcriptome reliably correlate with specific MPAL immunophenotypes. However, progressive acquisition of mutations is associated with increased expression of immunophenotypic markers of immaturity. Using SC transcriptional profiling, we find that MPAL blasts express a stem cell-like transcriptional profile distinct from other acute leukemias and indicative of high differentiation potential. Further, patients with the highest differentiation potential demonstrated inferior survival in our dataset. A gene set score, MPAL95, derived from genes highly enriched in this cohort, is applicable to bulk RNA sequencing data and was predictive of survival in an independent patient cohort, suggesting utility for clinical risk stratification.
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Affiliation(s)
- Cheryl A C Peretz
- Divison of Hematology and Oncology, Department of Pediatrics, USA
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA
| | - Vanessa E Kennedy
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Anushka Walia
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Cyrille L Delley
- Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Andrew Koh
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Elaine Tran
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Iain C Clark
- Bioengineering, University of California Berkeley, Berkeley, CA, USA
| | | | | | - Yi Xue
- Fluent Biosciences Inc., Watertown, MA
| | | | - Ritu Roy
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA
| | - Aaron C Logan
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Alexander E Perl
- Department of Medicine, Division of Hematology-Oncology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Adam Abate
- Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Adam Olshen
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
| | - Catherine C Smith
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
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14
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Ogbue O, Unlu S, Ibodeng GO, Singh A, Durmaz A, Visconte V, Molina JC. Single-Cell Next-Generation Sequencing to Monitor Hematopoietic Stem-Cell Transplantation: Current Applications and Future Perspectives. Cancers (Basel) 2023; 15:cancers15092477. [PMID: 37173944 PMCID: PMC10177286 DOI: 10.3390/cancers15092477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 04/22/2023] [Accepted: 04/24/2023] [Indexed: 05/15/2023] Open
Abstract
Acute myeloid leukemia (AML) and myelodysplastic syndrome (MDS) are genetically complex and diverse diseases. Such complexity makes challenging the monitoring of response to treatment. Measurable residual disease (MRD) assessment is a powerful tool for monitoring response and guiding therapeutic interventions. This is accomplished through targeted next-generation sequencing (NGS), as well as polymerase chain reaction and multiparameter flow cytometry, to detect genomic aberrations at a previously challenging leukemic cell concentration. A major shortcoming of NGS techniques is the inability to discriminate nonleukemic clonal hematopoiesis. In addition, risk assessment and prognostication become more complicated after hematopoietic stem-cell transplantation (HSCT) due to genotypic drift. To address this, newer sequencing techniques have been developed, leading to more prospective and randomized clinical trials aiming to demonstrate the prognostic utility of single-cell next-generation sequencing in predicting patient outcomes following HSCT. This review discusses the use of single-cell DNA genomics in MRD assessment for AML/MDS, with an emphasis on the HSCT time period, including the challenges with current technologies. We also touch on the potential benefits of single-cell RNA sequencing and analysis of accessible chromatin, which generate high-dimensional data at the cellular resolution for investigational purposes, but not currently used in the clinical setting.
