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Yoo J, Kim GW, Jeon YH, Lee SW, Kwon SH. Epigenetic roles of KDM3B and KDM3C in tumorigenesis and their therapeutic implications. Cell Death Dis 2024; 15:451. [PMID: 38926399 PMCID: PMC11208531 DOI: 10.1038/s41419-024-06850-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: 12/20/2023] [Revised: 06/18/2024] [Accepted: 06/19/2024] [Indexed: 06/28/2024]
Abstract
Advances in functional studies on epigenetic regulators have disclosed the vital roles played by diverse histone lysine demethylases (KDMs), ranging from normal development to tumorigenesis. Most of the KDMs are Jumonji C domain-containing (JMJD) proteins. Many of these KDMs remove methyl groups from histone tails to regulate gene transcription. There are more than 30 known KDM proteins, which fall into different subfamilies. Of the many KDM subfamilies, KDM3 (JMJD1) proteins specifically remove dimethyl and monomethyl marks from lysine 9 on histone H3 and other non-histone proteins. Dysregulation of KDM3 proteins leads to infertility, obesity, metabolic syndromes, heart diseases, and cancers. Among the KDM3 proteins, KDM3A has been largely studied in cancers. However, despite a number of studies pointing out their importance in tumorigenesis, KDM3B and KDM3C are relatively overlooked. KDM3B and KDM3C show context-dependent functions, showing pro- or anti-tumorigenic abilities in different cancers. Thus, this review provides a thorough understanding of the involvement of KDM3B and KDMC in oncology that should be helpful in determining the role of KDM3 proteins in preclinical studies for development of novel pharmacological methods to overcome cancer.
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Affiliation(s)
- Jung Yoo
- College of Pharmacy, Yonsei Institute of Pharmaceutical Sciences, Yonsei University, Incheon, 21983, Republic of Korea
| | - Go Woon Kim
- College of Pharmacy, Yonsei Institute of Pharmaceutical Sciences, Yonsei University, Incheon, 21983, Republic of Korea
| | - Yu Hyun Jeon
- College of Pharmacy, Yonsei Institute of Pharmaceutical Sciences, Yonsei University, Incheon, 21983, Republic of Korea
| | - Sang Wu Lee
- College of Pharmacy, Yonsei Institute of Pharmaceutical Sciences, Yonsei University, Incheon, 21983, Republic of Korea
| | - So Hee Kwon
- College of Pharmacy, Yonsei Institute of Pharmaceutical Sciences, Yonsei University, Incheon, 21983, Republic of Korea.
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Chen H, Ma R, Zhou B, Yang X, Duan F, Wang G. Integrated immunological analysis of single-cell and bulky tissue transcriptomes reveals the role of interactions between M0 macrophages and naïve CD4 + T cells in the immunosuppressive microenvironment of cervical cancer. Comput Biol Med 2023; 163:107151. [PMID: 37348264 DOI: 10.1016/j.compbiomed.2023.107151] [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: 04/26/2023] [Revised: 05/27/2023] [Accepted: 06/07/2023] [Indexed: 06/24/2023]
Abstract
In recent decades, the incidence and mortality of cervical cancer have declined in developed countries due to the implementation of screening and vaccination programs. However, cervical cancer remains one of the major culprits of cancer-related deaths in young women. Current studies have found that immune cell-related intercellular communication in the tumor microenvironment has a large impact on the construction of the immunosuppressive microenvironment. In this study, we performed a comprehensive immune analysis on bulk RNA-seq and scRNA-seq data obtained from cervical cancer and revealed that two highly plastic cell populations, M0 macrophages and naïve CD4+ T cells, were significantly correlated with prognosis and clinical phenotypes. Notably, signaling between M0 macrophages and naïve CD4+ T cells as well as intracellular transcription factor activity were significantly altered in the tumor state. Furthermore, we identified overlapping genes between the transcription factor target genes of M0 macrophages or naïve CD4+ T cells and the differentially expressed genes in each type of cell, and these overlapping genes were subsequently subjected to an analysis using the LASSO regression model. Finally, we generated a score index that was significantly associated with the clinical prognosis of cervical cancer. In conclusion, interventions to improve the communication between M0 macrophages and naïve CD4+ T cells may help to improve the immunosuppressive microenvironment of cervical cancer and prevent immune evasion. The relevant molecular mechanisms need to be further validated by experimental and cohort studies.
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Affiliation(s)
- Huaqiu Chen
- Center of Genetic Testing, The First Affiliated Hospital of Dali University, Dali, Yunnan Province, 671000, China; Department of Laboratory, Xichang People's Hospital, Sichuan, 615000, China
| | - Rong Ma
- Center of Genetic Testing, The First Affiliated Hospital of Dali University, Dali, Yunnan Province, 671000, China; Department of Laboratory, The First People's Hospital of Qujing, Yunnan Province, 655000, China
| | - Bingjie Zhou
- Center of Genetic Testing, The First Affiliated Hospital of Dali University, Dali, Yunnan Province, 671000, China; Maternity and Obstetrics Department of Fangshan District Maternity and Child Health Hospital of Beijing, Fangshan District of Beijing, 102488, China
| | - Xitong Yang
- Center of Genetic Testing, The First Affiliated Hospital of Dali University, Dali, Yunnan Province, 671000, China
| | - Fuhui Duan
- Center of Genetic Testing, The First Affiliated Hospital of Dali University, Dali, Yunnan Province, 671000, China
| | - Guangming Wang
- Center of Genetic Testing, The First Affiliated Hospital of Dali University, Dali, Yunnan Province, 671000, China.
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Masih KE, Gardner RA, Chou HC, Abdelmaksoud A, Song YK, Mariani L, Gangalapudi V, Gryder BE, Wilson AL, Adebola SO, Stanton BZ, Wang C, Milewski D, Kim YY, Tian M, Cheuk ATC, Wen X, Zhang Y, Altan-Bonnet G, Kelly MC, Wei JS, Bulyk ML, Jensen MC, Orentas RJ, Khan J. A stem cell epigenome is associated with primary nonresponse to CD19 CAR T cells in pediatric acute lymphoblastic leukemia. Blood Adv 2023; 7:4218-4232. [PMID: 36607839 PMCID: PMC10440404 DOI: 10.1182/bloodadvances.2022008977] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 12/19/2022] [Accepted: 12/28/2022] [Indexed: 01/07/2023] Open
Abstract
CD19 chimeric antigen receptor T-cell therapy (CD19-CAR) has changed the treatment landscape and outcomes for patients with pre-B-cell acute lymphoblastic leukemia (B-ALL). Unfortunately, primary nonresponse (PNR), sustained CD19+ disease, and concurrent expansion of CD19-CAR occur in 20% of the patients and is associated with adverse outcomes. Although some failures may be attributable to CD19 loss, mechanisms of CD19-independent, leukemia-intrinsic resistance to CD19-CAR remain poorly understood. We hypothesize that PNR leukemias are distinct compared with primary sensitive (PS) leukemias and that these differences are present before treatment. We used a multiomic approach to investigate this in 14 patients (7 with PNR and 7 with PS) enrolled in the PLAT-02 trial at Seattle Children's Hospital. Long-read PacBio sequencing helped identify 1 PNR in which 47% of CD19 transcripts had exon 2 skipping, but other samples lacked CD19 transcript abnormalities. Epigenetic profiling discovered DNA hypermethylation at genes targeted by polycomb repressive complex 2 (PRC2) in embryonic stem cells. Similarly, assays of transposase-accessible chromatin-sequencing revealed reduced accessibility at these PRC2 target genes, with a gain in accessibility of regions characteristic of hematopoietic stem cells and multilineage progenitors in PNR. Single-cell RNA sequencing and cytometry by time of flight analyses identified leukemic subpopulations expressing multilineage markers and decreased antigen presentation in PNR. We thus describe the association of a stem cell epigenome with primary resistance to CD19-CAR therapy. Future trials incorporating these biomarkers, with the addition of multispecific CAR T cells targeting against leukemic stem cell or myeloid antigens, and/or combined epigenetic therapy to disrupt this distinct stem cell epigenome may improve outcomes of patients with B-ALL.
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Affiliation(s)
- Katherine E. Masih
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
- Cancer Research United Kingdom Cambridge Institute, University of Cambridge, Cambridge, England
- Medical Scientist Training Program, University of Miami Leonard M. Miller School of Medicine, Miami, FL
| | - Rebecca A. Gardner
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA
- Center for Clinical and Translational Research, Seattle Children’s Research Institute, Seattle, WA
- Ben Towne Center for Childhood Cancer Research, Seattle Children’s Research Institute, Seattle, WA
| | - Hsien-Chao Chou
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Abdalla Abdelmaksoud
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
- Advanced Biomedical Computational Science, Frederick National Laboratory for Cancer Research, Frederick, MD
| | - Young K. Song
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Luca Mariani
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Vineela Gangalapudi
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Berkley E. Gryder
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH
| | - Ashley L. Wilson
- Ben Towne Center for Childhood Cancer Research, Seattle Children’s Research Institute, Seattle, WA
| | - Serifat O. Adebola
- Immunodynamics Group, Cancer and Inflammation Program, Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Benjamin Z. Stanton
- Center for Childhood Cancer and Blood Diseases, Nationwide Children’s Hospital, Columbus, OH
| | - Chaoyu Wang
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - David Milewski
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Yong Yean Kim
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Meijie Tian
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Adam Tai-Chi Cheuk
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Xinyu Wen
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Yue Zhang
- Ben Towne Center for Childhood Cancer Research, Seattle Children’s Research Institute, Seattle, WA
| | - Grégoire Altan-Bonnet
- Immunodynamics Group, Cancer and Inflammation Program, Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Michael C. Kelly
- Center for Cancer Research Single Cell Analysis Facility, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Bethesda, MD
| | - Jun S. Wei
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Martha L. Bulyk
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
- Department of Pathology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Michael C. Jensen
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA
- Ben Towne Center for Childhood Cancer Research, Seattle Children’s Research Institute, Seattle, WA
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Rimas J. Orentas
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA
- Ben Towne Center for Childhood Cancer Research, Seattle Children’s Research Institute, Seattle, WA
| | - Javed Khan
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
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Kim YI, Tseng YC, Ayaz G, Wang S, Yan H, du Bois W, Yang H, Zhen T, Lee MP, Liu P, Kaplan RN, Huang J. SOX9 is a key component of RUNX2-regulated transcriptional circuitry in osteosarcoma. Cell Biosci 2023; 13:136. [PMID: 37491298 PMCID: PMC10367263 DOI: 10.1186/s13578-023-01088-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 07/18/2023] [Indexed: 07/27/2023] Open
Abstract
BACKGROUND The absence of prominent, actionable genetic alternations in osteosarcomas (OS) implies that transcriptional and epigenetic mechanisms significantly contribute to the progression of this life-threatening form of cancer. Therefore, the identification of potential transcriptional events that promote the survival of OS cells could be key in devising targeted therapeutic approaches for OS. We have previously shown that RUNX2 is a transcription factor (TF) essential for OS cell survival. Unfortunately, the transcriptional network or circuitry regulated by RUNX2 in OS cells is still largely unknown. METHODS The TFs that are in the RUNX2 transcriptional circuitry were identified by analyzing RNAseq and ChIPseq datasets of RUNX2. To evaluate the effect of SOX9 knockdown on the survival of osteosarcoma cells in vitro, we employed cleaved caspase-3 immunoblotting and propidium iodide staining techniques. The impact of SOX9 and JMJD1C depletion on OS tumor growth was examined in vivo using xenografts and immunohistochemistry. Downstream targets of SOX9 were identified and dissected using RNAseq, pathway analysis, and gene set enrichment analysis. Furthermore, the interactome of SOX9 was identified using BioID and validated by PLA. RESULT Our findings demonstrate that SOX9 is a critical TF that is induced by RUNX2. Both in vitro and in vivo experiments revealed that SOX9 plays a pivotal role in the survival of OS. RNAseq analysis revealed that SOX9 activates the transcription of MYC, a downstream target of RUNX2. Mechanistically, our results suggest a transcriptional network involving SOX9, RUNX2, and MYC, with SOX9 binding to RUNX2. Moreover, we discovered that JMJD1C, a chromatin factor, is a novel binding partner of SOX9, and depletion of JMJD1C impairs OS tumor growth. CONCLUSION The findings of this study represent a significant advancement in our understanding of the transcriptional network present in OS cells, providing valuable insights that may contribute to the development of targeted therapies for OS.
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Affiliation(s)
- Young-Im Kim
- Cancer and Stem Cell Epigenetics Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Yu-Chou Tseng
- Cancer and Stem Cell Epigenetics Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Gamze Ayaz
- Cancer and Stem Cell Epigenetics Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Shasha Wang
- Cancer and Stem Cell Epigenetics Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Hualong Yan
- Cancer and Stem Cell Epigenetics Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Wendy du Bois
- Cancer and Stem Cell Epigenetics Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Howard Yang
- High-Dimension Data Analysis Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Tao Zhen
- Translational and Functional Genomics Branch, National Human Genome Research Institute, Bethesda, MD, USA
| | - Maxwell P Lee
- High-Dimension Data Analysis Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Paul Liu
- Translational and Functional Genomics Branch, National Human Genome Research Institute, Bethesda, MD, USA
| | - Rosandra N Kaplan
- Tumor Microenvironment Section, Pediatric Oncology Branch, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Jing Huang
- Cancer and Stem Cell Epigenetics Group, Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA.
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The histone demethylase KDM5C functions as a tumor suppressor in AML by repression of bivalently marked immature genes. Leukemia 2023; 37:593-605. [PMID: 36631623 PMCID: PMC9991918 DOI: 10.1038/s41375-023-01810-6] [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: 03/25/2022] [Revised: 12/22/2022] [Accepted: 01/05/2023] [Indexed: 01/13/2023]
Abstract
Epigenetic regulators are frequently mutated in hematological malignancies including acute myeloid leukemia (AML). Thus, the identification and characterization of novel epigenetic drivers affecting AML biology holds potential to improve our basic understanding of AML and to uncover novel options for therapeutic intervention. To identify novel tumor suppressive epigenetic regulators in AML, we performed an in vivo short hairpin RNA (shRNA) screen in the context of CEBPA mutant AML. This identified the Histone 3 Lysine 4 (H3K4) demethylase KDM5C as a tumor suppressor, and we show that reduced Kdm5c/KDM5C expression results in accelerated growth both in human and murine AML cell lines, as well as in vivo in Cebpa mutant and inv(16) AML mouse models. Mechanistically, we show that KDM5C act as a transcriptional repressor through its demethylase activity at promoters. Specifically, KDM5C knockdown results in globally increased H3K4me3 levels associated with up-regulation of bivalently marked immature genes. This is accompanied by a de-differentiation phenotype that could be reversed by modulating levels of several direct and indirect downstream mediators. Finally, the association of KDM5C levels with long-term disease-free survival of female AML patients emphasizes the clinical relevance of our findings and identifies KDM5C as a novel female-biased tumor suppressor in AML.
