1
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Liu H, Zhang Z, Huang N, Xu F, Zhao S, Chang C. Enhanced FOXO1 expression as a predictor of decitabine response and prolonged survival in high-risk myelodysplastic syndrome. Hematology 2025; 30:2506862. [PMID: 40420801 DOI: 10.1080/16078454.2025.2506862] [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: 11/22/2024] [Accepted: 05/12/2025] [Indexed: 05/28/2025] Open
Abstract
PURPOSE The aim of this study was to assess the predictive role of FOXO1 expression changes in determining the response to hypomethylation therapy in patients with high-risk myelodysplastic syndrome (MDS). METHODS FOXO1 mRNA levels were measured using real-time PCR in 62 newly diagnosed MDS patients undergoing decitabine treatment. The study analyzed the relationship between FOXO1 expression and clinical indicators, treatment outcomes, and prognosis. RESULTS Responders exhibited significantly elevated FOXO1 levels, which were associated with improved peripheral blood counts, decreased bone marrow blasts, and enhanced T-cell immunity and polarization. Increased FOXO1 expression after four cycles of decitabine was associated with a more favorable treatment response. Univariate and multivariate Cox analyses revealed that elevated FOXO1 expression was linked to prolonged overall survival and leukemia-free survival. CONCLUSIONS Elevated FOXO1 expression in high-risk MDS patients undergoing decitabine treatment enhances patient prognosis and survival.
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Affiliation(s)
- Hong Liu
- Department of Hematology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Zheng Zhang
- Department of Hematology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Nanfang Huang
- Department of Hematology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Feng Xu
- Department of Hematology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Sida Zhao
- Department of Hematology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Chunkang Chang
- Department of Hematology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
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2
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Tasis A, Spyropoulos T, Mitroulis I. The Emerging Role of CD8 + T Cells in Shaping Treatment Outcomes of Patients with MDS and AML. Cancers (Basel) 2025; 17:749. [PMID: 40075597 PMCID: PMC11898900 DOI: 10.3390/cancers17050749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2025] [Revised: 02/13/2025] [Accepted: 02/19/2025] [Indexed: 03/14/2025] Open
Abstract
CD8+ T cells are critical players in anti-tumor immunity against solid tumors, targeted by immunotherapies. Emerging evidence suggests that CD8+ T cells also play a crucial role in anti-tumor responses and determining treatment outcomes in hematologic malignancies like myelodysplastic neoplasms (MDS) and acute myeloid leukemia (AML). In this review, we focus on the implication of CD8+ T cells in the treatment response of patients with MDS and AML. First, we review reported studies of aberrant functionality and clonality of CD8+ T cells in MDS and AML, often driven by the immunosuppressive bone marrow microenvironment, which can hinder effective antitumor immunity. Additionally, we discuss the potential use of CD8+ T cell subpopulations, including memory and senescent-like subsets, as predictive biomarkers for treatment response to a variety of treatment regimens, such as hypomethylating agents, which is the standard of care for patients with higher-risk MDS, and chemotherapy which is the main treatment of patients with AML. Understanding the multifaceted role of CD8+ T cells and their interaction with malignant cells in MDS and AML will provide useful insights into their potential as prognostic/predictive biomarkers, but also uncover alternative approaches to novel treatment strategies that could reshape the therapeutic landscape, thus improving treatment efficacy, aiding in overcoming treatment resistance and improving patient survival in these challenging myeloid neoplasms.
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Affiliation(s)
- Athanasios Tasis
- Translational Research and Laboratory Medicine Unit, First Department of Internal Medicine, University Hospital of Alexandroupolis, Democritus University of Thrace, 68100 Alexandroupolis, Greece;
- Department of Hematology, University Hospital of Alexandroupolis, Democritus University of Thrace, 68100 Alexandroupolis, Greece;
| | - Theodoros Spyropoulos
- Department of Hematology, University Hospital of Alexandroupolis, Democritus University of Thrace, 68100 Alexandroupolis, Greece;
| | - Ioannis Mitroulis
- Translational Research and Laboratory Medicine Unit, First Department of Internal Medicine, University Hospital of Alexandroupolis, Democritus University of Thrace, 68100 Alexandroupolis, Greece;
- Department of Hematology, University Hospital of Alexandroupolis, Democritus University of Thrace, 68100 Alexandroupolis, Greece;
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3
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Jiang Y, Xu Y, Wu H, He M, Jiang H, Xu X. Refractory immune thrombocytopenia treated with low-dose decitabine combined with recombinant human thrombopoietin or eltrombopag: Two case reports. Medicine (Baltimore) 2025; 104:e41449. [PMID: 39928830 PMCID: PMC11813053 DOI: 10.1097/md.0000000000041449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 01/16/2025] [Accepted: 01/17/2025] [Indexed: 02/12/2025] Open
Abstract
RATIONALE Immune thrombocytopenia (ITP) is an autoimmune-mediated disorder caused by antibody-mediated platelet destruction and impaired platelet production by megakaryocytes. Treating refractory ITP remains a significant challenge. PATIENT CONCERNS AND DIAGNOSES We report 2 patients with refractory ITP. INTERVENTIONS AND OUTCOMES Two patients received low-dose decitabine combined with recombinant human thrombopoietin or eltrombopag. Platelet counts in both patients increased to within the normal range. LESSONS Low-dose decitabine combined with recombinant human thrombopoietin or eltrombopag may exert a synergistic effect in the treatment of refractory ITP.