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Affiliation(s)
- Olisaemeka Ogbue
- Internal Medicine, Cleveland Clinic Fairview Hospital, Cleveland, OH 44111, USA
| | - Serhan Unlu
- Internal Medicine, Cleveland Clinic Fairview Hospital, Cleveland, OH 44111, USA
| | - Gogo-Ogute Ibodeng
- Internal Medicine, Infirmary Health's Thomas Hospital, Fairhope, AL 36607, USA
| | - Abhay Singh
- Department of Hematology Medical Oncology, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH 44106, USA
| | - Arda Durmaz
- Department of Translational Hematology and Oncology Research, Cleveland Clinic Taussig Cancer Center, Cleveland, OH 44106, USA
| | - Valeria Visconte
- Department of Translational Hematology and Oncology Research, Cleveland Clinic Taussig Cancer Center, Cleveland, OH 44106, USA
| | - John C Molina
- Department of Hematology Medical Oncology, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH 44106, USA
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15
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Maslah N, Benajiba L, Giraudier S, Kiladjian JJ, Cassinat B. Clonal architecture evolution in Myeloproliferative Neoplasms: from a driver mutation to a complex heterogeneous mutational and phenotypic landscape. Leukemia 2023; 37:957-963. [PMID: 37002477 PMCID: PMC10169637 DOI: 10.1038/s41375-023-01886-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 03/16/2023] [Accepted: 03/21/2023] [Indexed: 04/07/2023]
Abstract
AbstractMyeloproliferative neoplasms are characterized by the acquisition at the hematopoietic stem cell level of driver mutations targeting the JAK/STAT pathway. In addition, they also often exhibit additional mutations targeting various pathways such as intracellular signalling, epigenetics, mRNA splicing or transcription. The natural history of myeloproliferative neoplasms is usually marked by a chronic phase of variable duration depending on the disease subtype, which can be followed by an accelerated phase or transformation towards more aggressive diseases such as myelofibrosis or acute leukemia. Besides, recent studies revealed important new information about the rates and mechanisms of sequential acquisition and selection of mutations in hematopoietic cells of myeloproliferative neoplasms. Better understanding of these events has been made possible in large part with the help of novel techniques that are now available to precisely decipher at the single cell level both the clonal architecture and the mutation-induced cell modifications. In this review, we will summarize the most recent knowledge about the mechanisms leading to clonal selection, how clonal architecture complexity can explain disease heterogeneity, and the impact of clonal evolution on clinical evolution.
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16
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Zavras PD, Sinanidis I, Tsakiroglou P, Karantanos T. Understanding the Continuum between High-Risk Myelodysplastic Syndrome and Acute Myeloid Leukemia. Int J Mol Sci 2023; 24:ijms24055018. [PMID: 36902450 PMCID: PMC10002503 DOI: 10.3390/ijms24055018] [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: 01/31/2023] [Revised: 03/01/2023] [Accepted: 03/03/2023] [Indexed: 03/08/2023] Open
Abstract
Myelodysplastic syndrome (MDS) is a clonal hematopoietic neoplasm characterized by bone marrow dysplasia, failure of hematopoiesis and variable risk of progression to acute myeloid leukemia (AML). Recent large-scale studies have demonstrated that distinct molecular abnormalities detected at earlier stages of MDS alter disease biology and predict progression to AML. Consistently, various studies analyzing these diseases at the single-cell level have identified specific patterns of progression strongly associated with genomic alterations. These pre-clinical results have solidified the conclusion that high-risk MDS and AML arising from MDS or AML with MDS-related changes (AML-MRC) represent a continuum of the same disease. AML-MRC is distinguished from de novo AML by the presence of certain chromosomal abnormalities, such as deletion of 5q, 7/7q, 20q and complex karyotype and somatic mutations, which are also present in MDS and carry crucial prognostic implications. Recent changes in the classification and prognostication of MDS and AML by the International Consensus Classification (ICC) and the World Health Organization (WHO) reflect these advances. Finally, a better understanding of the biology of high-risk MDS and the mechanisms of disease progression have led to the introduction of novel therapeutic approaches, such as the addition of venetoclax to hypomethylating agents and, more recently, triplet therapies and agents targeting specific mutations, including FLT3 and IDH1/2. In this review, we analyze the pre-clinical data supporting that high-risk MDS and AML-MRC share the same genetic abnormalities and represent a continuum, describe the recent changes in the classification of these neoplasms and summarize the advances in the management of patients with these neoplasms.