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Kumar A, Emdad L, Fisher PB, Das SK. Targeting epigenetic regulation for cancer therapy using small molecule inhibitors. Adv Cancer Res 2023; 158:73-161. [PMID: 36990539 DOI: 10.1016/bs.acr.2023.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
Cancer cells display pervasive changes in DNA methylation, disrupted patterns of histone posttranslational modification, chromatin composition or organization and regulatory element activities that alter normal programs of gene expression. It is becoming increasingly clear that disturbances in the epigenome are hallmarks of cancer, which are targetable and represent attractive starting points for drug creation. Remarkable progress has been made in the past decades in discovering and developing epigenetic-based small molecule inhibitors. Recently, epigenetic-targeted agents in hematologic malignancies and solid tumors have been identified and these agents are either in current clinical trials or approved for treatment. However, epigenetic drug applications face many challenges, including low selectivity, poor bioavailability, instability and acquired drug resistance. New multidisciplinary approaches are being designed to overcome these limitations, e.g., applications of machine learning, drug repurposing, high throughput virtual screening technologies, to identify selective compounds with improved stability and better bioavailability. We provide an overview of the key proteins that mediate epigenetic regulation that encompass histone and DNA modifications and discuss effector proteins that affect the organization of chromatin structure and function as well as presently available inhibitors as potential drugs. Current anticancer small-molecule inhibitors targeting epigenetic modified enzymes that have been approved by therapeutic regulatory authorities across the world are highlighted. Many of these are in different stages of clinical evaluation. We also assess emerging strategies for combinatorial approaches of epigenetic drugs with immunotherapy, standard chemotherapy or other classes of agents and advances in the design of novel epigenetic therapies.
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Fan L, Sudeep K, Qi J. Histone Demethylase KDM3 (JMJD1) in Transcriptional Regulation and Cancer Progression. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2023; 1433:69-86. [PMID: 37751136 PMCID: PMC11052651 DOI: 10.1007/978-3-031-38176-8_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/27/2023]
Abstract
Methylation of histone H3 lysine 9 (H3K9) is a repressive histone mark and associated with inhibition of gene expression. KDM3 is a subfamily of the JmjC histone demethylases. It specifically removes the mono- or di-methyl marks from H3K9 and thus contributes to activation of gene expression. KDM3 subfamily includes three members: KDM3A, KDM3B and KDM3C. As KDM3A (also known as JMJD1A or JHDM2A) is the best studied, this chapter will mainly focus on the role of KDM3A-mediated gene regulation in the biology of normal and cancer cells. Knockout mouse studies have revealed that KDM3A plays a role in the physiological processes such as spermatogenesis, metabolism and sex determination. KDM3A is upregulated in several types of cancers and has been shown to promote cancer development, progression and metastasis. KDM3A can enhance the expression or activity of transcription factors through its histone demethylase activity, thereby altering the transcriptional program and promoting cancer cell proliferation and survival. We conclude that KDM3A may serve as a promising target for anti-cancer therapies.
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Affiliation(s)
- Lingling Fan
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, 655 W Baltimore Street, Baltimore, MD, USA
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD, 21201, USA
| | - Khadka Sudeep
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, 655 W Baltimore Street, Baltimore, MD, USA
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD, 21201, USA
| | - Jianfei Qi
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, 655 W Baltimore Street, Baltimore, MD, USA.
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD, 21201, USA.
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Wang J, Liu X, Wang H, Qin L, Feng A, Qi D, Wang H, Zhao Y, Kong L, Wang H, Wang L, Hu Z, Xu X. JMJD1C Regulates Megakaryopoiesis in In Vitro Models through the Actin Network. Cells 2022; 11:cells11223660. [PMID: 36429088 PMCID: PMC9688414 DOI: 10.3390/cells11223660] [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: 10/25/2022] [Revised: 11/14/2022] [Accepted: 11/16/2022] [Indexed: 11/19/2022] Open
Abstract
The histone demethylase JMJD1C is associated with human platelet counts. The JMJD1C knockout in zebrafish and mice leads to the ablation of megakaryocyte-erythroid lineage anemia. However, the specific expression, function, and mechanism of JMJD1C in megakaryopoiesis remain unknown. Here, we used cell line models, cord blood cells, and thrombocytopenia samples, to detect the JMJD1C expression. ShRNA of JMJD1C and a specific peptide agonist of JMJD1C, SAH-JZ3, were used to explore the JMJD1C function in the cell line models. The actin ratio in megakaryopoiesis for the JMJDC modulation was also measured. Mass spectrometry was used to identify the JMJD1C-interacting proteins. We first show the JMJD1C expression difference in the PMA-induced cell line models, the thrombopoietin (TPO)-induced megakaryocyte differentiation of the cord blood cells, and also the thrombocytopenia patients, compared to the normal controls. The ShRNA of JMJD1C and SAH-JZ3 showed different effects, which were consistent with the expression of JMJD1C in the cell line models. The effort to find the underlying mechanism of JMJD1C in megakaryopoiesis, led to the discovery that SAH-JZ3 decreases F-actin in K562 cells and increases F-actin in MEG-01 cells. We further performed mass spectrometry to identify the potential JMJD1C-interacting proteins and found that the important Ran GTPase interacts with JMJD1C. To sum up, JMJD1C probably regulates megakaryopoiesis by influencing the actin network.
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Affiliation(s)
- Jialing Wang
- Laboratory for Stem Cell and Regenerative Medicine, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
- School of Life Science and Technology, Weifang Medical University, Weifang 261053, China
| | - Xiaodan Liu
- Laboratory for Stem Cell and Regenerative Medicine, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
- School of Life Science and Technology, Weifang Medical University, Weifang 261053, China
| | - Haixia Wang
- Department of Blood Transfusion, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Lili Qin
- Department of Hematology, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Anhua Feng
- Department of Hematology, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Daoxin Qi
- Laboratory for Stem Cell and Regenerative Medicine, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Haihua Wang
- Laboratory for Stem Cell and Regenerative Medicine, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Yao Zhao
- Laboratory for Stem Cell and Regenerative Medicine, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Lihua Kong
- Department of Hematology, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Haiying Wang
- Department of Hematology, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
| | - Lin Wang
- The School of Physics and Electronic Information, Weifang University, Weifang 261061, China
| | - Zhenbo Hu
- Laboratory for Stem Cell and Regenerative Medicine, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
- Correspondence: (Z.H.); (X.X.)
| | - Xin Xu
- Laboratory for Stem Cell and Regenerative Medicine, the Affiliated Hospital of Weifang Medical University, Weifang 261031, China
- School of Life Science and Technology, Weifang Medical University, Weifang 261053, China
- Correspondence: (Z.H.); (X.X.)
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9
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Barghout SH, Mann MK, Aman A, Yu Y, Alteen MG, Schimmer AD, Schapira M, Arrowsmith CH, Barsyte-Lovejoy D. Combinatorial Anticancer Drug Screen Identifies Off-Target Effects of Epigenetic Chemical Probes. ACS Chem Biol 2022; 17:2801-2816. [PMID: 36084291 DOI: 10.1021/acschembio.2c00451] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Anticancer drug response is determined by genetic and epigenetic mechanisms. To identify the epigenetic regulators of anticancer drug response, we conducted a chemical epigenetic screen using chemical probes that target different epigenetic modulators. In this screen, we tested 31 epigenetic probes in combination with 14 mechanistically diverse anticancer agents and identified 8 epigenetic probes that significantly potentiate the cytotoxicity of TAK-243, a first-in-class ubiquitin-activating enzyme (UBA1) inhibitor evaluated in several solid and hematologic malignancies. These probes are TP-472, GSK864, A-196, UNC1999, SGC-CBP30, and PFI-4 (and its related analogues GSK6853 and GSK5959), and they target BRD9/7, mutant IDH1, SUV420H1/2, EZH2/1, p300/CBP, and BRPF1B, respectively. In contrast to epigenetic probes, negative control compounds did not have a significant impact on TAK-243 cytotoxicity. Potentiation of TAK-243 cytotoxicity was associated with reduced ubiquitylation and induction of apoptosis. Mechanistically, these epigenetic probes exerted their potentiation by inhibiting the efflux transporter ATP-binding cassette subfamily G member 2 (ABCG2) without inducing significant changes in the ubiquitylation pathways or ABCG2 expression levels. As assessed by docking analysis, the identified probes could potentially interact with ABCG2. Based on these data, we have developed a cell-based assay that can quantitatively evaluate ABCG2 inhibition by drug candidates. In conclusion, our study identifies epigenetic probes that profoundly potentiate TAK-243 cytotoxicity through off-target ABCG2 inhibition. We also provide experimental evidence that several negative control compounds cannot exclude a subset of off-target effects of chemical probes. Finally, potentiation of TAK-243 cytotoxicity can serve as a quantitative measure of ABCG2-inhibitory activity.
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Affiliation(s)
- Samir H Barghout
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Department of Pharmacology & Toxicology, Faculty of Medicine, University of Toronto, Toronto, Ontario M5S 1A8, Canada.,Department of Pharmacology & Toxicology, Faculty of Pharmacy, Tanta University, Tanta 31111, Egypt
| | - Mandeep K Mann
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Department of Pharmacology & Toxicology, Faculty of Medicine, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Ahmed Aman
- Drug Discovery Program, Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada.,Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Yifan Yu
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Department of Pharmacology & Toxicology, Faculty of Medicine, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Matthew G Alteen
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Aaron D Schimmer
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Matthieu Schapira
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Department of Pharmacology & Toxicology, Faculty of Medicine, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Cheryl H Arrowsmith
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Dalia Barsyte-Lovejoy
- Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada.,Department of Pharmacology & Toxicology, Faculty of Medicine, University of Toronto, Toronto, Ontario M5S 1A8, Canada
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10
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Qi D, Wang J, Zhao Y, Yang Y, Wang Y, Wang H, Wang L, Wang Z, Xu X, Hu Z. JMJD1C-regulated lipid synthesis contributes to the maintenance of MLL-rearranged acute myeloid leukemia. Leuk Lymphoma 2022; 63:2149-2160. [PMID: 35468015 DOI: 10.1080/10428194.2022.2068004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Mixed Lineage Leukemia rearranged acute myeloid leukemia (MLLr AML) predicts a poor prognosis. Histone demethylase JMJD1C is a potential druggable target of MLLr AML. However, little is known about how JMJD1C contributes to MLLr AML. Here we found that JMJD1C regulates lipid synthesis-associated genes including FADS2, SCD in MLLr AML cells. Lipid synthesis-associated protein FABP5 was identified as a specific interacting protein of JMJD1C and binds to the jumonji domain of JMJD1C. FABP5 also regulates JMJD1C mRNA and protein expression. JDI-10, a small molecular inhibitor of JMJD1C identified by us, represses MLLr AML cells, induces apoptosis, and decreases JMJD1C-regulated lipid synthesis genes. Moreover, JDI-10 mediated suppression of MLLr AML cells can be rescued by palmitic acid, oleic acid, or recombinant FABP5. In summary, we identified that JMJD1C-regulated lipid synthesis contributes to the maintenance of MLLr AML. Lipid synthesis repression may represent a new direction for the treatment of MLLr AML.
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Affiliation(s)
- Daoxin Qi
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Jialing Wang
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China.,School of Life Science and Technology, Weifang Medical University, Weifang, China
| | - Yao Zhao
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Yong Yang
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Yishu Wang
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Haihua Wang
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Lin Wang
- The School of Physics and Optoelectronic Engineering, Weifang University, Weifang, China
| | - Zhanju Wang
- Department of Hematology, Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Xin Xu
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China.,School of Life Science and Technology, Weifang Medical University, Weifang, China
| | - Zhenbo Hu
- Laboratory for Stem Cell and Regenerative Medicine, Affiliated Hospital of Weifang Medical University, Weifang, China
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11
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Staehle HF, Pahl HL, Jutzi JS. The Cross Marks the Spot: The Emerging Role of JmjC Domain-Containing Proteins in Myeloid Malignancies. Biomolecules 2021; 11:biom11121911. [PMID: 34944554 PMCID: PMC8699298 DOI: 10.3390/biom11121911] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 12/14/2021] [Accepted: 12/16/2021] [Indexed: 12/16/2022] Open
Abstract
Histone methylation tightly regulates chromatin accessibility, transcription, proliferation, and cell differentiation, and its perturbation contributes to oncogenic reprogramming of cells. In particular, many myeloid malignancies show evidence of epigenetic dysregulation. Jumonji C (JmjC) domain-containing proteins comprise a large and diverse group of histone demethylases (KDMs), which remove methyl groups from lysines in histone tails and other proteins. Cumulating evidence suggests an emerging role for these demethylases in myeloid malignancies, rendering them attractive targets for drug interventions. In this review, we summarize the known functions of Jumonji C (JmjC) domain-containing proteins in myeloid malignancies. We highlight challenges in understanding the context-dependent mechanisms of these proteins and explore potential future pharmacological targeting.
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Affiliation(s)
- Hans Felix Staehle
- Division of Molecular Hematology, University Medical Center Freiburg, Faculty of Medicine, University of Freiburg, 79098 Freiburg, Germany; (H.F.S.); (H.L.P.)
| | - Heike Luise Pahl
- Division of Molecular Hematology, University Medical Center Freiburg, Faculty of Medicine, University of Freiburg, 79098 Freiburg, Germany; (H.F.S.); (H.L.P.)
| | - Jonas Samuel Jutzi
- Division of Molecular Hematology, University Medical Center Freiburg, Faculty of Medicine, University of Freiburg, 79098 Freiburg, Germany; (H.F.S.); (H.L.P.)
- Division of Hematology, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston 02115, MA, USA
- Correspondence:
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12
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AR-negative prostate cancer is vulnerable to loss of JMJD1C demethylase. Proc Natl Acad Sci U S A 2021; 118:2026324118. [PMID: 34475205 DOI: 10.1073/pnas.2026324118] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 07/29/2021] [Indexed: 12/15/2022] Open
Abstract
Prostate cancer is a leading cause of cancer-related mortality in men. The widespread use of androgen receptor (AR) inhibitors has generated an increased incidence of AR-negative prostate cancer, triggering the need for effective therapies for such patients. Here, analysis of public genome-wide CRISPR screens in human prostate cancer cell lines identified histone demethylase JMJD1C (KDM3C) as an AR-negative context-specific vulnerability. Secondary validation studies in multiple cell lines and organoids, including isogenic models, confirmed that small hairpin RNA (shRNA)-mediated depletion of JMJD1C potently inhibited growth specifically in AR-negative prostate cancer cells. To explore the cooperative interactions of AR and JMJD1C, we performed comparative transcriptomics of 1) isogenic AR-positive versus AR-negative prostate cancer cells, 2) AR-positive versus AR-negative prostate cancer tumors, and 3) isogenic JMJD1C-expressing versus JMJD1C-depleted AR-negative prostate cancer cells. Loss of AR or JMJD1C generates a modest tumor necrosis factor alpha (TNFα) signature, whereas combined loss of AR and JMJD1C strongly up-regulates the TNFα signature in human prostate cancer, suggesting TNFα signaling as a point of convergence for the combined actions of AR and JMJD1C. Correspondingly, AR-negative prostate cancer cells showed exquisite sensitivity to TNFα treatment and, conversely, TNFα pathway inhibition via inhibition of its downstream effector MAP4K4 partially reversed the growth defect of JMJD1C-depleted AR-negative prostate cancer cells. Given the deleterious systemic side effects of TNFα therapy in humans and the viability of JMJD1C-knockout mice, the identification of JMJD1C inhibition as a specific vulnerability in AR-negative prostate cancer may provide an alternative drug target for prostate cancer patients progressing on AR inhibitor therapy.