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Affiliation(s)
- Yuxia Jiang
- Department of Hematology, Tongde Hospital of Zhejiang Province, Hangzhou, P.R. China
| | - Yani Xu
- Department of Rehabilitation, Zhejiang Aged Care Hospital, Hangzhou, Zhejiang, P.R. China
| | - Haiying Wu
- Department of Hematology, Tongde Hospital of Zhejiang Province, Hangzhou, P.R. China
| | - Minxia He
- Department of Hematology, Tongde Hospital of Zhejiang Province, Hangzhou, P.R. China
| | - Huifang Jiang
- Department of Hematology, Tongde Hospital of Zhejiang Province, Hangzhou, P.R. China
| | - Xiaofeng Xu
- Department of Hematology, Hangzhou Red Cross Hospital, Hangzhou, Zhejiang, P.R. China
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4
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Kannan S, Vedia RA, Molldrem JJ. The immunobiology of myelodysplastic neoplasms: a mini-review. Front Immunol 2024; 15:1419807. [PMID: 39355256 PMCID: PMC11443505 DOI: 10.3389/fimmu.2024.1419807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 08/27/2024] [Indexed: 10/03/2024] Open
Abstract
This mini review summarizes the immunobiology of myelodysplastic syndromes, specifically focusing on the interactions between immune cells, cytokines, and dysplastic cells within the tumor microenvironment in the bone marrow. We elucidate in detail how immune dysregulation and evasion influence the initiation and progression of myelodysplastic syndromes, as well as resistance to therapy and progression to AML. In addition, we highlight a range of therapeutic strategies, including the most recent breakthroughs and experimental therapies for treating MDS. Finally, we address the existing knowledge gaps in the understanding of the immunobiology of MDS and propose future research directions, promising advancements toward enhancing clinical outcomes and survival for patients with MDS.
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Affiliation(s)
- Shruthi Kannan
- Department of Hematopoietic Biology and Malignancy, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Rolando A Vedia
- Department of Hematopoietic Biology and Malignancy, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Jeffrey J Molldrem
- Department of Hematopoietic Biology and Malignancy, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
- Evolution of Cancer, Leukemia, and Immunity Post Stem cEll transplant (ECLIPSE), Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
- Department of Stem Cell Transplantation and Cellular Therapy, Division of Cancer Medicine, UT MD Anderson Cancer Center, Houston, TX, United States
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5
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Yu S, Jiang J. Immune infiltration-related genes regulate the progression of AML by invading the bone marrow microenvironment. Front Immunol 2024; 15:1409945. [PMID: 39072320 PMCID: PMC11272452 DOI: 10.3389/fimmu.2024.1409945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Accepted: 07/01/2024] [Indexed: 07/30/2024] Open
Abstract
In this study, we try to find the pathogenic role of immune-related genes in the bone marrow microenvironment of AML. Through WGCNA, seven modules were obtained, among which the turquoise module containing 1793 genes was highly correlated with the immune infiltration score. By unsupervised clustering, the turquoise module was divided into two clusters: the intersection of clinically significant genes in the TCGA and DEGs to obtain 178 genes for mutation analysis, followed by obtaining 17 genes with high mutation frequency. Subsequently, these 17 genes were subjected to LASSO regression analysis to construct a riskscore model of 8 hub genes. The TIMER database, ImmuCellAI portal website, and ssGSEA elucidate that the hub genes and risk scores are closely related to immune cell infiltration into the bone marrow microenvironment. In addition, we also validated the relative expression levels of hub genes using the TCGA database and GSE114868, and additional expression levels of hub genes in AML cell lines in vitro. Therefore, we constructed an immune infiltration-related gene model that identify 8 hub genes with good risk stratification and predictive prognosis for AML.