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Rodriguez-Sevilla JJ, Adema V, Garcia-Manero G, Colla S. Emerging treatments for myelodysplastic syndromes: Biological rationales and clinical translation. Cell Rep Med 2023; 4:100940. [PMID: 36787738 PMCID: PMC9975331 DOI: 10.1016/j.xcrm.2023.100940] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 01/10/2023] [Accepted: 01/20/2023] [Indexed: 02/16/2023]
Abstract
Myelodysplastic syndromes (MDSs) are a heterogeneous group of clonal hematopoietic stem cell disorders characterized by myeloid dysplasia, peripheral blood cytopenias, and increased risk of progression to acute myeloid leukemia (AML). The standard of care for patients with MDS is hypomethylating agent (HMA)-based therapy; however, nearly 50% of patients have no response to the treatment. Patients with MDS in whom HMA therapy has failed have a dismal prognosis and no approved second-line therapy options, so enrollment in clinical trials of experimental agents represents these patients' only chance for improved outcomes. A better understanding of the molecular and biological mechanisms underpinning MDS pathogenesis has enabled the development of new agents that target molecular alterations, cell death regulators, signaling pathways, and immune regulatory proteins in MDS. Here, we review novel therapies for patients with MDS in whom HMA therapy has failed, with an emphasis on the biological rationale for these therapies' development.
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Affiliation(s)
| | - Vera Adema
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Guillermo Garcia-Manero
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Simona Colla
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
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How I Manage Transplant Ineligible Patients with Myelodysplastic Neoplasms. Clin Hematol Int 2022; 5:8-20. [PMID: 36574201 PMCID: PMC10063738 DOI: 10.1007/s44228-022-00024-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 11/14/2022] [Indexed: 12/28/2022] Open
Abstract
AbstractMyelodysplastic neoplasms, formerly known as myelodysplastic syndromes (MDS), represent a group of clonal disorders characterized by a high degree of clinical and molecular heterogeneity, and an invariable tendency to progress to acute myeloid leukemia. MDS typically present in the elderly with cytopenias of different degrees and bone marrow dysplasia, the hallmarks of the disease. Allogeneic hematopoietic stem cell transplant is the sole curative approach to date. Nonetheless, given the disease’s demographics, only a minority of patients can benefit from this procedure. Currently used prognostic schemes such as the Revised International Prognostic Scoring System (R-IPSS), and most recently the molecular IPSS (IPSS-M), guide clinical management by dividing MDS into two big categories: lower- and higher-risk cases, based on a cut-off score of 3.5. The main clinical problem of the lower-risk group is represented by the management of cytopenias, whereas the prevention of secondary leukemia progression is the goal for the latter. Herein, we discuss the non-transplant treatment of MDS, focusing on current practice and available therapeutic options, while also presenting new investigational agents potentially entering the MDS therapeutic arsenal in the near future.
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Novel Molecular Insights into Leukemic Evolution of Myeloproliferative Neoplasms: A Single Cell Perspective. Int J Mol Sci 2022; 23:ijms232315256. [PMID: 36499582 PMCID: PMC9740017 DOI: 10.3390/ijms232315256] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 11/25/2022] [Accepted: 11/30/2022] [Indexed: 12/12/2022] Open
Abstract
Myeloproliferative neoplasms (MPNs) are clonal disorders originated by the serial acquisition of somatic mutations in hematopoietic stem/progenitor cells. The major clinical entities are represented by polycythemia vera (PV), essential thrombocythemia (ET), and primary myelofibrosis (PMF), that are caused by driver mutations affecting JAK2, MPL or CALR. Disease progression is related to molecular and clonal evolution. PV and ET can progress to secondary myelofibrosis (sMF) but can also evolve to secondary acute myeloid leukemia (sAML). PMF is associated with the highest frequency of leukemic transformation, which represents the main cause of death. sAML is associated with a dismal prognosis and clinical features that differ from those of de novo AML. The molecular landscape distinguishes sAML from de novo AML, since the most frequent hits involve TP53, epigenetic regulators, spliceosome modulators or signal transduction genes. Single cell genomic studies provide novel and accurate information about clonal architecture and mutation acquisition order, allowing the reconstruction of clonal dynamics and molecular events that accompany leukemic transformation. In this review, we examine our current understanding of the genomic heterogeneity in MPNs and how it affects disease progression and leukemic transformation. We focus on molecular events elicited by somatic mutations acquisition and discuss the emerging findings coming from single cell studies.