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13
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JMJD1C knockdown affects myeloid cell lines proliferation, viability, and gemcitabine/carboplatin-sensitivity. Pharmacogenet Genomics 2021; 31:60-67. [PMID: 33075016 DOI: 10.1097/fpc.0000000000000422] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
OBJECTIVES Chemotherapy-induced hematological toxicities are potentially life-threatening adverse drug reactions that vary between individuals. Recently, JMJD1C has been associated with gemcitabine/carboplatin-induced thrombocytopenia in non-small-cell lung cancer patients, making it a candidate marker for predicting the risk of toxicity. This study investigates if JMJD1C knockdown affects gemcitabine/carboplatin-sensitivity in cell lines. METHODS Lentiviral transduction-mediated shRNA knockdown of JMJD1C in the cell lines K562 and MEG-01 were performed using shRNA#32 and shRNA#33. The knockdown was evaluated using qPCR. Cell proliferation, viability, and gemcitabine/carboplatin-sensitivity were subsequently determined using cell counts, trypan blue, and the MTT assay. RESULTS ShRNA#33 resulted in JMJD1C downregulation by 56.24% in K562 and 68.10% in MEG-01. Despite incomplete knockdown, proliferation (reduction of cell numbers by 61-68%, day 7 post-transduction) and viability (reduction by 21-53%, day 7 post-transduction) were impaired in K562 and MEG-01 cells. Moreover, JMJD1C knockdown reduced the gemcitabine IC50-value for K562 cells (P < 0.01) and MEG-01 cells (P < 0.05) compared to scrambled shRNA control transduced cells. CONCLUSIONS Our results suggest that JMJD1C is essential for proliferation, survival, and viability of K562 and MEG-01 cells. Further, JMJD1C also potentially affects the cells gemcitabine/carboplatin-sensitivity. Although further research is required, the findings show that JMJD1C could have an influential role for gemcitabine/carboplatin-sensitivity.
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14
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Qu F, Wang L, Wang C, Yu L, Zhao K, Zhong H. Circular RNA circ_0006168 enhances Taxol resistance in esophageal squamous cell carcinoma by regulating miR-194-5p/JMJD1C axis. Cancer Cell Int 2021; 21:273. [PMID: 34022910 PMCID: PMC8141117 DOI: 10.1186/s12935-021-01984-y] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Accepted: 05/13/2021] [Indexed: 12/24/2022] Open
Abstract
Background Chemoresistance is one of the major obstacles for cancer therapy in the clinic. Circular RNAs (circRNAs) are involved in the pathogenesis of esophageal squamous cell carcinoma (ESCC) and chemoresistance. This study aimed to explore the role and molecular mechanism of circ_0006168 in Taxol resistance of ESCC. Methods The expression levels of circ_0006168, microRNA-194-5p (miR-194-5p) and jumonji domain containing 1C (JMJD1C) were measured by quantitative real-time polymerase chain reaction (qRT-PCR) or western blot. The half-inhibition concentration (IC50) value of Taxol was evaluated by Cell Counting Kit-8 (CCK-8) assay. Cell proliferation was evaluated by CCK-8 and colony formation assays. Cell migration and invasion were detected by transwell assay. Cell apoptosis was determined by flow cytometry. The interaction between miR-194-5p and circ_0006168 or JMJD1C was predicted by bioinformatics analysis (Circinteractome and TargetScan) and verified by dual-luciferase reporter and RNA Immunoprecipitation (RIP) and RNA pull-down assays. The mice xenograft model was established to investigate the roles of circ_0006168 in vivo. Results Circ_0006168 and JMJD1C were upregulated and miR-194-5p was downregulated in ESCC tissues, ESCC cells, and Taxol-resistant cells. Functionally, knockdown of circ_0006168 or JMJD1C increased Taxol sensitivity of ESCC in vitro via inhibiting cell proliferation, migration and invasion, and promoting apoptosis. Moreover, circ_0006168 could directly bind to miR-194-5p and JMJD1C was verified as a direct target of miR-194-5p. Mechanically, circ_0006168 was a sponge of miR-194-5p to regulate JMJD1C expression in ESCC cells. Furthermore, JMJD1C overexpression reversed the promotive effect of circ_0006168 knockdown on Taxol sensitivity. Besides, circ_0006168 silence suppressed tumor growth in vivo. Conclusion Circ_0006168 facilitated Taxol resistance in ESCC by regulating miR-194-5p/JMJD1C axis, providing a promising therapeutic target for ESCC chemotherapy. Supplementary Information The online version contains supplementary material available at 10.1186/s12935-021-01984-y.
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Affiliation(s)
- Fanyong Qu
- Department of Radiation Oncology, Yantai Affiliated Hospital of Binzhou Medical University, No. 717, Jinbu Street, Mu ping District, Yantai, Shandong, 264100, China.
| | - Lina Wang
- Department of Oncology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, Shandong, 264100, China
| | - Caiyan Wang
- Department of Gastroenterology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, Shandong, 264100, China
| | - Lingxia Yu
- Department of Oncology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, Shandong, 264100, China
| | - Kaikai Zhao
- Department of Radiation Oncology, Yantai Affiliated Hospital of Binzhou Medical University, No. 717, Jinbu Street, Mu ping District, Yantai, Shandong, 264100, China
| | - Hao Zhong
- Department of Radiation Oncology, Yantai Affiliated Hospital of Binzhou Medical University, No. 717, Jinbu Street, Mu ping District, Yantai, Shandong, 264100, China
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15
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Wang Z, Wang P, Li Y, Peng H, Zhu Y, Mohandas N, Liu J. Interplay between cofactors and transcription factors in hematopoiesis and hematological malignancies. Signal Transduct Target Ther 2021; 6:24. [PMID: 33468999 PMCID: PMC7815747 DOI: 10.1038/s41392-020-00422-1] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Revised: 10/16/2020] [Accepted: 10/26/2020] [Indexed: 02/07/2023] Open
Abstract
Hematopoiesis requires finely tuned regulation of gene expression at each stage of development. The regulation of gene transcription involves not only individual transcription factors (TFs) but also transcription complexes (TCs) composed of transcription factor(s) and multisubunit cofactors. In their normal compositions, TCs orchestrate lineage-specific patterns of gene expression and ensure the production of the correct proportions of individual cell lineages during hematopoiesis. The integration of posttranslational and conformational modifications in the chromatin landscape, nucleosomes, histones and interacting components via the cofactor–TF interplay is critical to optimal TF activity. Mutations or translocations of cofactor genes are expected to alter cofactor–TF interactions, which may be causative for the pathogenesis of various hematologic disorders. Blocking TF oncogenic activity in hematologic disorders through targeting cofactors in aberrant complexes has been an exciting therapeutic strategy. In this review, we summarize the current knowledge regarding the models and functions of cofactor–TF interplay in physiological hematopoiesis and highlight their implications in the etiology of hematological malignancies. This review presents a deep insight into the physiological and pathological implications of transcription machinery in the blood system.
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Affiliation(s)
- Zi Wang
- Department of Hematology, Institute of Molecular Hematology, The Second Xiangya Hospital, Central South University, 410011, ChangSha, Hunan, China. .,Molecular Biology Research Center and Hunan Province Key Laboratory of Basic and Applied Hematology, School of Life Sciences, Central South University, 410078, Changsha, Hunan, China.
| | - Pan Wang
- Molecular Biology Research Center and Hunan Province Key Laboratory of Basic and Applied Hematology, School of Life Sciences, Central South University, 410078, Changsha, Hunan, China
| | - Yanan Li
- Molecular Biology Research Center and Hunan Province Key Laboratory of Basic and Applied Hematology, School of Life Sciences, Central South University, 410078, Changsha, Hunan, China
| | - Hongling Peng
- Department of Hematology, Institute of Molecular Hematology, The Second Xiangya Hospital, Central South University, 410011, ChangSha, Hunan, China
| | - Yu Zhu
- Molecular Biology Research Center and Hunan Province Key Laboratory of Basic and Applied Hematology, School of Life Sciences, Central South University, 410078, Changsha, Hunan, China
| | - Narla Mohandas
- Red Cell Physiology Laboratory, New York Blood Center, New York, NY, USA
| | - Jing Liu
- Molecular Biology Research Center and Hunan Province Key Laboratory of Basic and Applied Hematology, School of Life Sciences, Central South University, 410078, Changsha, Hunan, China.
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16
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Yang Y, Zhang X, Zhang X, Wang Y, Wang X, Hu L, Zhao Y, Wang H, Wang Z, Wang H, Wang L, Dirks WG, Drexler HG, Xu X, Hu Z. Modulators of histone demethylase JMJD1C selectively target leukemic stem cells. FEBS Open Bio 2020; 11:265-277. [PMID: 33289299 PMCID: PMC7780120 DOI: 10.1002/2211-5463.13054] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Revised: 11/19/2020] [Accepted: 11/30/2020] [Indexed: 12/24/2022] Open
Abstract
Leukemic stem cells (LSCs) comprise a very rare cell population that results in the development of acute myeloid leukemia. The selective targeting of drivers in LSCs with small molecule inhibitors holds promise for treatment of acute myeloid leukemia. Recently, we reported the identification of inhibitors of the histone lysine demethylase JMJD1C that preferentially kill MLL rearranged acute leukemia cells. Here, we report the identification of jumonji domain modulator #7 (JDM‐7). Surface plasmon resonance analysis showed that JDM‐7 binds to JMJD1C and its family homolog JMJD1B. JDM‐7 did not significantly suppress cell proliferation in liquid cell culture at higher doses, although it led to a significant decrease in semi‐solid colony formation experiments at lower concentrations. Moreover, low doses of JDM‐7 did not suppress the proliferation of erythroid progenitor cells. We identified that JDM‐7 downregulates the LSC self‐renewal gene HOXA9 in leukemia cells. We further found that the structure of JDM‐7 is similar to that of tadalafil, a drug approved by the US Food and Drug Administration. Molecular docking and surface plasmon resonance analysis showed that tadalafil binds to JMJD1C. Moreover, similar to JDM‐7, tadalafil suppressed colony formation of leukemia cells in semi‐solid cell culture at a concentration that did not affect primary umbilical cord blood cells. In summary, we have identified JDM‐7 and tadalafil as potential JMJD1C modulators that selectively inhibit the growth of LSCs.
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Affiliation(s)
- Yong Yang
- Laboratory for Stem Cell and Regenerative Medicine & Clinical Research Center, The Affiliated Hospital of Weifang Medical University, China
| | - Xinjing Zhang
- Department of Anesthesiology, Zibo Central Hospital, China
| | - Xiaoyan Zhang
- The Department of Obstetrics and Gynecology, The Affiliated Hospital of Weifang Medical University, China
| | - Yishu Wang
- Laboratory for Stem Cell and Regenerative Medicine & Clinical Research Center, The Affiliated Hospital of Weifang Medical University, China
| | - Xintong Wang
- Beijing Beike Deyuan Bio-Pharm Technology Co. Ltd, China
| | - Linda Hu
- Upstate Medical University, Syracuse, NY, USA
| | - Yao Zhao
- Laboratory for Stem Cell and Regenerative Medicine & Clinical Research Center, The Affiliated Hospital of Weifang Medical University, China
| | - Haihua Wang
- Laboratory for Stem Cell and Regenerative Medicine & Clinical Research Center, The Affiliated Hospital of Weifang Medical University, China
| | - Zhanju Wang
- The Department of Hematology, the Affiliated Hospital of Weifang Medical University, China
| | - Haiying Wang
- The Department of Hematology, the Affiliated Hospital of Weifang Medical University, China
| | - Lin Wang
- The School of Physics and Optoelectronic Engineering, Weifang University, China
| | - Wilhelm G Dirks
- Department of Human and Animal Cell Culture, Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Hans G Drexler
- Department of Human and Animal Cell Culture, Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Xin Xu
- Laboratory for Stem Cell and Regenerative Medicine & Clinical Research Center, The Affiliated Hospital of Weifang Medical University, China.,School of Life Science and Technology, Weifang Medical University, China
| | - Zhenbo Hu
- Laboratory for Stem Cell and Regenerative Medicine & Clinical Research Center, The Affiliated Hospital of Weifang Medical University, China
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17
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Balakrishnan I, Danis E, Pierce A, Madhavan K, Wang D, Dahl N, Sanford B, Birks DK, Davidson N, Metselaar DS, Meel MH, Lemma R, Donson A, Vijmasi T, Katagi H, Sola I, Fosmire S, Alimova I, Steiner J, Gilani A, Hulleman E, Serkova NJ, Hashizume R, Hawkins C, Carcaboso AM, Gupta N, Monje M, Jabado N, Jones K, Foreman N, Green A, Vibhakar R, Venkataraman S. Senescence Induced by BMI1 Inhibition Is a Therapeutic Vulnerability in H3K27M-Mutant DIPG. Cell Rep 2020; 33:108286. [PMID: 33086074 PMCID: PMC7574900 DOI: 10.1016/j.celrep.2020.108286] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Revised: 07/05/2020] [Accepted: 09/25/2020] [Indexed: 01/19/2023] Open
Abstract
Diffuse intrinsic pontine glioma (DIPG) is an incurable brain tumor of childhood characterized by histone mutations at lysine 27, which results in epigenomic dysregulation. There has been a failure to develop effective treatment for this tumor. Using a combined RNAi and chemical screen targeting epigenomic regulators, we identify the polycomb repressive complex 1 (PRC1) component BMI1 as a critical factor for DIPG tumor maintenance in vivo. BMI1 chromatin occupancy is enriched at genes associated with differentiation and tumor suppressors in DIPG cells. Inhibition of BMI1 decreases cell self-renewal and attenuates tumor growth due to induction of senescence. Prolonged BMI1 inhibition induces a senescence-associated secretory phenotype, which promotes tumor recurrence. Clearance of senescent cells using BH3 protein mimetics co-operates with BMI1 inhibition to enhance tumor cell killing in vivo.