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Affiliation(s)
- Shuangmei Yu
- Department of Radio-immunity, Heilongjiang Provincial Hospital, Harbin, China
| | - Jiquan Jiang
- Department of Laboratory Diagnosis, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
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6
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Guo HZ, Feng RX, Zhang YJ, Yu YH, Lu W, Liu JJ, Yang SX, Zhao C, Zhang ZL, Yu SH, Jin H, Qian SX, Li JY, Zhu J, Shi J. A CD36-dependent non-canonical lipid metabolism program promotes immune escape and resistance to hypomethylating agent therapy in AML. Cell Rep Med 2024; 5:101592. [PMID: 38843841 PMCID: PMC11228649 DOI: 10.1016/j.xcrm.2024.101592] [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: 08/24/2023] [Revised: 01/05/2024] [Accepted: 05/13/2024] [Indexed: 06/21/2024]
Abstract
Environmental lipids are essential for fueling tumor energetics, but whether these exogenous lipids transported into cancer cells facilitate immune escape remains unclear. Here, we find that CD36, a transporter for exogenous lipids, promotes acute myeloid leukemia (AML) immune evasion. We show that, separately from its established role in lipid oxidation, CD36 on AML cells senses oxidized low-density lipoprotein (OxLDL) to prime the TLR4-LYN-MYD88-nuclear factor κB (NF-κB) pathway, and exogenous palmitate transfer via CD36 further potentiates this innate immune pathway by supporting ZDHHC6-mediated MYD88 palmitoylation. Subsequently, NF-κB drives the expression of immunosuppressive genes that inhibit anti-tumor T cell responses. Notably, high-fat-diet or hypomethylating agent decitabine treatment boosts the immunosuppressive potential of AML cells by hijacking CD36-dependent innate immune signaling, leading to a dampened therapeutic effect. This work is of translational interest because lipid restriction by US Food and Drug Administration (FDA)-approved lipid-lowering statin drugs improves the efficacy of decitabine therapy by weakening leukemic CD36-mediated immunosuppression.
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MESH Headings
- CD36 Antigens/metabolism
- CD36 Antigens/genetics
- Humans
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/immunology
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/pathology
- Lipid Metabolism/drug effects
- Decitabine/pharmacology
- Decitabine/therapeutic use
- Lipoproteins, LDL/metabolism
- Animals
- NF-kappa B/metabolism
- Cell Line, Tumor
- Myeloid Differentiation Factor 88/metabolism
- Myeloid Differentiation Factor 88/genetics
- Mice
- Signal Transduction/drug effects
- Tumor Escape/drug effects
- Drug Resistance, Neoplasm/drug effects
- Toll-Like Receptor 4/metabolism
- Acyltransferases/genetics
- Immunity, Innate/drug effects
- Mice, Inbred C57BL
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Affiliation(s)
- He-Zhou Guo
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China; Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Collaborative Innovation Center of Hematology, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine and School of Life Sciences and Biotechnology, Shanghai Jiao-Tong University, Shanghai, China
| | - Rui-Xue Feng
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Collaborative Innovation Center of Hematology, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine and School of Life Sciences and Biotechnology, Shanghai Jiao-Tong University, Shanghai, China
| | - Yan-Jie Zhang
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
| | - Ye-Hua Yu
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
| | - Wei Lu
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
| | - Jia-Jia Liu
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
| | - Shao-Xin Yang
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
| | - Chong Zhao
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
| | - Zhao-Li Zhang
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China
| | - Shan-He Yu
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Collaborative Innovation Center of Hematology, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine and School of Life Sciences and Biotechnology, Shanghai Jiao-Tong University, Shanghai, China
| | - Hui Jin
- Department of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, China
| | - Si-Xuan Qian
- Department of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, China
| | - Jian-Yong Li
- Department of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, China.
| | - Jiang Zhu
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Collaborative Innovation Center of Hematology, Ruijin Hospital, Shanghai Jiao-Tong University School of Medicine and School of Life Sciences and Biotechnology, Shanghai Jiao-Tong University, Shanghai, China.
| | - Jun Shi
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao-Tong University School of Medicine, Shanghai, China.
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7
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Jia B, Zhao C, Minagawa K, Shike H, Claxton DF, Ehmann WC, Rybka WB, Mineishi S, Wang M, Schell TD, Prabhu KS, Paulson RF, Zhang Y, Shultz LD, Zheng H. Acute Myeloid Leukemia Causes T Cell Exhaustion and Depletion in a Humanized Graft-versus-Leukemia Model. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2023; 211:1426-1437. [PMID: 37712758 DOI: 10.4049/jimmunol.2300111] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 08/21/2023] [Indexed: 09/16/2023]
Abstract
Allogeneic hematopoietic stem cell transplantation (alloSCT) is, in many clinical settings, the only curative treatment for acute myeloid leukemia (AML). The clinical benefit of alloSCT greatly relies on the graft-versus-leukemia (GVL) effect. However, AML relapse remains the top cause of posttransplant death; this highlights the urgent need to enhance GVL. Studies of human GVL have been hindered by the lack of optimal clinically relevant models. In this article, we report, the successful establishment of a novel (to our knowledge) humanized GVL model system by transplanting clinically paired donor PBMCs and patient AML into MHC class I/II knockout NSG mice. We observed significantly reduced leukemia growth in humanized mice compared with mice that received AML alone, demonstrating a functional GVL effect. Using this model system, we studied human GVL responses against human AML cells in vivo and discovered that AML induced T cell depletion, likely because of increased T cell apoptosis. In addition, AML caused T cell exhaustion manifested by upregulation of inhibitory receptors, increased expression of exhaustion-related transcription factors, and decreased T cell function. Importantly, combined blockade of human T cell-inhibitory pathways effectively reduced leukemia burden and reinvigorated CD8 T cell function in this model system. These data, generated in a highly clinically relevant humanized GVL model, not only demonstrate AML-induced inhibition of alloreactive T cells but also identify promising therapeutic strategies targeting T cell depletion and exhaustion for overcoming GVL failure and treating AML relapse after alloSCT.