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Romine KA, van Galen P. Rise of the Clones: Myelodysplastic Syndrome to Secondary Acute Myeloid Leukemia. Blood Cancer Discov 2022; 3:270-272. [PMID: 35709709 PMCID: PMC9338726 DOI: 10.1158/2643-3230.bcd-22-0046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
Myelodysplastic syndrome (MDS) describes a family of blood disorders driven by the clonal expansion of mutated blood cells that can evolve into secondary acute myeloid leukemia (sAML). Two new studies use single-cell and deep sequencing to elucidate the progression of MDS to AML, revealing discrete clonal architectures and the driving role of signaling mutations.
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Affiliation(s)
- Kyle A. Romine
- Department of Cell, Developmental and Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | - Peter van Galen
- Division of Hematology, Brigham and Women's Hospital, Boston, Massachusetts.,Corresponding Author: Peter van Galen, Harvard Medical School, 4 Blackfan Circle, Boston MA 02115. Phone: 857-399-5149; E-mail:
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Menssen AJ, Khanna A, Miller CA, Nonavinkere Srivatsan S, Chang GS, Shao J, Robinson J, O'Laughlin M, Fronick CC, Fulton RS, Brendel K, Heath SE, Saba R, Welch JS, Spencer DH, Payton JE, Westervelt P, DiPersio JF, Link DC, Schuelke MJ, Jacoby MA, Duncavage EJ, Ley TJ, Walter MJ. Convergent Clonal Evolution of Signaling Gene Mutations Is a Hallmark of Myelodysplastic Syndrome Progression. Blood Cancer Discov 2022; 3:330-345. [PMID: 35709710 PMCID: PMC9338759 DOI: 10.1158/2643-3230.bcd-21-0155] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 02/21/2022] [Accepted: 05/06/2022] [Indexed: 12/17/2022] Open
Abstract
Progression from myelodysplastic syndromes (MDS) to secondary acute myeloid leukemia (AML) is associated with the acquisition and expansion of subclones. Our understanding of subclone evolution during progression, including the frequency and preferred order of gene mutation acquisition, remains incomplete. Sequencing of 43 paired MDS and secondary AML samples identified at least one signaling gene mutation in 44% of MDS and 60% of secondary AML samples, often below the level of standard sequencing detection. In addition, 19% of MDS and 47% of secondary AML patients harbored more than one signaling gene mutation, almost always in separate, coexisting subclones. Signaling gene mutations demonstrated diverse patterns of clonal evolution during disease progression, including acquisition, expansion, persistence, and loss of mutations, with multiple patterns often coexisting in the same patient. Multivariate analysis revealed that MDS patients who had a signaling gene mutation had a higher risk of AML progression, potentially providing a biomarker for progression. SIGNIFICANCE Subclone expansion is a hallmark of progression from MDS to secondary AML. Subclonal signaling gene mutations are common at MDS (often at low levels), show complex and convergent patterns of clonal evolution, and are associated with future progression to secondary AML. See related article by Guess et al., p. 316 (33). See related commentary by Romine and van Galen, p. 270. This article is highlighted in the In This Issue feature, p. 265.
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Affiliation(s)
- Andrew J. Menssen
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Ajay Khanna
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Christopher A. Miller
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Sridhar Nonavinkere Srivatsan
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Gue Su Chang
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri
| | - Jin Shao
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Joshua Robinson
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Michele O'Laughlin
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri
| | - Catrina C. Fronick
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri
| | - Robert S. Fulton
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri
| | - Kimberly Brendel
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Sharon E. Heath
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - Raya Saba
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
| | - John S. Welch
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
| | - David H. Spencer
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
| | - Jacqueline E. Payton
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, Missouri
| | - Peter Westervelt
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
| | - John F. DiPersio
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
| | - Daniel C. Link
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
| | - Matthew J. Schuelke
- Division of Biostatistics, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Meagan A. Jacoby
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
| | - Eric J. Duncavage
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, Missouri
| | - Timothy J. Ley
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
| | - Matthew J. Walter
- Division of Oncology, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri
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