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Affiliation(s)
- Ilango Balakrishnan
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Etienne Danis
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Angela Pierce
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Krishna Madhavan
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Dong Wang
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Nathan Dahl
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Bridget Sanford
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Diane K Birks
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Nate Davidson
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Dennis S Metselaar
- Princess Máxima Center for Pediatric Oncology, Utrecht and Departments of Pediatric Oncology/Hematology, Cancer Center Amsterdam, Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - Michaël Hananja Meel
- Princess Máxima Center for Pediatric Oncology, Utrecht and Departments of Pediatric Oncology/Hematology, Cancer Center Amsterdam, Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - Rakeb Lemma
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Andrew Donson
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Trinka Vijmasi
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Hiroaki Katagi
- Department of Neurological Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Ismail Sola
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Susan Fosmire
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Irina Alimova
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Jenna Steiner
- Departments of Radiology, Radiation Oncology, and Anesthesiology, Colorado Animal Imaging Shared Resource (AISR), University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Ahmed Gilani
- Department of Pathology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Esther Hulleman
- Princess Máxima Center for Pediatric Oncology, Utrecht and Departments of Pediatric Oncology/Hematology, Cancer Center Amsterdam, Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - Natalie J Serkova
- Departments of Radiology, Radiation Oncology, and Anesthesiology, Colorado Animal Imaging Shared Resource (AISR), University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Rintaro Hashizume
- Department of Neurological Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | - Cynthia Hawkins
- Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Angel M Carcaboso
- Pediatric Hematology and Oncology, Hospital Sant Joan de Deu, Institut de Recerca Sant Joan de Deu, Barcelona 08950, Spain
| | - Nalin Gupta
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, USA
| | - Michelle Monje
- Departments of Neurology, Neurosurgery, Pediatrics, and Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Nada Jabado
- Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada; Department of Pediatrics, McGill University, and The Research Institute of the McGill University Health Center, Montreal, QC H4A 3J1, Canada
| | - Kenneth Jones
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA
| | - Nicholas Foreman
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Adam Green
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA
| | - Rajeev Vibhakar
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA.
| | - Sujatha Venkataraman
- Department of Pediatrics and Section of Pediatric Hematology/Oncology/BMT, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO, USA; The Morgan Adams Foundation Pediatric Brain Tumor Research Program, Children's Hospital Colorado, Aurora, CO, USA.
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18
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Wong NHM, So CWE. Novel therapeutic strategies for MLL-rearranged leukemias. BIOCHIMICA ET BIOPHYSICA ACTA. GENE REGULATORY MECHANISMS 2020; 1863:194584. [PMID: 32534041 DOI: 10.1016/j.bbagrm.2020.194584] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 04/27/2020] [Accepted: 05/22/2020] [Indexed: 11/18/2022]
Abstract
MLL rearrangement is one of the key drivers and generally regarded as an independent poor prognostic marker in acute leukemias. The standard of care for MLL-rearranged (MLL-r) leukemias has remained largely unchanged for the past 50 years despite unsatisfying clinical outcomes, so there is an urgent need for novel therapeutic strategies. An increasing body of evidence demonstrates that a vast number of epigenetic regulators are directly or indirectly involved in MLL-r leukemia, and they are responsible for supporting the aberrant gene expression program mediated by MLL-fusions. Unlike genetic mutations, epigenetic modifications can be reversed by pharmacologic targeting of the responsible epigenetic regulators. This leads to significant interest in developing epigenetic therapies for MLL-r leukemia. Intriguingly, many of the epigenetic enzymes also involve in DNA damage response (DDR), which can be potential targets for synthetic lethality-induced therapies. In this review, we will summarize some of the recent advances in the development of epigenetic and DDR therapeutics by targeting epigenetic regulators or protein complexes that mediate MLL-r leukemia gene expression program and key players in DDR that safeguard essential genome integrity. The rationale and molecular mechanisms underpinning the therapeutic effects will also be discussed with a focus on how these treatments can disrupt MLL-fusion mediated transcriptional programs and impair DDR, which may help overcome treatment resistance.
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Affiliation(s)
- Nok-Hei Mickey Wong
- Department of Haematological Medicine, Division of Cancer Studies, Leukemia and Stem Cell Biology Team, King's College London, London, UK
| | - Chi Wai Eric So
- Department of Haematological Medicine, Division of Cancer Studies, Leukemia and Stem Cell Biology Team, King's College London, London, UK.
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19
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Liu Q, Garcia M, Wang S, Chen CW. Therapeutic Target Discovery Using High-Throughput Genetic Screens in Acute Myeloid Leukemia. Cells 2020; 9:cells9081888. [PMID: 32806592 PMCID: PMC7465943 DOI: 10.3390/cells9081888] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 08/09/2020] [Accepted: 08/10/2020] [Indexed: 12/20/2022] Open
Abstract
The development of high-throughput gene manipulating tools such as short hairpin RNA (shRNA) and CRISPR/Cas9 libraries has enabled robust characterization of novel functional genes contributing to the pathological states of the diseases. In acute myeloid leukemia (AML), these genetic screen approaches have been used to identify effector genes with previously unknown roles in AML. These AML-related genes centralize alongside the cellular pathways mediating epigenetics, signaling transduction, transcriptional regulation, and energy metabolism. The shRNA/CRISPR genetic screens also realized an array of candidate genes amenable to pharmaceutical targeting. This review aims to summarize genes, mechanisms, and potential therapeutic strategies found via high-throughput genetic screens in AML. We also discuss the potential of these findings to instruct novel AML therapies for combating drug resistance in this genetically heterogeneous disease.
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Affiliation(s)
- Qiao Liu
- Fujian Provincial Key Laboratory on Hematology, Department of Hematology, Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou 350108, China; (Q.L.); (S.W.)
- Union Clinical Medical College, Fujian Medical University, Fuzhou 350108, China
- Department of Systems Biology, Beckman Research Institute of City of Hope, Duarte, CA 91010, USA;
| | - Michelle Garcia
- Department of Systems Biology, Beckman Research Institute of City of Hope, Duarte, CA 91010, USA;
- Pomona College, Claremont, CA 91711, USA
| | - Shaoyuan Wang
- Fujian Provincial Key Laboratory on Hematology, Department of Hematology, Fujian Institute of Hematology, Fujian Medical University Union Hospital, Fuzhou 350108, China; (Q.L.); (S.W.)
- Union Clinical Medical College, Fujian Medical University, Fuzhou 350108, China
| | - Chun-Wei Chen
- Department of Systems Biology, Beckman Research Institute of City of Hope, Duarte, CA 91010, USA;
- Correspondence:
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20
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Sui Y, Gu R, Janknecht R. Crucial Functions of the JMJD1/KDM3 Epigenetic Regulators in Cancer. Mol Cancer Res 2020; 19:3-13. [PMID: 32605929 DOI: 10.1158/1541-7786.mcr-20-0404] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2020] [Revised: 06/17/2020] [Accepted: 06/24/2020] [Indexed: 11/16/2022]
Abstract
Epigenetic changes are one underlying cause for cancer development and often due to dysregulation of enzymes modifying DNA or histones. Most Jumonji C domain-containing (JMJD) proteins are histone lysine demethylases (KDM) and therefore epigenetic regulators. One JMJD subfamily consists of JMJD1A/KDM3A, JMJD1B/KDM3B, and JMJD1C/KDM3C that are roughly 50% identical at the amino acid level. All three JMJD1 proteins are capable of removing dimethyl and monomethyl marks from lysine 9 on histone H3 and might also demethylate histone H4 on arginine 3 and nonhistone proteins. Analysis of knockout mice revealed critical roles for JMJD1 proteins in fertility, obesity, metabolic syndrome, and heart disease. Importantly, a plethora of studies demonstrated that especially JMJD1A and JMJD1C are overexpressed in various tumors, stimulate cancer cell proliferation and invasion, and facilitate efficient tumor growth. However, JMJD1A may also inhibit the formation of germ cell tumors. Likewise, JMJD1B appears to be a tumor suppressor in acute myeloid leukemia, but a tumor promoter in other cancers. Notably, by reducing methylation levels on histone H3 lysine 9, JMJD1 proteins can profoundly alter the transcriptome and thereby affect tumorigenesis, including through upregulating oncogenes such as CCND1, JUN, and MYC This epigenetic activity of JMJD1 proteins is sensitive to heavy metals, oncometabolites, oxygen, and reactive oxygen species, whose levels are frequently altered within cancer cells. In conclusion, inhibition of JMJD1 enzymatic activity through small molecules is predicted to be beneficial in many different cancers, but not in the few malignancies where JMJD1 proteins apparently exert tumor-suppressive functions.
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Affiliation(s)
- Yuan Sui
- Department of Pathology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Ruicai Gu
- Department of Cell Biology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
| | - Ralf Janknecht
- Department of Pathology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma. .,Department of Cell Biology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma.,Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
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21
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Yu S, Li Y, Zhao H, Wang Q, Chen P. The Histone Demethylase JMJD1C Regulates CAMKK2-AMPK Signaling to Participate in Cardiac Hypertrophy. Front Physiol 2020; 11:539. [PMID: 32625104 PMCID: PMC7314990 DOI: 10.3389/fphys.2020.00539] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Accepted: 04/30/2020] [Indexed: 12/14/2022] Open
Abstract
The roles of the histone demethylase JMJD1C in cardiac hypertrophy remain unknown. JMJD1C was overexpressed in hypertrophic hearts of humans and mice, whereas the histone methylation was reduced. Jmjd1c knockdown repressed the angiotensin II (Ang II)-mediated increase in cardiomyocyte size and overexpression of hypertrophic genes in cardiomyocytes. By contrast, JMJD1C overexpression promoted the hypertrophic response of cardiomyocytes. Our further molecular mechanism study revealed that JMJD1C regulated AMP-dependent kinase (AMPK) in cardiomyocytes. JMJD1C did not influence LKB1 but repressed Camkk2 expression in cardiomyocytes. Inhibition of CAMKK2 with STO609 blocked the effects of JMJD1C on AMPK. AMPK knockdown blocked the inhibitory functions of JMJD1C knockdown on Ang II-induced hypertrophic response, whereas metformin reduced the functions of JMJD1C and repressed the hypertrophic response in cardiomyocytes.
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Affiliation(s)
- Shuang Yu
- Department of Cardiology, First Affiliated Hospital of Jiamusi University, Jiamusi, China
| | - Yihong Li
- Department of Cardiology, First Affiliated Hospital of Jiamusi University, Jiamusi, China
| | - Hongwei Zhao
- Department of Emergency, First Affiliated Hospital of Jiamusi University, Jiamusi, China
| | - Qingdong Wang
- Department of Anesthesiology, First Affiliated Hospital of Jiamusi University, Jiamusi, China
| | - Ping Chen
- Department of Obstetrics and Gynecology, First Affiliated Hospital of Jiamusi University, Jiamusi, China
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22
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Wang Y, Zhao Y, Wang H, Zhang C, Wang M, Yang Y, Xu X, Hu Z. Histone demethylase KDM3B protects against ferroptosis by upregulating SLC7A11. FEBS Open Bio 2020; 10:637-643. [PMID: 32107878 PMCID: PMC7137800 DOI: 10.1002/2211-5463.12823] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 02/17/2020] [Accepted: 02/25/2020] [Indexed: 12/16/2022] Open
Abstract
Ferroptosis is a type of adaptive cell death driven by cellular metabolism and iron‐dependent lipid peroxidation. Though multiple genes (including SLC7A11 and GPX4) have been demonstrated to play key roles in ferroptosis, little is known about the epigenetic regulation of this process. Here, we report that KDM3B, a histone H3 lysine 9 demethylase, can protect against ferroptosis induced by Erastin, an inhibitor of SLC7A11. KDM3B overexpression in HT‐1080 cells results in decreased histone H3 lysine 9 methylation. Furthermore, KDM3B upregulates the expression of SLC7A11 through cooperation with the transcription factor ATF4. In summary, we identify here KDM3B as a potential epigenetic regulator of ferroptosis.
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Affiliation(s)
- Yishu Wang
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Yao Zhao
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Haihua Wang
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Chengliang Zhang
- College of Bioscience and Technology, Weifang Medical University, Shandong, China
| | - Meiqi Wang
- College of Bioscience and Technology, Weifang Medical University, Shandong, China
| | - Yong Yang
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Xin Xu
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, China.,College of Bioscience and Technology, Weifang Medical University, Shandong, China
| | - Zhenbo Hu
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, China
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23
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Transcriptional addiction in mixed lineage leukemia: new avenues for target therapies. BLOOD SCIENCE 2019; 1:50-56. [PMID: 35402805 PMCID: PMC8975088 DOI: 10.1097/bs9.0000000000000011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 07/02/2019] [Indexed: 11/25/2022] Open
Abstract
Mixed lineage leukemia (MLL) is an aggressive and refractory blood cancer that predominantly occurs in pediatric patients and is often associated with poor prognosis and dismal outcomes. Thus far, no effective target therapy for the treatment of MLL leukemia is available. MLL leukemia is caused by the rearrangement of MLL genes at 11q23, which generates various MLL chimeric proteins that promote leukemogenesis through transcriptional misregulation of MLL target genes. Biochemical studies on MLL chimeras have identified that the most common partners exist in the superelongation complex (SEC) and DOT1L complex, which activate or sustain MLL target gene expression through processive transcription elongation. The results of these studies indicate a transcription-related mechanism for MLL leukemogenesis and maintenance. In this study, we first review the history of MLL leukemia and its related clinical features. Then, we discuss the biological functions of MLL and MLL chimeras, significant cooperating events, and transcriptional addiction mechanisms in MLL leukemia with an emphasis on potential and rational therapy development. Collectively, we believe that targeting the transcriptional addiction mediated by SEC and the DOT1L complex will provide new avenues for target therapies in MLL leukemia and serve as a novel paradigm for targeting transcriptional addiction in other cancers.
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24
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Molecular mechanisms for stemness maintenance of acute myeloid leukemia stem cells. BLOOD SCIENCE 2019; 1:77-83. [PMID: 35402786 PMCID: PMC8975089 DOI: 10.1097/bs9.0000000000000020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 07/17/2019] [Indexed: 11/26/2022] Open
Abstract
Human acute myeloid leukemia (AML) is a fatal hematologic malignancy characterized with accumulation of myeloid blasts and differentiation arrest. The development of AML is associated with a serial of genetic and epigenetic alterations mainly occurred in hematopoietic stem and progenitor cells (HSPCs), which change HSPC state at the molecular and cellular levels and transform them into leukemia stem cells (LSCs). LSCs play critical roles in leukemia initiation, progression, and relapse, and need to be eradicated to achieve a cure in clinic. Key to successfully targeting LSCs is to fully understand the unique cellular and molecular mechanisms for maintaining their stemness. Here, we discuss LSCs in AML with a focus on identification of unique biological features of these stem cells to decipher the molecular mechanisms of LSC maintenance.
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25
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Yin X, Zhou M, Fu Y, Yang L, Xu M, Sun T, Wang X, Huang T, Chen C. Histone demethylase RBP2 mediates the blast crisis of chronic myeloid leukemia through an RBP2/PTEN/BCR-ABL cascade. Cell Signal 2019; 63:109360. [PMID: 31374292 DOI: 10.1016/j.cellsig.2019.109360] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 07/16/2019] [Accepted: 07/16/2019] [Indexed: 12/19/2022]
Abstract
Epigenetic disorders play a key role in tumorigenesis and development, among which histone methylation abnormalities are common. While patients living with chronic myeloid leukemia in the chronic phase (CML-CP) have a good response to TKI, blastic phase (CML-BP) patients demonstrate poor efficacy and high fatality rates. However, while the mechanism of blast crisis of chronic myeloid leukemia remains unclear, high expression and activation of BCR-ABL are usually related to CML blast crisis transition. We found that histone H3 lysine 4 (H3K4) demethylase RBP2 expression is negatively correlated with BCR-ABL expression, which suggests a regulatory link between these two genes. We also discovered that RBP2 mediates the dephosphorylation of BCR-ABL by directly downregulating PTEN expression, depending on histone demethylase activity, while PTEN targets protein phosphatase activity of BCR-ABL, a phosphatase which directly dephosphorylates BCR-ABL. In clinical specimens, the mRNA expression of RBP2 was found to be positively correlated with that of PTEN. These data suggest that the under-expression of RBP2 promotes blast crisis transition by activating an RBP2/PTEN/BCR-ABL cascade.