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Affiliation(s)
- Bei Jia
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Chenchen Zhao
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Kentaro Minagawa
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Hiroko Shike
- Department of Pathology, Penn State University College of Medicine, Hershey, PA
| | - David F Claxton
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - W Christopher Ehmann
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Witold B Rybka
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Shin Mineishi
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Ming Wang
- Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, OH
| | - Todd D Schell
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
- Department of Microbiology and Immunology, Penn State University College of Medicine, Hershey, PA
| | - K Sandeep Prabhu
- Department of Veterinary and Biomedical Sciences, Penn State University, University Park, PA
| | - Robert F Paulson
- Department of Veterinary and Biomedical Sciences, Penn State University, University Park, PA
| | - Yi Zhang
- Center for Discovery and Innovation, Hackensack Meridian Health, Edison, NJ
| | - Leonard D Shultz
- Department of Immunology, The Jackson Laboratory, Bar Harbor, ME
| | - Hong Zheng
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
- Department of Microbiology and Immunology, Penn State University College of Medicine, Hershey, PA
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8
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Schmutz M, Zucknick M, Schlenk RF, Mertens D, Benner A, Weichenhan D, Mücke O, Döhner K, Plass C, Bullinger L, Claus R. Predictive value of DNA methylation patterns in AML patients treated with an azacytidine containing induction regimen. Clin Epigenetics 2023; 15:171. [PMID: 37885041 PMCID: PMC10601277 DOI: 10.1186/s13148-023-01580-z] [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: 06/25/2023] [Accepted: 10/06/2023] [Indexed: 10/28/2023] Open
Abstract
BACKGROUND Acute myeloid leukemia (AML) is a heterogeneous disease with a poor prognosis. Dysregulation of the epigenetic machinery is a significant contributor to disease development. Some AML patients benefit from treatment with hypomethylating agents (HMAs), but no predictive biomarkers for therapy response exist. Here, we investigated whether unbiased genome-wide assessment of pre-treatment DNA-methylation profiles in AML bone marrow blasts can help to identify patients who will achieve a remission after an azacytidine-containing induction regimen. RESULTS A total of n = 155 patients with newly diagnosed AML treated in the AMLSG 12-09 trial were randomly assigned to a screening and a refinement and validation cohort. The cohorts were divided according to azacytidine-containing induction regimens and response status. Methylation status was assessed for 664,227 500-bp-regions using methyl-CpG immunoprecipitation-seq, resulting in 1755 differentially methylated regions (DMRs). Top regions were distilled and included genes such as WNT10A and GATA3. 80% of regions identified as a hit were represented on HumanMethlyation 450k Bead Chips. Quantitative methylation analysis confirmed 90% of these regions (36 of 40 DMRs). A classifier was trained using penalized logistic regression and fivefold cross validation containing 17 CpGs. Validation based on mass spectra generated by MALDI-TOF failed (AUC 0.59). However, discriminative ability was maintained by adding neighboring CpGs. A recomposed classifier with 12 CpGs resulted in an AUC of 0.77. When evaluated in the non-azacytidine containing group, the AUC was 0.76. CONCLUSIONS Our analysis evaluated the value of a whole genome methyl-CpG screening assay for the identification of informative methylation changes. We also compared the informative content and discriminatory power of regions and single CpGs for predicting response to therapy. The relevance of the identified DMRs is supported by their association with key regulatory processes of oncogenic transformation and support the idea of relevant DMRs being enriched at distinct loci rather than evenly distribution across the genome. Predictive response to therapy could be established but lacked specificity for treatment with azacytidine. Our results suggest that a predictive epigenotype carries its methylation information at a complex, genome-wide level, that is confined to regions, rather than to single CpGs. With increasing application of combinatorial regimens, response prediction may become even more complicated.