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Affiliation(s)
- Xiaolin Yin
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Minran Zhou
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Yue Fu
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Lin Yang
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Man Xu
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Ting Sun
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Xiaoming Wang
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Tao Huang
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China
| | - Chunyan Chen
- Department of Hematology, Qilu Hospital, Shandong University, No. 107,Wenhua Xi Road, Jinan 250012, Shandong, PR China.
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26
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Xu X, Wang L, Hu L, Dirks WG, Zhao Y, Wei Z, Chen D, Li Z, Wang Z, Han Y, Wei L, Drexler HG, Hu Z. Small molecular modulators of JMJD1C preferentially inhibit growth of leukemia cells. Int J Cancer 2019; 146:400-412. [PMID: 31271662 DOI: 10.1002/ijc.32552] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Revised: 06/25/2019] [Accepted: 06/27/2019] [Indexed: 01/08/2023]
Abstract
Histone demethylases are promising therapeutic targets as they play fundamental roles for survival of Mixed lineage leukemia rearranged acute leukemia (MLLr AL). Here we focused on the catalytic Jumonji domain of histone H3 lysine 9 (H3K9) demethylase JMJD1C to screen for potential small molecular modulators from 149,519 natural products and 33,765 Chinese medicine components via virtual screening. JMJD1C Jumonji domain inhibitor 4 (JDI-4) and JDI-12 that share a common structural backbone were detected within the top 15 compounds. Surface plasmon resonance analysis showed that JDI-4 and JDI-12 bind to JMJD1C and its family homolog KDM3B with modest affinity. In vitro demethylation assays showed that JDI-4 can reverse the H3K9 demethylation conferred by KDM3B. In vivo demethylation assays indicated that JDI-4 and JDI-12 could induce the global increase of H3K9 methylation. Cell proliferation and colony formation assays documented that JDI-4 and JDI-12 kill MLLr AL and other malignant hematopoietic cells, but not leukemia cells resistant to JMJD1C depletion or cord blood cells. Furthermore, JDI-16, among multiple compounds structurally akin to JDI-4/JDI-12, exhibits superior killing activities against malignant hematopoietic cells compared to JDI-4/JDI-12. Mechanistically, JDI-16 not only induces apoptosis but also differentiation of MLLr AL cells. RNA sequencing and quantitative PCR showed that JDI-16 induced gene expression associated with cell metabolism; targeted metabolomics revealed that JDI-16 downregulates lactic acids, NADP+ and other metabolites. Moreover, JDI-16 collaborates with all-trans retinoic acid to repress MLLr AML cells. In summary, we identified bona fide JMJD1C inhibitors that induce preferential death of MLLr AL cells.
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Affiliation(s)
- Xin Xu
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China.,College of Bioscience and Technology, Weifang, Shandong, China
| | - Lin Wang
- The School of Physics and Optoelectronic Engineering, Weifang University, Weifang, Shandong, China
| | - Linda Hu
- Upstate Medical University, Syracuse, NY
| | - Wilhelm G Dirks
- Department of Human and Animal Cell Culture, Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Yao Zhao
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
| | - Zhishuai Wei
- College of Bioscience and Technology, Weifang, Shandong, China
| | - Dexiang Chen
- College of Bioscience and Technology, Weifang, Shandong, China
| | - Zhaoliang Li
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
| | - Zhanju Wang
- The Department of Hematology, The Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
| | - Yangyang Han
- College of Bioscience and Technology, Weifang, Shandong, China
| | - Liuya Wei
- College of Pharmacy, Weifang Medical University, Weifang, Shandong, China
| | - Hans G Drexler
- Department of Human and Animal Cell Culture, Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Zhenbo Hu
- Laboratory for Stem Cell and Regenerative Medicine, The Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
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27
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Milan T, Canaj H, Villeneuve C, Ghosh A, Barabé F, Cellot S, Wilhelm BT. Pediatric leukemia: Moving toward more accurate models. Exp Hematol 2019; 74:1-12. [PMID: 31154068 DOI: 10.1016/j.exphem.2019.05.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Revised: 05/19/2019] [Accepted: 05/22/2019] [Indexed: 02/07/2023]
Abstract
Leukemia is a complex genetic disease caused by errors in differentiation, growth, and apoptosis of hematopoietic cells in either lymphoid or myeloid lineages. Large-scale genomic characterization of thousands of leukemia patients has produced a tremendous amount of data that have enabled a better understanding of the differences between adult and pediatric patients. For instance, although phenotypically similar, pediatric and adult myeloid leukemia patients differ in their mutational profiles, typically involving either chromosomal translocations or recurrent single-base-pair mutations, respectively. To elucidate the molecular mechanisms underlying the biology of this cancer, continual efforts have been made to develop more contextually and biologically relevant experimental models. Leukemic cell lines, for example, provide an inexpensive and tractable model but often fail to recapitulate critical aspects of tumor biology. Likewise, murine leukemia models of leukemia have been highly informative but also do not entirely reproduce the human disease. More recent advances in the development of patient-derived xenografts (PDXs) or human models of leukemias are poised to provide a more comprehensive, and biologically relevant, approach to directly assess the impact of the in vivo environment on human samples. In this review, the advantages and limitations of the various current models used to functionally define the genetic requirements of leukemogenesis are discussed.
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MESH Headings
- Adolescent
- Animals
- Cell Differentiation
- Child
- Child, Preschool
- Female
- Heterografts
- Humans
- Infant
- Infant, Newborn
- Leukemia, Myeloid/genetics
- Leukemia, Myeloid/pathology
- Leukemia, Myeloid/therapy
- Male
- Mice
- Neoplasm Transplantation
- Neoplasms, Experimental/genetics
- Neoplasms, Experimental/metabolism
- Neoplasms, Experimental/pathology
- Neoplasms, Experimental/therapy
- Translocation, Genetic
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Affiliation(s)
- Thomas Milan
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC, Canada
| | - Hera Canaj
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC, Canada
| | - Chloe Villeneuve
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC, Canada
| | - Aditi Ghosh
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC, Canada
| | - Frédéric Barabé
- Centre de recherche en infectiologie du CHUL, Centre de recherche du CHU de Québec, Quebec City, QC, Canada; CHU de Québec Hôpital Enfant-Jésus, Quebec City, QC, Canada; Department of Medicine, Université Laval, Quebec City, QC, Canada
| | - Sonia Cellot
- Division of Hematology, Department of Pediatrics, Ste-Justine Hospital, Montréal, Université de Montréal, Montréal, QC, Canada
| | - Brian T Wilhelm
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC, Canada; Department of Medicine, Université de Montréal, Montréal, QC, Canada.
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28
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Izaguirre-Carbonell J, Christiansen L, Burns R, Schmitz J, Li C, Mokry RL, Bluemn T, Zheng Y, Shen J, Carlson KS, Rao S, Wang D, Zhu N. Critical role of Jumonji domain of JMJD1C in MLL-rearranged leukemia. Blood Adv 2019; 3:1499-1511. [PMID: 31076406 PMCID: PMC6517669 DOI: 10.1182/bloodadvances.2018026054] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Accepted: 03/31/2019] [Indexed: 12/30/2022] Open
Abstract
JMJD1C, a member of the lysine demethylase 3 family, is aberrantly expressed in mixed lineage leukemia (MLL) gene-rearranged (MLLr) leukemias. We have shown previously that JMJD1C is required for self-renewal of acute myeloid leukemia (AML) leukemia stem cells (LSCs) but not normal hematopoietic stem cells. However, the domains within JMJD1C that promote LSC self-renewal are unknown. Here, we used clustered regularly interspaced short palindromic repeats (CRISPR)/CRISPR-associated protein-9 nuclease (Cas9) negative-selection screening and identified a requirement for the catalytic Jumonji (JmjC) domain and zinc finger domain for leukemia cell survival in vitro and in vivo. In addition, we found that histone H3 lysine 36 methylation (H3K36me) is a marker for JMJD1C activity at gene loci. Moreover, we performed single cell transcriptome analysis of mouse leukemia cells harboring a single guide RNA (sgRNA) against the JmjC domain and identified increased activation of RAS/MAPK and the JAK-STAT pathway in cells harboring the JmjC sgRNA. We discovered that upregulation of interleukin 3 (IL-3) receptor genes mediates increased activation of IL-3 signaling upon JMJD1C loss or mutation. Along these lines, we observed resistance to JMJD1C loss in MLLr AML bearing activating RAS mutations, suggesting that RAS pathway activation confers resistance to JMJD1C loss. Overall, we discovered the functional importance of the JMJD1C JmjC domain in AML leukemogenesis and a novel interplay between JMJD1C and the IL-3 signaling pathway as a potential resistance mechanism to targeting JMJD1C catalytic activity.
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MESH Headings
- Animals
- CRISPR-Cas Systems/genetics
- Cell Line, Tumor
- Gene Editing
- Histone-Lysine N-Methyltransferase/genetics
- Histones/metabolism
- Humans
- Interleukin-3/metabolism
- Jumonji Domain-Containing Histone Demethylases/chemistry
- Jumonji Domain-Containing Histone Demethylases/genetics
- Jumonji Domain-Containing Histone Demethylases/metabolism
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/pathology
- Mice
- Mice, Inbred C57BL
- Myeloid-Lymphoid Leukemia Protein/genetics
- Oxidoreductases, N-Demethylating/chemistry
- Oxidoreductases, N-Demethylating/genetics
- Oxidoreductases, N-Demethylating/metabolism
- Protein Domains
- RNA, Guide, CRISPR-Cas Systems/metabolism
- Signal Transduction
- Transplantation, Heterologous
- Zinc Fingers/genetics
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Affiliation(s)
| | - Luke Christiansen
- Blood Research Institute, Versiti, Milwaukee, WI; and
- Department of Cell Biology, Neurobiology, and Anatomy
| | - Robert Burns
- Blood Research Institute, Versiti, Milwaukee, WI; and
| | - Jesse Schmitz
- Blood Research Institute, Versiti, Milwaukee, WI; and
| | - Chenxuan Li
- Blood Research Institute, Versiti, Milwaukee, WI; and
| | | | - Theresa Bluemn
- Blood Research Institute, Versiti, Milwaukee, WI; and
- Department of Cell Biology, Neurobiology, and Anatomy
| | - Yongwei Zheng
- Blood Research Institute, Versiti, Milwaukee, WI; and
| | - Jian Shen
- Department of Microbiology and Immunology
| | - Karen-Sue Carlson
- Blood Research Institute, Versiti, Milwaukee, WI; and
- Department of Internal Medicine, and
| | - Sridhar Rao
- Blood Research Institute, Versiti, Milwaukee, WI; and
- Department of Cell Biology, Neurobiology, and Anatomy
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI
| | - Demin Wang
- Blood Research Institute, Versiti, Milwaukee, WI; and
- Department of Microbiology and Immunology
| | - Nan Zhu
- Blood Research Institute, Versiti, Milwaukee, WI; and
- Department of Cell Biology, Neurobiology, and Anatomy
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McCann TS, Sobral LM, Self C, Hsieh J, Sechler M, Jedlicka P. Biology and targeting of the Jumonji-domain histone demethylase family in childhood neoplasia: a preclinical overview. Expert Opin Ther Targets 2019; 23:267-280. [PMID: 30759030 DOI: 10.1080/14728222.2019.1580692] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Abstract
INTRODUCTION Epigenetic mechanisms of gene regulatory control play fundamental roles in developmental morphogenesis, and, as more recently appreciated, are heavily implicated in the onset and progression of neoplastic disease, including cancer. Many epigenetic mechanisms are therapeutically targetable, providing additional incentive for understanding of their contribution to cancer and other types of neoplasia. Areas covered: The Jumonji-domain histone demethylase (JHDM) family exemplifies many of the above traits. This review summarizes the current state of knowledge of the functions and pharmacologic targeting of JHDMs in cancer and other neoplastic processes, with an emphasis on diseases affecting the pediatric population. Expert opinion: To date, the JHDM family has largely been studied in the context of normal development and adult cancers. In contrast, comparatively few studies have addressed JHDM biology in cancer and other neoplastic diseases of childhood, especially solid (non-hematopoietic) neoplasms. Encouragingly, the few available examples support important roles for JHDMs in pediatric neoplasia, as well as potential roles for JHDM pharmacologic inhibition in disease management. Further investigations of JHDMs in cancer and other types of neoplasia of childhood can be expected to both enlighten disease biology and inform new approaches to improve disease outcomes.
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Affiliation(s)
- Tyler S McCann
- a Department of Pathology , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA
| | - Lays M Sobral
- a Department of Pathology , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA
| | - Chelsea Self
- b Department of Pediatrics , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA
| | - Joseph Hsieh
- c Medical Scientist Training Program , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA
| | - Marybeth Sechler
- a Department of Pathology , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA.,d Cancer Biology Program , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA
| | - Paul Jedlicka
- a Department of Pathology , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA.,c Medical Scientist Training Program , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA.,d Cancer Biology Program , University of Colorado Denver, Anschutz Medical Campus , Aurora , CO , USA
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30
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Ge Y, Schuster MB, Pundhir S, Rapin N, Bagger FO, Sidiropoulos N, Hashem N, Porse BT. The splicing factor RBM25 controls MYC activity in acute myeloid leukemia. Nat Commun 2019; 10:172. [PMID: 30635567 PMCID: PMC6329799 DOI: 10.1038/s41467-018-08076-y] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Accepted: 12/07/2018] [Indexed: 11/09/2022] Open
Abstract
Cancer sequencing studies have implicated regulators of pre-mRNA splicing as important disease determinants in acute myeloid leukemia (AML), but the underlying mechanisms have remained elusive. We hypothesized that "non-mutated" splicing regulators may also play a role in AML biology and therefore conducted an in vivo shRNA screen in a mouse model of CEBPA mutant AML. This has led to the identification of the splicing regulator RBM25 as a novel tumor suppressor. In multiple human leukemic cell lines, knockdown of RBM25 promotes proliferation and decreases apoptosis. Mechanistically, we show that RBM25 controls the splicing of key genes, including those encoding the apoptotic regulator BCL-X and the MYC inhibitor BIN1. This mechanism is also operative in human AML patients where low RBM25 levels are associated with high MYC activity and poor outcome. Thus, we demonstrate that RBM25 acts as a regulator of MYC activity and sensitizes cells to increased MYC levels.
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Affiliation(s)
- Ying Ge
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Biotech Research and Innovation Centre, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, Faculty of Health Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark
| | - Mikkel Bruhn Schuster
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Biotech Research and Innovation Centre, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, Faculty of Health Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark
| | - Sachin Pundhir
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Biotech Research and Innovation Centre, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, Faculty of Health Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,The Bioinformatics Centre, Department of Biology, Faculty of Natural Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark
| | - Nicolas Rapin
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Biotech Research and Innovation Centre, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, Faculty of Health Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,The Bioinformatics Centre, Department of Biology, Faculty of Natural Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark
| | - Frederik Otzen Bagger
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Biotech Research and Innovation Centre, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, Faculty of Health Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,The Bioinformatics Centre, Department of Biology, Faculty of Natural Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark
| | - Nikos Sidiropoulos
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark
| | - Nadia Hashem
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Biotech Research and Innovation Centre, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, Faculty of Health Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark
| | - Bo Torben Porse
- The Finsen Laboratory, Rigshospitalet, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark. .,Biotech Research and Innovation Centre, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark. .,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, Faculty of Health Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Ole Maaløes Vej 5, 2200, Copenhagen N, Denmark.
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31
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Lynch JR, Salik B, Connerty P, Vick B, Leung H, Pijning A, Jeremias I, Spiekermann K, Trahair T, Liu T, Haber M, Norris MD, Woo AJ, Hogg P, Wang J, Wang JY. JMJD1C-mediated metabolic dysregulation contributes to HOXA9-dependent leukemogenesis. Leukemia 2019; 33:1400-1410. [DOI: 10.1038/s41375-018-0354-z] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Revised: 10/03/2018] [Accepted: 10/10/2018] [Indexed: 12/20/2022]
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Abstract
The c-Myb gene encodes a transcription factor that regulates cell proliferation, differentiation, and apoptosis through protein-protein interaction and transcriptional regulation of signaling pathways. The protein is frequently overexpressed in human leukemias, breast cancers, and other solid tumors suggesting that it is a bona fide oncogene. c-MYB is often overexpressed by translocation in human tumors with t(6;7)(q23;q34) resulting in c-MYB-TCRβ in T cell ALL, t(X;6)(p11;q23) with c-MYB-GATA1 in acute basophilic leukemia, and t(6;9)(q22-23;p23-24) with c-MYB-NF1B in adenoid cystic carcinoma. Antisense oligonucleotides to c-MYB were developed to purge bone marrow cells to eliminate tumor cells in leukemias. Recently, small molecules that inhibit c-MYB activity have been developed to disrupt its interaction with p300. The Dmp1 (cyclin D binding myb-like protein 1; Dmtf1) gene was isolated through its virtue for binding to cyclin D2. It is a transcription factor that has a Myb-like repeat for DNA binding. The Dmtf1 protein directly binds to the Arf promoter for transactivation and physically interacts with p53 to activate the p53 pathway. The gene is hemizygously deleted in 35-42% of human cancers and is associated with longer survival. The significances of aberrant expression of c-MYB and DMTF1 proteins in human cancers and their clinical significances are discussed.
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Affiliation(s)
- Elizabeth A. Fry
- The Department of Pathology, Wake Forest University School of Medicine, Medical Center Blvd., Winston-Salem, NC 27157 USA
| | - Kazushi Inoue
- The Department of Pathology, Wake Forest University School of Medicine, Medical Center Blvd., Winston-Salem, NC 27157 USA
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33
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Zhang LS, Kang X, Lu J, Zhang Y, Wu X, Wu G, Zheng J, Tuladhar R, Shi H, Wang Q, Morlock L, Yao H, Huang LJS, Maire P, Kim J, Williams N, Xu J, Chen C, Zhang CC, Lum L. Installation of a cancer promoting WNT/SIX1 signaling axis by the oncofusion protein MLL-AF9. EBioMedicine 2019; 39:145-158. [PMID: 30528456 PMCID: PMC6354558 DOI: 10.1016/j.ebiom.2018.11.039] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Revised: 11/16/2018] [Accepted: 11/16/2018] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Chromosomal translocation-induced expression of the chromatin modifying oncofusion protein MLL-AF9 promotes acute myelocytic leukemia (AML). Whereas WNT/β-catenin signaling has previously been shown to support MLL-AF9-driven leukemogenesis, the mechanism underlying this relationship remains unclear. METHODS We used two novel small molecules targeting WNT signaling as well as a genetically modified mouse model that allow targeted deletion of the WNT protein chaperone Wntless (WLS) to evaluate the role of WNT signaling in AML progression. ATAC-seq and transcriptome profiling were deployed to understand the cellular consequences of disrupting a WNT signaling in leukemic initiating cells (LICs). FINDINGS We identified Six1 to be a WNT-controlled target gene in MLL-AF9-transformed leukemic initiating cells (LICs). MLL-AF9 alters the accessibility of Six1 DNA to the transcriptional effector TCF7L2, a transducer of WNT/β-catenin gene expression changes. Disruption of WNT/SIX1 signaling using inhibitors of the Wnt signaling delays the development of AML. INTERPRETATION By rendering TCF/LEF-binding elements controlling Six1 accessible to TCF7L2, MLL-AF9 promotes WNT/β-catenin-dependent growth of LICs. Small molecules disrupting WNT/β-catenin signaling block Six1 expression thereby disrupting leukemia driven by MLL fusion proteins.
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Affiliation(s)
- Li-Shu Zhang
- Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Xunlei Kang
- Department of Physiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Jianming Lu
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Yuannyu Zhang
- Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Children's Medical Center Research Institute, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Xiaofeng Wu
- Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Guojin Wu
- Department of Physiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Junke Zheng
- Department of Physiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Rubina Tuladhar
- Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Heping Shi
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Qiaoling Wang
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Lorraine Morlock
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Huiyu Yao
- Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Lily Jun-Shen Huang
- Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Pascal Maire
- Institut Cochin, Université Paris-Descartes, Centre National de la Recherche Scientifique (CNRS), UMR, 8104, Paris, France; Institut National de la Santé et de la Recherche Médicale (INSERM) U1016, Paris, France
| | - James Kim
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Noelle Williams
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Jian Xu
- Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Children's Medical Center Research Institute, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Chuo Chen
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Cheng Cheng Zhang
- Department of Physiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Lawrence Lum
- Department of Cell Biology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA.
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Xu X, Schneider B. Therapeutic targeting potential of chromatin-associated proteins in MLL-rearranged acute leukemia. Cell Oncol (Dordr) 2018; 42:117-130. [DOI: 10.1007/s13402-018-0414-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/08/2018] [Indexed: 02/07/2023] Open
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35
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TCEA1 regulates the proliferative potential of mouse myeloid cells. Exp Cell Res 2018; 370:551-560. [PMID: 30009791 DOI: 10.1016/j.yexcr.2018.07.020] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Revised: 07/10/2018] [Accepted: 07/11/2018] [Indexed: 01/15/2023]
Abstract
Leukemia is a malignance with complex pathogenesis and poor prognosis. Discovery of noval regulators amenable to leukemia could be of value to gain insight into the pathogenesis, diagnosis and prognosis of leukemia. Here, we conducted a large-scale shRNA library screening for functional regulators in the development of myeloid cells in primary cells. We identified eighteen candidate regulators in the primary screening. Those genes cover a wide range of cellular functions, including gene expression regulation, intracellular signaling transduction, nucleotide excision repair, cell cycle control and transcription regulation. In both primary screening and validation, shRNAs targeting Tcea1, encoding the transcription elongation factor A (SII) 1, exhibited the greatest influence on the proliferative potential of cells. Knocking down the expression of Tcea1 in the 32Dcl3 myeloid cell line led to enhanced proliferation of myeloid cells and blockage of myeloid differentiation induced by G-CSF. In addition, silence of Tcea1 inhibited apoptosis of myeloid cells. Thus, Tcea1 was identified as a gene which can influence the proliferative potential, survival and differentiation of myeloid cells. These findings have implications for how transcriptional elongation influences myeloid cell development and leukemic transformation.
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36
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Peeken JC, Jutzi JS, Wehrle J, Koellerer C, Staehle HF, Becker H, Schoenwandt E, Seeger TS, Schanne DH, Gothwal M, Ott CJ, Gründer A, Pahl HL. Epigenetic regulation of NFE2 overexpression in myeloproliferative neoplasms. Blood 2018; 131:2065-2073. [PMID: 29519804 PMCID: PMC5934799 DOI: 10.1182/blood-2017-10-810622] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Accepted: 02/27/2018] [Indexed: 12/23/2022] Open
Abstract
The transcription factor "nuclear factor erythroid 2" (NFE2) is overexpressed in the majority of patients with myeloproliferative neoplasms (MPNs). In murine models, elevated NFE2 levels cause an MPN phenotype with spontaneous leukemic transformation. However, both the molecular mechanisms leading to NFE2 overexpression and its downstream targets remain incompletely understood. Here, we show that the histone demethylase JMJD1C constitutes a novel NFE2 target gene. JMJD1C levels are significantly elevated in polycythemia vera (PV) and primary myelofibrosis patients; concomitantly, global H3K9me1 and H3K9me2 levels are significantly decreased. JMJD1C binding to the NFE2 promoter is increased in PV patients, decreasing both H3K9me2 levels and binding of the repressive heterochromatin protein-1α (HP1α). Hence, JMJD1C and NFE2 participate in a novel autoregulatory loop. Depleting JMJD1C expression significantly reduced cytokine-independent growth of an MPN cell line. Independently, NFE2 is regulated through the epigenetic JAK2 pathway by phosphorylation of H3Y41. This likewise inhibits HP1α binding. Treatment with decitabine lowered H3Y41ph and augmented H3K9me2 levels at the NFE2 locus in HEL cells, thereby increasing HP1α binding, which normalized NFE2 expression selectively in JAK2V617F-positive cell lines.
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Affiliation(s)
| | - Jonas S Jutzi
- Division of Molecular Hematology
- Spemann Graduate School of Biology and Medicine (SGBM)
- Faculty of Biology, and
| | - Julius Wehrle
- Division of Molecular Hematology
- Berta Ottenstein Program, Faculty of Medicine, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK), Freiburg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | | | | | | | | | | | | | - Christopher J Ott
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA; and
- Department of Medicine, Harvard Medical School, Charlestown, MA
| | | | - Heike L Pahl
- Division of Molecular Hematology
- Spemann Graduate School of Biology and Medicine (SGBM)
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Numata A, Kwok HS, Kawasaki A, Li J, Zhou QL, Kerry J, Benoukraf T, Bararia D, Li F, Ballabio E, Tapia M, Deshpande AJ, Welner RS, Delwel R, Yang H, Milne TA, Taneja R, Tenen DG. The basic helix-loop-helix transcription factor SHARP1 is an oncogenic driver in MLL-AF6 acute myelogenous leukemia. Nat Commun 2018; 9:1622. [PMID: 29692408 PMCID: PMC5915391 DOI: 10.1038/s41467-018-03854-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2017] [Accepted: 03/19/2018] [Indexed: 12/17/2022] Open
Abstract
Acute Myeloid Leukemia (AML) with MLL gene rearrangements demonstrate unique gene expression profiles driven by MLL-fusion proteins. Here, we identify the circadian clock transcription factor SHARP1 as a novel oncogenic target in MLL-AF6 AML, which has the worst prognosis among all subtypes of MLL-rearranged AMLs. SHARP1 is expressed solely in MLL-AF6 AML, and its expression is regulated directly by MLL-AF6/DOT1L. Suppression of SHARP1 induces robust apoptosis of human MLL-AF6 AML cells. Genetic deletion in mice delays the development of leukemia and attenuated leukemia-initiating potential, while sparing normal hematopoiesis. Mechanistically, SHARP1 binds to transcriptionally active chromatin across the genome and activates genes critical for cell survival as well as key oncogenic targets of MLL-AF6. Our findings demonstrate the unique oncogenic role for SHARP1 in MLL-AF6 AML. Gene fusions involving MLL and different partner genes define unique subgroups of acute myelogenous leukemia, but the mechanisms underlying specific subgroups are not fully clear. Here the authors elucidate the mechanisms of MLL-AF6 induced transformation, providing a distinct pathway that involves SHARP1 as a critical target.
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Affiliation(s)
- Akihiko Numata
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Hui Si Kwok
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Akira Kawasaki
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Jia Li
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Qi-Ling Zhou
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Jon Kerry
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, NIHR Oxford Biomedical Research Centre Programme, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DS, UK
| | - Touati Benoukraf
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Deepak Bararia
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Feng Li
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Erica Ballabio
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, NIHR Oxford Biomedical Research Centre Programme, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DS, UK
| | - Marta Tapia
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, NIHR Oxford Biomedical Research Centre Programme, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DS, UK
| | | | - Robert S Welner
- Division of Hematology/Oncology, The University of Alabama at Birmingham, Comprehensive Cancer Center, Birmingham, AL, 35294, USA
| | - Ruud Delwel
- Department of Hematology, Erasmus University Medical Center, 3015 GE, Rotterdam, The Netherlands
| | - Henry Yang
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore
| | - Thomas A Milne
- MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, NIHR Oxford Biomedical Research Centre Programme, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DS, UK
| | - Reshma Taneja
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117593, Singapore.
| | - Daniel G Tenen
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore. .,Harvard Stem Cell Institute, Harvard Medical School, Boston, MA, 02115, USA.
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Heshmati Y, Türköz G, Harisankar A, Kharazi S, Boström J, Dolatabadi EK, Krstic A, Chang D, Månsson R, Altun M, Qian H, Walfridsson J. The chromatin-remodeling factor CHD4 is required for maintenance of childhood acute myeloid leukemia. Haematologica 2018; 103:1169-1181. [PMID: 29599201 PMCID: PMC6029541 DOI: 10.3324/haematol.2017.183970] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2017] [Accepted: 03/23/2018] [Indexed: 01/04/2023] Open
Abstract
Epigenetic alterations contribute to leukemogenesis in childhood acute myeloid leukemia and therefore are of interest for potential therapeutic strategies. Herein, we performed large-scale ribonucleic acid interference screens using small hairpin ribonucleic acids in acute myeloid leukemia cells and non-transformed bone marrow cells to identify leukemia-specific dependencies. One of the target genes displaying the strongest effects on acute myeloid leukemia cell growth and less pronounced effects on nontransformed bone marrow cells, was the chromatin remodeling factor CHD4 Using ribonucleic acid interference and CRISPR-Cas9 approaches, we showed that CHD4 was essential for cell growth of leukemic cells in vitro and in vivo Loss of function of CHD4 in acute myeloid leukemia cells caused an arrest in the G0 phase of the cell cycle as well as downregulation of MYC and its target genes involved in cell cycle progression. Importantly, we found that inhibition of CHD4 conferred anti-leukemic effects on primary childhood acute myeloid leukemia cells and prevented disease progression in a patient-derived xenograft model. Conversely, CHD4 was not required for growth of normal hematopoietic cells. Taken together, our results identified CHD4 as a potential therapeutic target in childhood acute myeloid leukemia.