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Affiliation(s)
- Maximilian Schmutz
- Hematology and Oncology, Medical Faculty, University of Augsburg, Stenglinstr. 2, 86156, Augsburg, Germany
- Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Manuela Zucknick
- Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Oslo Centre for Biostatistics and Epidemiology, University of Oslo, Oslo, Norway
| | - Richard F Schlenk
- NCT-Trial Center, National Center of Tumor Diseases, German Cancer Research Center, Heidelberg University Hospital, Heidelberg, Germany
- Department of Internal Medicine V, Heidelberg University Hospital, Heidelberg, Germany
| | - Daniel Mertens
- Cooperation Unit "Mechanisms of Leukemogenesis", German Cancer Research Center, Heidelberg, Germany
- Division of Chronic Lymphocytic Leukemia, Department of Internal Medicine III, Ulm University Medical Center, Ulm, Germany
| | - Axel Benner
- Division of Biostatistics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Dieter Weichenhan
- Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Oliver Mücke
- Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Konstanze Döhner
- Department of Internal Medicine III, University Hospital of Ulm, Ulm, Germany
| | - Christoph Plass
- Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Lars Bullinger
- German Cancer Consortium (DKTK), Partner Site Berlin, Berlin, Germany
- Department of Hematology, Oncology, and Cancer Immunology, Campus Virchow Klinikum, Berlin, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Rainer Claus
- Hematology and Oncology, Medical Faculty, University of Augsburg, Stenglinstr. 2, 86156, Augsburg, Germany.
- Division of Cancer Epigenomics, German Cancer Research Center (DKFZ), Heidelberg, Germany.
- Pathology, Medical Faculty, University of Augsburg, Augsburg, Germany.
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9
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Abdel-Aziz AK. Advances in acute myeloid leukemia differentiation therapy: A critical review. Biochem Pharmacol 2023; 215:115709. [PMID: 37506924 DOI: 10.1016/j.bcp.2023.115709] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 07/22/2023] [Accepted: 07/25/2023] [Indexed: 07/30/2023]
Abstract
Acute myeloid leukemia (AML) is characterized by impaired differentiation and indefinite proliferation of abnormal myeloid progenitors. Although differentiating agents were deemed to revolutionize AML therapy, most treated non-APL AML patients are refractory or relapse. According to cancer stem cell model, leukemia-initiating cells are the root cause of relapse given their unidirectional potential to generate differentiated AML blasts. Nonetheless, accumulating evidences emphasize the de-differentiation plasticity and leukemogenic potential of mature AML blasts and the frailty of targeting leukemic stem cells per se. This review critically discusses the potential and challenges of (lessons learnt from) conventional and novel differentiating agents in AML therapy. Although differentiating agents might hold promise, they should be exploited within the context of a rationale combination regimen eradicating all maturation/differentiation states of AML cells. The results of the routinely used immunophenotypic markers and/or morphological analyses of differentiation should be carefully interpreted given their propensity to underestimate AML burden.
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Affiliation(s)
- Amal Kamal Abdel-Aziz
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Ain Shams University, Cairo 11566, Egypt; Smart Health Initiative, Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Saudia Arabia.
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10
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Santini V, Lübbert M, Wierzbowska A, Ossenkoppele GJ. The Clinical Value of Decitabine Monotherapy in Patients with Acute Myeloid Leukemia. Adv Ther 2022; 39:1474-1488. [PMID: 34786648 PMCID: PMC8989816 DOI: 10.1007/s12325-021-01948-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 10/06/2021] [Indexed: 12/17/2022]
Abstract
Decitabine (5-aza-2′-deoxycytidine) is a hypomethylating agent used in the treatment of acute myeloid leukemia (AML). Decitabine inhibits DNA methyltransferases, causing DNA hypomethylation, and leading amongst others to re-expression of silenced tumor suppressor genes. Decitabine is indicated for the treatment of adult patients with newly diagnosed de novo or secondary AML who are not eligible for standard induction chemotherapy. The initial authorization in 2012 was based on the results of the open-label, randomized, multicenter phase 3 DACO-016 trial, and supported by data from the supportive phase 2 open-label DACO-017 trial. Compared with standard care, decitabine significantly improved overall survival, event-free survival, progression-free survival, and response rate. Decitabine was generally well tolerated, offering a valuable treatment option in patients with AML irrespective of age, especially for patients achieving a complete response. Several observational “real-life” studies confirmed these results. In contrast to standard chemotherapy, the presence of adverse-risk karyotypes or TP53 mutations does not negatively impact sensitivity to hypomethylating therapy albeit with lower durability. Data suggest a potential positive effect of decitabine in patients with monosomal karyotype-positive AML. For the time being, decitabine is an appropriate option as monotherapy for patients with AML who are unfit to receive more intensive combination therapies, but emerging data suggest that decitabine-based doublet or triplet combinations may be future treatment options for patients with AML.