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Affiliation(s)
- Yaser Heshmati
- Center for Hematology and Regenerative Medicine, Department of Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Gözde Türköz
- Center for Hematology and Regenerative Medicine, Department of Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Aditya Harisankar
- Center for Hematology and Regenerative Medicine, Department of Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Shabnam Kharazi
- Center for Hematology and Regenerative Medicine, Department of Laboratory Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Johan Boström
- Research Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics, Karolinska University Hospital, Stockholm, Sweden
| | - Esmat Kamali Dolatabadi
- Center for Hematology and Regenerative Medicine, Department of Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Aleksandra Krstic
- Center for Hematology and Regenerative Medicine, Department of Laboratory Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - David Chang
- Center for Hematology and Regenerative Medicine, Department of Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Robert Månsson
- Center for Hematology and Regenerative Medicine, Department of Laboratory Medicine, Karolinska University Hospital, Stockholm, Sweden.,Hematology Center, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Mikael Altun
- Research Division of Translational Medicine and Chemical Biology, Department of Medical Biochemistry and Biophysics, Karolinska University Hospital, Stockholm, Sweden
| | - Hong Qian
- Center for Hematology and Regenerative Medicine, Department of Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Julian Walfridsson
- Center for Hematology and Regenerative Medicine, Department of Medicine, Karolinska University Hospital, Stockholm, Sweden
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JMJD1C Ensures Mouse Embryonic Stem Cell Self-Renewal and Somatic Cell Reprogramming through Controlling MicroRNA Expression. Stem Cell Reports 2017; 9:927-942. [PMID: 28826851 PMCID: PMC5599225 DOI: 10.1016/j.stemcr.2017.07.013] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2016] [Revised: 07/14/2017] [Accepted: 07/17/2017] [Indexed: 12/17/2022] Open
Abstract
The roles of histone demethylases (HDMs) for the establishment and maintenance of pluripotency are incompletely characterized. Here, we show that JmjC-domain-containing protein 1c (JMJD1C), an H3K9 demethylase, is required for mouse embryonic stem cell (ESC) self-renewal. Depletion of Jmjd1c leads to the activation of ERK/MAPK signaling and epithelial-to-mesenchymal transition (EMT) to induce differentiation of ESCs. Inhibition of ERK/MAPK signaling rescues the differentiation phenotype caused by Jmjd1c depletion. Mechanistically, JMJD1C, with the help of pluripotency factor KLF4, maintains ESC identity at least in part by regulating the expression of the miR-200 family and miR-290/295 cluster to suppress the ERK/MAPK signaling and EMT. Additionally, we uncover that JMJD1C ensures efficient generation and maintenance of induced pluripotent stem cells, at least partially through controlling the expression of microRNAs. Collectively, we propose an integrated model of epigenetic and transcriptional control mediated by the H3K9 demethylase for ESC self-renewal and somatic cell reprogramming. JMJD1C is required for the maintenance of ESC identity Depletion of Jmjd1c leads to the activation of ERK/MAPK signaling and EMT JMJD1C interplays with KLF4 to activate the expression of miR-200 family JMJD1C ensures efficient induction of pluripotency partially via miR-200 family
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40
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Buerger F, Müller S, Ney N, Weiner J, Heiker JT, Kallendrusch S, Kovacs P, Schleinitz D, Thiery J, Stadler SC, Burkhardt R. Depletion of Jmjd1c impairs adipogenesis in murine 3T3-L1 cells. Biochim Biophys Acta Mol Basis Dis 2017; 1863:1709-1717. [DOI: 10.1016/j.bbadis.2017.05.011] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2016] [Revised: 05/03/2017] [Accepted: 05/09/2017] [Indexed: 02/07/2023]
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41
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Signalome-wide RNAi screen identifies GBA1 as a positive mediator of autophagic cell death. Cell Death Differ 2017; 24:1288-1302. [PMID: 28574511 PMCID: PMC5520177 DOI: 10.1038/cdd.2017.80] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2017] [Revised: 04/12/2017] [Accepted: 04/12/2017] [Indexed: 12/28/2022] Open
Abstract
Activating alternative cell death pathways, including autophagic cell death, is a promising direction to overcome the apoptosis resistance observed in various cancers. Yet, whether autophagy acts as a death mechanism by over consumption of intracellular components is still controversial and remains undefined at the ultrastructural and the mechanistic levels. Here we identified conditions under which resveratrol-treated A549 lung cancer cells die by a mechanism that fulfills the previous definition of autophagic cell death. The cells displayed a strong and sustained induction of autophagic flux, cell death was prevented by knocking down autophagic genes and death occurred in the absence of apoptotic or necroptotic pathway activation. Detailed ultrastructural characterization revealed additional critical events, including a continuous increase over time in the number of autophagic vacuoles, in particular autolysosomes, occupying most of the cytoplasm at terminal stages. This was followed by loss of organelles, disruption of intracellular membranes including the swelling of perinuclear space and, occasionally, a unique type of nuclear shedding. A signalome-wide shRNA-based viability screen was applied to identify positive mediators of this type of autophagic cell death. One top hit was GBA1, the Gaucher disease-associated gene, which encodes glucocerebrosidase, an enzyme that metabolizes glucosylceramide to ceramide and glucose. Interestingly, glucocerebrosidase expression levels and activity were elevated, concomitantly with increased intracellular ceramide levels, both of which correlated in time with the appearance of the unique death characteristics. Transfection with siGBA1 attenuated the increase in glucocerebrosidase activity and the intracellular ceramide levels. Most importantly, GBA1 knockdown prevented the strong increase in LC3 lipidation, and many of the ultrastructural changes characteristic of this type of autophagic cell death, including a significant decrease in cytoplasmic area occupied by autophagic vacuoles. Together, these findings highlight the critical role of GBA1 in mediating enhanced self-consumption of intracellular components and endomembranes, leading to autophagic cell death.
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42
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Xu X, Nagel S, Quentmeier H, Wang Z, Pommerenke C, Dirks WG, Macleod RAF, Drexler HG, Hu Z. KDM3B shows tumor-suppressive activity and transcriptionally regulates HOXA1 through retinoic acid response elements in acute myeloid leukemia. Leuk Lymphoma 2017; 59:204-213. [PMID: 28540746 DOI: 10.1080/10428194.2017.1324156] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
KDM3B reportedly shows both tumor-suppressive and tumor-promoting activities in leukemia. The function of KDM3B is likely cell-type dependent and its seeming functional discordance may reflect its phenotypic dependence on downstream targets. Here, we first showed the underexpression of KDM3B in acute myeloid leukemia (AML) patients and AML cell lines with MLL-AF6/9 or PML-RARA translocations. Overexpression of KDM3B repressed colony formation of AML cell line with 5q deletion. We then performed global microarray profiling to identify potential downstream targets of KDM3B, notably HOXA1, which was verified by real time PCR and Western blotting. We further showed KDM3B binding at retinoic acid response elements (RARE) but not at the promoter region of HOXA1 gene. KDM3B knockdown resulted in increased mono-methylation but decreased di-methylation of H3K9 at RARE while eschewing the promoter region of HOXA1. Collectively, we found that KDM3B exhibits potential tumor-suppressive activity and transcriptionally modulates HOXA1 expression via RARE in AML.
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Affiliation(s)
- Xin Xu
- a Laboratory for Stem Cell and Regenerative Medicine , The Affiliated Hospital of Weifang Medical University , Weifang , Shandong , China
| | - Stefan Nagel
- b Department of Human and Animal Cell Culture , Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures , Braunschweig , Germany
| | - Hilmar Quentmeier
- b Department of Human and Animal Cell Culture , Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures , Braunschweig , Germany
| | - Zhanju Wang
- c Department of Hematology , The Affiliated Hospital of Weifang Medical University , Weifang , Shandong , China
| | - Claudia Pommerenke
- b Department of Human and Animal Cell Culture , Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures , Braunschweig , Germany
| | - Wilhelm G Dirks
- b Department of Human and Animal Cell Culture , Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures , Braunschweig , Germany
| | - Roderick A F Macleod
- b Department of Human and Animal Cell Culture , Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures , Braunschweig , Germany
| | - Hans G Drexler
- b Department of Human and Animal Cell Culture , Leibniz-Institute DSMZ-German Collection of Microorganisms and Cell Cultures , Braunschweig , Germany
| | - Zhenbo Hu
- a Laboratory for Stem Cell and Regenerative Medicine , The Affiliated Hospital of Weifang Medical University , Weifang , Shandong , China.,c Department of Hematology , The Affiliated Hospital of Weifang Medical University , Weifang , Shandong , China
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43
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Tsai CT, So CWE. Epigenetic therapies by targeting aberrant histone methylome in AML: molecular mechanisms, current preclinical and clinical development. Oncogene 2017; 36:1753-1759. [PMID: 27593928 PMCID: PMC5378929 DOI: 10.1038/onc.2016.315] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2016] [Revised: 07/05/2016] [Accepted: 07/17/2016] [Indexed: 02/06/2023]
Abstract
While the current epigenetic drug development is still largely restricted to target DNA methylome, emerging evidence indicates that histone methylome is indeed another major epigenetic determinant for gene expression and frequently deregulated in acute myeloid leukaemia (AML). The recent advances in dissecting the molecular regulation and targeting histone methylome in AML together with the success in developing lead compounds specific to key histone methylation-modifying enzymes have revealed new opportunities for effective leukaemia treatment. In this article, we will review the emerging functions of histone methyltransferases and histone demethylases in AML, especially MLL-rearranged leukaemia. We will also examine recent preclinical and clinical studies that show significant promises of targeting these histone methylation-modifying enzymes for AML treatment.
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Affiliation(s)
- C T Tsai
- Leukaemia and Stem Cell Biology Group, Division of Cancer Studies, Department of Haematological Medicine, King's College London, Denmark Hill Campus, Rayne Institute, London, UK
| | - C W E So
- Leukaemia and Stem Cell Biology Group, Division of Cancer Studies, Department of Haematological Medicine, King's College London, Denmark Hill Campus, Rayne Institute, London, UK
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44
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Dafflon C, Craig VJ, Méreau H, Gräsel J, Schacher Engstler B, Hoffman G, Nigsch F, Gaulis S, Barys L, Ito M, Aguadé-Gorgorió J, Bornhauser B, Bourquin JP, Proske A, Stork-Fux C, Murakami M, Sellers WR, Hofmann F, Schwaller J, Tiedt R. Complementary activities of DOT1L and Menin inhibitors in MLL-rearranged leukemia. Leukemia 2016; 31:1269-1277. [PMID: 27840424 DOI: 10.1038/leu.2016.327] [Citation(s) in RCA: 72] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Revised: 09/16/2016] [Accepted: 10/21/2016] [Indexed: 12/16/2022]
Abstract
Chromosomal rearrangements of the mixed lineage leukemia (MLL/KMT2A) gene leading to oncogenic MLL-fusion proteins occur in ~10% of acute leukemias and are associated with poor clinical outcomes, emphasizing the need for new treatment modalities. Inhibition of the DOT1-like histone H3K79 methyltransferase (DOT1L) is a specific therapeutic approach for such leukemias that is currently being tested in clinical trials. However, in most MLL-rearranged leukemia models responses to DOT1L inhibitors are limited. Here, we performed deep-coverage short hairpin RNA sensitizer screens in DOT1L inhibitor-treated MLL-rearranged leukemia cell lines and discovered that targeting additional nodes of MLL complexes concomitantly with DOT1L inhibition bears great potential for superior therapeutic results. Most notably, combination of a DOT1L inhibitor with an inhibitor of the MLL-Menin interaction markedly enhanced induction of differentiation and cell killing in various MLL disease models including primary leukemia cells, while sparing normal hematopoiesis and leukemias without MLL rearrangements. Gene expression analysis on human and murine leukemic cells revealed that target genes of MLL-fusion proteins and MYC were suppressed more profoundly upon combination treatment. Our findings provide a strong rationale for a novel targeted combination therapy that is expected to improve therapeutic outcomes in patients with MLL-rearranged leukemia.
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Affiliation(s)
- C Dafflon
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - V J Craig
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - H Méreau
- Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - J Gräsel
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - B Schacher Engstler
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - G Hoffman
- Novartis Institutes for BioMedical Research, Developmental and Molecular Pathways, Cambridge, MA, USA
| | - F Nigsch
- Novartis Institutes for BioMedical Research, Developmental and Molecular Pathways, Basel, Switzerland
| | - S Gaulis
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - L Barys
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - M Ito
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - J Aguadé-Gorgorió
- Department of Oncology, University Children's Hospital Zurich, Zurich, Switzerland
| | - B Bornhauser
- Department of Oncology, University Children's Hospital Zurich, Zurich, Switzerland
| | - J-P Bourquin
- Department of Oncology, University Children's Hospital Zurich, Zurich, Switzerland
| | - A Proske
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - C Stork-Fux
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - M Murakami
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - W R Sellers
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Cambridge, MA, USA
| | - F Hofmann
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
| | - J Schwaller
- Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - R Tiedt
- Novartis Institutes for BioMedical Research, Disease Area Oncology, Basel, Switzerland
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45
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Eicher JD, Xue L, Ben-Shlomo Y, Beswick AD, Johnson AD. Replication and hematological characterization of human platelet reactivity genetic associations in men from the Caerphilly Prospective Study (CaPS). J Thromb Thrombolysis 2016; 41:343-50. [PMID: 26519038 DOI: 10.1007/s11239-015-1290-7] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Platelet reactivity, an important factor in hemostasis and chronic disease, has widespread inter-individual variability with a substantial genetic contribution. Previously, our group performed a genome-wide association study of platelet reactivity identifying single nucleotide polymorphisms (SNPs) associated with ADP- and epinephrine- induced aggregation, including SNPs in MRVI1, PIK3CG, JMJD1C, and PEAR1, among others. Here, we assessed the association of these previously identified SNPs with ADP-, thrombin-, and shear- induced platelet aggregation. Additionally, we sought to expand the association of these SNPs with blood cell counts and hemostatic factors. To accomplish this, we examined the association of 12 SNPs with seven platelet reactivity and various hematological measures in 1300 middle-aged men in the Caerphilly Prospective Study. Nine of the examined SNPs showed at least suggestive association with platelet reactivity. The strongest associations were with rs12566888 in PEAR1 to ADP-induced (p = 1.51 × 10(-7)) and thrombin-induced (p = 1.91 × 10(-6)) reactivity in platelet rich plasma. Our results indicate PEAR1 functions in a relatively agonist independent manner, possibly through subsequent intracellular propagation of platelet activation. rs10761741 in JMJD1C showed suggestive association with ADP-induced reactivity (p = 1.35 × 10(-3)), but its strongest associations were with platelet-related cell counts (p = 1.30 × 10(-9)). These associations indicate variation in JMJD1C influences pathways that modulate platelet development as well as those that affect reactivity. Associations with other blood cell counts and hemostatic factors were generally weaker among the tested SNPs, indicating a specificity of these SNPs' function to platelets. Future genome-wide analyses will further assess association of these genes and identify new genes important to platelet biology.
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Affiliation(s)
- John D Eicher
- The Framingham Heart Study, 73 Mt. Wayte Ave. Suite #2, Framingham, MA, 01702, USA.,Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA
| | - Luting Xue
- The Framingham Heart Study, 73 Mt. Wayte Ave. Suite #2, Framingham, MA, 01702, USA.,Biostatistics Program, Boston University, Boston, MA, USA
| | - Yoav Ben-Shlomo
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | | | - Andrew D Johnson
- The Framingham Heart Study, 73 Mt. Wayte Ave. Suite #2, Framingham, MA, 01702, USA. .,Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA.