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Affiliation(s)
- Valeria Santini
- Department of Experimental and Clinical Medicine, MDS Unit, AOUC- University of Florence, Florence, Italy.
| | - Michael Lübbert
- Department of Internal Medicine I, Medical Center, University of Freiburg, Faculty of Medicine, University of Freiburg Medical Center, Freiburg, Germany
| | | | - Gert J Ossenkoppele
- Department of Haematology, Location VU University Medical Center, Amsterdam, The Netherlands
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11
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Zhao G, Wang Q, Li S, Wang X. Resistance to Hypomethylating Agents in Myelodysplastic Syndrome and Acute Myeloid Leukemia From Clinical Data and Molecular Mechanism. Front Oncol 2021; 11:706030. [PMID: 34650913 PMCID: PMC8505973 DOI: 10.3389/fonc.2021.706030] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 09/08/2021] [Indexed: 11/13/2022] Open
Abstract
The nucleoside analogs decitabine (5-AZA-dC) and azacitidine (5-AZA) have been developed as targeted therapies to reverse DNA methylation in different cancer types, and they significantly improve the survival of patients who are not suitable for traditional intensive chemotherapies or other treatment regimens. However, approximately 50% of patients have a response to hypomethylating agents (HMAs), and many patients have no response originally or in the process of treatment. Even though new combination regimens have been tested to overcome the resistance to 5-AZA-dC or 5-AZA, only a small proportion of patients benefited from these strategies, and the outcome was very poor. However, the mechanisms of the resistance remain unknown. Some studies only partially described management after failure and the mechanisms of resistance. Herein, we will review the clinical and molecular signatures of the HMA response, alternative treatment after failure, and the causes of resistance in hematological malignancies.
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Affiliation(s)
| | | | | | - Xiaoqin Wang
- Department of Hematology, Huashan Hospital, Fudan University, Shanghai, China
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Stomper J, Rotondo JC, Greve G, Lübbert M. Hypomethylating agents (HMA) for the treatment of acute myeloid leukemia and myelodysplastic syndromes: mechanisms of resistance and novel HMA-based therapies. Leukemia 2021; 35:1873-1889. [PMID: 33958699 PMCID: PMC8257497 DOI: 10.1038/s41375-021-01218-0] [Citation(s) in RCA: 132] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 02/01/2021] [Accepted: 03/04/2021] [Indexed: 02/03/2023]
Abstract
Aberrant DNA methylation plays a pivotal role in tumor development and progression. DNA hypomethylating agents (HMA) constitute a class of drugs which are able to reverse DNA methylation, thereby triggering the re-programming of tumor cells. The first-generation HMA azacitidine and decitabine have now been in standard clinical use for some time, offering a valuable alternative to previous treatments in acute myeloid leukemia and myelodysplastic syndromes, so far particularly in older, medically non-fit patients. However, the longer we use these drugs, the more we are confronted with the (almost inevitable) development of resistance. This review provides insights into the mode of action of HMA, mechanisms of resistance to this treatment, and strategies to overcome HMA resistance including next-generation HMA and HMA-based combination therapies.
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Affiliation(s)
- Julia Stomper
- Department of Medicine I, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - John Charles Rotondo
- Department of Medicine I, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- Department of Medical Sciences, University of Ferrara, Ferrara, Italy
| | - Gabriele Greve
- Department of Medicine I, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Research Consortium (DKTK), Freiburg, Germany
| | - Michael Lübbert
- Department of Medicine I, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.
- German Cancer Research Consortium (DKTK), Freiburg, Germany.
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Shoumariyeh K, Jung J, Rassner M, Dold SM, Riebl V, Pantic M, Herget G, Marks R, Lübbert M, Wäsch R, Engelhardt M. Treatment of therapy-related acute myeloid leukemia and underlying multiple myeloma with decitabine/venetoclax and daratumumab. Ann Hematol 2021; 100:1637-1640. [PMID: 33712868 PMCID: PMC8116235 DOI: 10.1007/s00277-021-04490-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Accepted: 03/02/2021] [Indexed: 11/29/2022]
Affiliation(s)
- Khalid Shoumariyeh
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
| | - Johannes Jung
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
| | - Michael Rassner
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
| | - Sandra Maria Dold
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
- Faculty of Biology, University of Freiburg, Freiburg, Germany
| | - Veronika Riebl
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
| | - Milena Pantic
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
| | - Georg Herget
- Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany
- Department of Orthopedics and Trauma Surgery, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany
| | - Reinhard Marks
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
- Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany
| | - Michael Lübbert
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
- Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany
| | - Ralph Wäsch
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany
- Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany
| | - Monika Engelhardt
- Department of Hematology, Oncology and Stem Cell Transplantation, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetterstr. 53, 79106, Freiburg, Germany.
- Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany.
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CAR-T Cell Therapy for Acute Myeloid Leukemia: Preclinical Rationale, Current Clinical Progress, and Barriers to Success. BioDrugs 2021; 35:281-302. [PMID: 33826079 DOI: 10.1007/s40259-021-00477-8] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/10/2021] [Indexed: 12/13/2022]
Abstract
Chimeric antigen receptor (CAR)-T cell therapy has shown impressive results in chemorefractory B cell malignancies, raising the possibilities of using this immunotherapeutic modality for other devastating hematologic malignancies, such as acute myeloid leukemia (AML). AML is an aggressive hematologic malignancy which, like B cell malignancies, poses several challenges for clinical translation of successful immunotherapy. The antigenic heterogeneity of AML results in a list of potential targets that CAR-T cells could be directed towards, each with advantages and disadvantages. In this review, we provide an up-to-date report of outcomes and adverse effects from published and presented clinical trials of CAR-T cell therapy for AML and provide the preclinical rationale underlying these studies and antigen selection. Comparison across trials is difficult, yet themes emerge with respect to appropriate antigen selection and association of adverse effects with outcomes. We highlight currently active clinical trials and the potential improvements and caveats with these novel approaches. Key hurdles to the successful introduction of CAR-T cell therapy for the treatment of AML include the effect of antigenic heterogeneity and trade-offs between therapy specificity and sensitivity; on-target off-tumor toxicities; the AML tumor microenvironment; and practical considerations for future trials that should be addressed to enable successful CAR-T cell therapy for AML.
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Wong KK, Hassan R, Yaacob NS. Hypomethylating Agents and Immunotherapy: Therapeutic Synergism in Acute Myeloid Leukemia and Myelodysplastic Syndromes. Front Oncol 2021; 11:624742. [PMID: 33718188 PMCID: PMC7947882 DOI: 10.3389/fonc.2021.624742] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 01/06/2021] [Indexed: 02/06/2023] Open
Abstract
Decitabine and guadecitabine are hypomethylating agents (HMAs) that exert inhibitory effects against cancer cells. This includes stimulation of anti-tumor immunity in acute myeloid leukemia (AML) and myelodysplastic syndromes (MDS) patients. Treatment of AML and MDS patients with the HMAs confers upregulation of cancer/testis antigens (CTAs) expression including the highly immunogenic CTA NY-ESO-1. This leads to activation of CD4+ and CD8+ T cells for elimination of cancer cells, and it establishes the feasibility to combine cancer vaccine with HMAs to enhance vaccine immunogenicity. Moreover, decitabine and guadecitabine induce the expression of immune checkpoint molecules in AML cells. In this review, the accumulating knowledge on the immunopotentiating properties of decitabine and guadecitabine in AML and MDS patients are presented and discussed. In summary, combination of decitabine or guadecitabine with NY-ESO-1 vaccine enhances vaccine immunogenicity in AML patients. T cells from AML patients stimulated with dendritic cell (DC)/AML fusion vaccine and guadecitabine display increased capacity to lyse AML cells. Moreover, decitabine enhances NK cell-mediated cytotoxicity or CD123-specific chimeric antigen receptor-engineered T cells antileukemic activities against AML. Furthermore, combination of either HMAs with immune checkpoint blockade (ICB) therapy may circumvent their resistance. Finally, clinical trials of either HMAs combined with cancer vaccines, NK cell infusion or ICB therapy in relapsed/refractory AML and high-risk MDS patients are currently underway, highlighting the promising efficacy of HMAs and immunotherapy synergy against these malignancies.
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Affiliation(s)
- Kah Keng Wong
- Department of Immunology, School of Medical Sciences, Universiti Sains Malaysia, Kelantan, Malaysia
| | - Rosline Hassan
- Department of Haematology, School of Medical Sciences, Universiti Sains Malaysia, Kelantan, Malaysia
| | - Nik Soriani Yaacob
- Department of Chemical Pathology, School of Medical Sciences, Universiti Sains Malaysia, Kelantan, Malaysia
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Gurney M, Stikvoort A, Nolan E, Kirkham-McCarthy L, Khoruzhenko S, Shivakumar R, Zweegman S, Van de Donk NWCJ, Mutis T, Szegezdi E, Sarkar S, O'Dwyer M. CD38 knockout natural killer cells expressing an affinity optimized CD38 chimeric antigen receptor successfully target acute myeloid leukemia with reduced effector cell fratricide. Haematologica 2020; 107:437-445. [PMID: 33375774 PMCID: PMC8804573 DOI: 10.3324/haematol.2020.271908] [Citation(s) in RCA: 70] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Indexed: 11/23/2022] Open
Abstract
There is a strong biological rationale for the augmentation of allogeneic natural killer (NK) cell therapies with a chimeric antigen receptor (CAR) to enhance acute myeloid leukemia (AML) targeting. CD38 is an established immunotherapeutic target in multiple myeloma and under investigation as a target antigen in AML. CD38 expression on NK cells and its further induction during ex vivo NK cell expansion represent barriers to the development of a CD38 CAR-NK cell therapy. We set out to develop a CD38 CAR-NK cell therapy for AML, first by using an NK cell line which has low baseline CD38 expression and subsequently NK cells expanded from healthy donors. To overcome anticipated fratricide due to NK cell CD38 expression when using primary expanded NK cells, we applied CRISPR/Cas9 genome editing to disrupt the CD38 gene during expansion, achieving a mean knockdown efficiency of 84%. The resulting CD38 knockdown expanded NK cells, after expression of an affinity optimized CD38 CAR, showed reduced NK-cell fratricide and an enhanced ability to target primary AML blasts. Furthermore, the cytotoxic potential of CD38 CAR-NK cells was augmented by pretreatment of the AML cells with all-trans retinoic acid which drove enhanced CD38 expression, offering a rational combination therapy. These findings support the further investigation of CD38 knockdown - CD38 CAR-NK cells as a viable immunotherapeutic approach to the treatment of AML.
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Affiliation(s)
- Mark Gurney
- National University of Ireland Galway, Galway
| | - Arwen Stikvoort
- Cancer Center Amsterdam, VU University Medical Center, Amsterdam
| | - Emma Nolan
- National University of Ireland Galway, Galway
| | | | | | | | - Sonja Zweegman
- Cancer Center Amsterdam, VU University Medical Center, Amsterdam
| | | | - Tuna Mutis
- Cancer Center Amsterdam, VU University Medical Center, Amsterdam
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Chu X, Zhong L, Yu L, Xiong L, Li J, Dan W, Ye J, Liu C, Luo X, Liu B. GSK-J4 induces cell cycle arrest and apoptosis via ER stress and the synergism between GSK-J4 and decitabine in acute myeloid leukemia KG-1a cells. Cancer Cell Int 2020; 20:209. [PMID: 32514253 PMCID: PMC7268296 DOI: 10.1186/s12935-020-01297-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Accepted: 05/26/2020] [Indexed: 12/16/2022] Open
Abstract
Background GSK-J4 is the inhibitor of H3K27me3 demethylase. Recent studies demonstrated that GSK-J4 could affect the proliferation and apoptosis of a variety of cancer cells. However, the effects and underlying mechanisms of GSK-J4 on the proliferation and apoptosis of human acute myeloid leukemia (AML) KG-1a cells have not been explored thoroughly. Methods The effect of GSK-J4 on cell proliferation was assessed with CCK8, while cell cycle distribution and apoptosis were analyzed using flow cytometry. The proteins related to cell cycle, cell apoptosis, endoplastic reticulum (ER) stress and PKC-α/p-Bcl2 pathway were detected by Western blotting. The expression level of PKC-α mRNA was measured by quantitative real-time PCR.ER stress inhibitor 4-phenyl butyric acid (4-PBA) was used to explore the role of ER stress in GSK-J4 induced cell-cycle arrest and cell apoptosis. The combination effects of Decitabine and GSK-J4 on KG-1a cells proliferation and apoptosis were also evaluated by CCK8, flow cytometry and immunoblot analysis. Results GSK-J4 reduced cell viability and arrested cell cycle progression at the S phase by decreasing the expression of CyclinD1 and CyclinA2 and increasing that of P21. Moreover, GSK-J4 enhanced the expression of apoptosis-related proteins (cle-caspase-9 and bax) and inhibited PKC-a/p-Bcl2 pathway to promote cell apoptosis. In addition, ER stress-related proteins (caspase-12, GRP78 and ATF4) were increased markedly after exposure to GSK-J4. The effects of GSK-J4 on cell cycle, apoptosis and PKC-a/p-Bcl2 pathway were attenuated after treatment with ER stress inhibitor. Furthermore, decitabine could significantly inhibit the proliferation and induce the apoptosis of KG-1a cells after combined treatment with GSK-J4. Conclusion Taken together, this study provided evidence that ER stress could regulate the process of GSK-J4-induced cell cycle arrest, cell apoptosis and PKC-α/p-bcl2 pathway inhibition and demonstrated a potential combinatory effect of decitabine and GSK-J4 on leukemic cell proliferation and apoptosis.
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Affiliation(s)
- Xuan Chu
- Central Laboratory of Yongchuan Hospital, Chongqing Medical University, Chongqing, 402160 China
| | - Liang Zhong
- Key Laboratory of Laboratory Medical Diagnostics, Ministry of Education, Department of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016 China
| | - Lihua Yu
- Clinical Laboratory of YongChuan Hospital, Chongqing Medical University, Chongqing, 402160 China
| | - Ling Xiong
- Central Laboratory of Yongchuan Hospital, Chongqing Medical University, Chongqing, 402160 China
| | - Jian Li
- Key Laboratory of Laboratory Medical Diagnostics, Ministry of Education, Department of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016 China
| | - Wenran Dan
- Central Laboratory of Yongchuan Hospital, Chongqing Medical University, Chongqing, 402160 China
| | - Jiao Ye
- Key Laboratory of Laboratory Medical Diagnostics, Ministry of Education, Department of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016 China
| | - Chen Liu
- Key Laboratory of Laboratory Medical Diagnostics, Ministry of Education, Department of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016 China
| | - Xu Luo
- Central Laboratory of Yongchuan Hospital, Chongqing Medical University, Chongqing, 402160 China
| | - Beizhong Liu
- Key Laboratory of Laboratory Medical Diagnostics, Ministry of Education, Department of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016 China.,Clinical Laboratory of YongChuan Hospital, Chongqing Medical University, Chongqing, 402160 China
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