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46
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The EMT regulator ZEB2 is a novel dependency of human and murine acute myeloid leukemia. Blood 2016; 129:497-508. [PMID: 27756750 DOI: 10.1182/blood-2016-05-714493] [Citation(s) in RCA: 60] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2016] [Accepted: 10/07/2016] [Indexed: 01/01/2023] Open
Abstract
Acute myeloid leukemia (AML) is a heterogeneous disease with complex molecular pathophysiology. To systematically characterize AML's genetic dependencies, we conducted genome-scale short hairpin RNA screens in 17 AML cell lines and analyzed dependencies relative to parallel screens in 199 cell lines of other cancer types. We identified 353 genes specifically required for AML cell proliferation. To validate the in vivo relevance of genetic dependencies observed in human cell lines, we performed a secondary screen in a syngeneic murine AML model driven by the MLL-AF9 oncogenic fusion protein. Integrating the results of these interference RNA screens and additional gene expression data, we identified the transcription factor ZEB2 as a novel AML dependency. ZEB2 depletion impaired the proliferation of both human and mouse AML cells and resulted in aberrant differentiation of human AML cells. Mechanistically, we showed that ZEB2 transcriptionally represses genes that regulate myeloid differentiation, including genes involved in cell adhesion and migration. In addition, we found that epigenetic silencing of the miR-200 family microRNAs affects ZEB2 expression. Our results extend the role of ZEB2 beyond regulating epithelial-mesenchymal transition (EMT) and establish ZEB2 as a novel regulator of AML proliferation and differentiation.
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47
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Riemke P, Czeh M, Fischer J, Walter C, Ghani S, Zepper M, Agelopoulos K, Lettermann S, Gebhardt ML, Mah N, Weilemann A, Grau M, Gröning V, Haferlach T, Lenze D, Delwel R, Prinz M, Andrade-Navarro MA, Lenz G, Dugas M, Müller-Tidow C, Rosenbauer F. Myeloid leukemia with transdifferentiation plasticity developing from T-cell progenitors. EMBO J 2016; 35:2399-2416. [PMID: 27572462 DOI: 10.15252/embj.201693927] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2016] [Revised: 07/25/2016] [Accepted: 07/27/2016] [Indexed: 11/09/2022] Open
Abstract
Unfavorable patient survival coincides with lineage plasticity observed in human acute leukemias. These cases are assumed to arise from hematopoietic stem cells, which have stable multipotent differentiation potential. However, here we report that plasticity in leukemia can result from instable lineage identity states inherited from differentiating progenitor cells. Using mice with enhanced c-Myc expression, we show, at the single-cell level, that T-lymphoid progenitors retain broad malignant lineage potential with a high capacity to differentiate into myeloid leukemia. These T-cell-derived myeloid blasts retain expression of a defined set of T-cell transcription factors, creating a lymphoid epigenetic memory that confers growth and propagates myeloid/T-lymphoid plasticity. Based on these characteristics, we identified a correlating human leukemia cohort and revealed targeting of Jak2/Stat3 signaling as a therapeutic possibility. Collectively, our study suggests the thymus as a source for myeloid leukemia and proposes leukemic plasticity as a driving mechanism. Moreover, our results reveal a pathway-directed therapy option against thymus-derived myeloid leukemogenesis and propose a model in which dynamic progenitor differentiation states shape unique neoplastic identities and therapy responses.
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Affiliation(s)
- Pia Riemke
- Institute of Molecular Tumor Biology, University of Münster, Münster, Germany
| | - Melinda Czeh
- Institute of Molecular Tumor Biology, University of Münster, Münster, Germany
| | - Josephine Fischer
- Institute of Molecular Tumor Biology, University of Münster, Münster, Germany
| | - Carolin Walter
- Institute of Medical Informatics, University of Münster, Münster, Germany
| | - Saeed Ghani
- Department of Hematology, Oncology, and Tumor Immunology, Robert-Rössle-Clinic, Berlin, Germany
| | - Matthias Zepper
- Institute of Molecular Tumor Biology, University of Münster, Münster, Germany
| | - Konstantin Agelopoulos
- Department of Dermatology, Competence Center Chronic Pruritus University of Münster, Münster, Germany
| | - Stephanie Lettermann
- Molecular Hematology and Oncology, Medical Clinics A, University of Münster, Münster, Germany
| | - Marie L Gebhardt
- Department of Computational Biology and Data Mining, Max-Delbrück-Center for Molecular Medicine, Berlin, Germany
| | - Nancy Mah
- Berlin-Brandenburger Center for Regenerative Therapies, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Andre Weilemann
- Translational Oncology, Medical Clinics A, University of Münster, Münster, Germany.,Cluster of Excellence EXC 1003, Cells in Motion, Münster, Germany
| | - Michael Grau
- Translational Oncology, Medical Clinics A, University of Münster, Münster, Germany.,Cluster of Excellence EXC 1003, Cells in Motion, Münster, Germany
| | - Verena Gröning
- Institute of Molecular Tumor Biology, University of Münster, Münster, Germany
| | | | - Dido Lenze
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Ruud Delwel
- Department of Hematology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Marco Prinz
- Institute of Neuropathology, University of Freiburg, Freiburg, Germany.,BIOSS Centre for Biological Signalling Studies, University of Freiburg, Freiburg, Germany
| | - Miguel A Andrade-Navarro
- Department of Medical Informatics and Biomathematics, Institute of Molecular Biology Johannes Gutenberg University of Mainz, Mainz, Germany
| | - Georg Lenz
- Translational Oncology, Medical Clinics A, University of Münster, Münster, Germany.,Cluster of Excellence EXC 1003, Cells in Motion, Münster, Germany
| | - Martin Dugas
- Institute of Medical Informatics, University of Münster, Münster, Germany
| | - Carsten Müller-Tidow
- Department of Internal Medicine, Hematology and Oncology, University of Halle-Wittenberg, Halle, Germany
| | - Frank Rosenbauer
- Institute of Molecular Tumor Biology, University of Münster, Münster, Germany
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48
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Tajuddin SM, Schick UM, Eicher JD, Chami N, Giri A, Brody JA, Hill WD, Kacprowski T, Li J, Lyytikäinen LP, Manichaikul A, Mihailov E, O'Donoghue ML, Pankratz N, Pazoki R, Polfus LM, Smith AV, Schurmann C, Vacchi-Suzzi C, Waterworth DM, Evangelou E, Yanek LR, Burt A, Chen MH, van Rooij FJA, Floyd JS, Greinacher A, Harris TB, Highland HM, Lange LA, Liu Y, Mägi R, Nalls MA, Mathias RA, Nickerson DA, Nikus K, Starr JM, Tardif JC, Tzoulaki I, Velez Edwards DR, Wallentin L, Bartz TM, Becker LC, Denny JC, Raffield LM, Rioux JD, Friedrich N, Fornage M, Gao H, Hirschhorn JN, Liewald DCM, Rich SS, Uitterlinden A, Bastarache L, Becker DM, Boerwinkle E, de Denus S, Bottinger EP, Hayward C, Hofman A, Homuth G, Lange E, Launer LJ, Lehtimäki T, Lu Y, Metspalu A, O'Donnell CJ, Quarells RC, Richard M, Torstenson ES, Taylor KD, Vergnaud AC, Zonderman AB, Crosslin DR, Deary IJ, Dörr M, Elliott P, Evans MK, Gudnason V, Kähönen M, Psaty BM, Rotter JI, Slater AJ, Dehghan A, White HD, Ganesh SK, Loos RJF, Esko T, Faraday N, Wilson JG, Cushman M, Johnson AD, Edwards TL, Zakai NA, Lettre G, Reiner AP, Auer PL. Large-Scale Exome-wide Association Analysis Identifies Loci for White Blood Cell Traits and Pleiotropy with Immune-Mediated Diseases. Am J Hum Genet 2016; 99:22-39. [PMID: 27346689 DOI: 10.1016/j.ajhg.2016.05.003] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2016] [Accepted: 05/03/2016] [Indexed: 12/11/2022] Open
Abstract
White blood cells play diverse roles in innate and adaptive immunity. Genetic association analyses of phenotypic variation in circulating white blood cell (WBC) counts from large samples of otherwise healthy individuals can provide insights into genes and biologic pathways involved in production, differentiation, or clearance of particular WBC lineages (myeloid, lymphoid) and also potentially inform the genetic basis of autoimmune, allergic, and blood diseases. We performed an exome array-based meta-analysis of total WBC and subtype counts (neutrophils, monocytes, lymphocytes, basophils, and eosinophils) in a multi-ancestry discovery and replication sample of ∼157,622 individuals from 25 studies. We identified 16 common variants (8 of which were coding variants) associated with one or more WBC traits, the majority of which are pleiotropically associated with autoimmune diseases. Based on functional annotation, these loci included genes encoding surface markers of myeloid, lymphoid, or hematopoietic stem cell differentiation (CD69, CD33, CD87), transcription factors regulating lineage specification during hematopoiesis (ASXL1, IRF8, IKZF1, JMJD1C, ETS2-PSMG1), and molecules involved in neutrophil clearance/apoptosis (C10orf54, LTA), adhesion (TNXB), or centrosome and microtubule structure/function (KIF9, TUBD1). Together with recent reports of somatic ASXL1 mutations among individuals with idiopathic cytopenias or clonal hematopoiesis of undetermined significance, the identification of a common regulatory 3' UTR variant of ASXL1 suggests that both germline and somatic ASXL1 mutations contribute to lower blood counts in otherwise asymptomatic individuals. These association results shed light on genetic mechanisms that regulate circulating WBC counts and suggest a prominent shared genetic architecture with inflammatory and autoimmune diseases.
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Affiliation(s)
- Salman M Tajuddin
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, NIH, Baltimore, MD 21224, USA
| | - Ursula M Schick
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - John D Eicher
- Population Sciences Branch, National Heart Lung and Blood Institute, The Framingham Heart Study, Framingham, MA 01702, USA
| | - Nathalie Chami
- Department of Medicine, Université de Montréal, Montréal, QC H3T 1J4, Canada; Montreal Heart Institute, Montréal, QC H1T 1C8, Canada
| | - Ayush Giri
- Division of Epidemiology, Institute for Medicine and Public Health, Vanderbilt University, Nashville, TN 37235, USA
| | - Jennifer A Brody
- Department of Medicine, University of Washington, Seattle, WA 98101, USA
| | - W David Hill
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Tim Kacprowski
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald and Ernst-Mortiz-Arndt University Greifswald, Greifswald 17475, Germany; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Jin Li
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Palo Alto, CA 94305, USA
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland; Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Ani Manichaikul
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA
| | - Evelin Mihailov
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Michelle L O'Donoghue
- TIMI Study Group, Cardiovascular Division, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Nathan Pankratz
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN 55454, USA
| | - Raha Pazoki
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands
| | - Linda M Polfus
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Albert Vernon Smith
- Icelandic Heart Association, 201 Kopavogur, Iceland; Faculty of Medicine, University of Iceland, 101 Reykjavik, Iceland
| | - Claudia Schurmann
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Caterina Vacchi-Suzzi
- Department of Family, Population and Preventive Medicine, Stony Brook University, Stony Brook, NY 11794, USA
| | - Dawn M Waterworth
- Genetics, Target Sciences, GlaxoSmithKline, King of Prussia, PA 19406, USA
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK; Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina 45110, Greece
| | - Lisa R Yanek
- Department of Medicine, Division of General Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Amber Burt
- Division of Medical Genetics, Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Ming-Huei Chen
- Population Sciences Branch, National Heart Lung and Blood Institute, The Framingham Heart Study, Framingham, MA 01702, USA
| | - Frank J A van Rooij
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands
| | - James S Floyd
- Department of Medicine, University of Washington, Seattle, WA 98101, USA
| | - Andreas Greinacher
- Institute for Immunology and Transfusion Medicine, University Medicine Greifswald, Greifswald 17475, Germany
| | - Tamara B Harris
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, Intramural Research Program, NIH, Bethesda, MD 20892, USA
| | - Heather M Highland
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX 77030, USA; Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Leslie A Lange
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27514, USA
| | - Yongmei Liu
- Center for Human Genetics, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Mike A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, NIH, Bethesda, MD 20892, USA
| | - Rasika A Mathias
- Department of Medicine, Divisions of Allergy and Clinical Immunology and General Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Deborah A Nickerson
- Department of Genome Sciences, School of Medicine, University of Washington, Seattle, WA 98105, USA
| | - Kjell Nikus
- Department of Cardiology, Heart Center, Tampere University Hospital, Tampere 33521, Finland; University of Tampere School of Medicine, Tampere 33014, Finland
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Alzheimer Scotland Dementia Research Centre, Edinburgh EH8 9JZ, UK
| | - Jean-Claude Tardif
- Department of Medicine, Université de Montréal, Montréal, QC H3T 1J4, Canada; Montreal Heart Institute, Montréal, QC H1T 1C8, Canada
| | - Ioanna Tzoulaki
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK; Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina 45110, Greece
| | - Digna R Velez Edwards
- Vanderbilt Epidemiology Center, Department of Obstetrics and Gynecology, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN 37203, USA
| | - Lars Wallentin
- Department of Medical Sciences, Cardiology, and Uppsala Clinical Research Center, Uppsala University, 751 85 Uppsala, Sweden
| | - Traci M Bartz
- Department of Biostatistics, University of Washington, Seattle, WA 98195, USA
| | - Lewis C Becker
- Department of Medicine, Divisions of Cardiology and General Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Joshua C Denny
- Department of Biomedical Informatics, School of Medicine, Vanderbilt University, Nashville, TN 37203, USA
| | - Laura M Raffield
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27514, USA
| | - John D Rioux
- Department of Medicine, Université de Montréal, Montréal, QC H3T 1J4, Canada; Montreal Heart Institute, Montréal, QC H1T 1C8, Canada
| | - Nele Friedrich
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany; Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald 13347, Germany
| | - Myriam Fornage
- Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - He Gao
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Joel N Hirschhorn
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA 02142, USA; Department of Endocrinology, Boston Children's Hospital, Boston, MA 02115, USA
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA
| | - Andre Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands; Department of Internal Medicine, Erasmus University Medical Center, Rotterdam 3000, the Netherlands; Netherlands Consortium for Healthy Ageing (NCHA), Rotterdam 3015, the Netherlands
| | - Lisa Bastarache
- Department of Biomedical Informatics, School of Medicine, Vanderbilt University, Nashville, TN 37203, USA
| | - Diane M Becker
- Department of Medicine, Division of General Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX 77030, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Simon de Denus
- Montreal Heart Institute, Montréal, QC H1T 1C8, Canada; Faculty of Pharmacy, Université de Montréal, Montréal, QC H3T 1J4, Canada
| | - Erwin P Bottinger
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands; Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA 02115, USA
| | - Georg Homuth
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald and Ernst-Mortiz-Arndt University Greifswald, Greifswald 17475, Germany
| | - Ethan Lange
- Departments of Genetics and Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Lenore J Launer
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, Intramural Research Program, NIH, Bethesda, MD 20892, USA
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland; Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Chris J O'Donnell
- National Heart, Lung, and Blood Institute, The Framingham Heart Study, Framingham, MA 01702, USA; Cardiology Section and Center for Population Genomics, Boston Veteran's Administration (VA) Healthcare, Boston, MA 02118, USA
| | - Rakale C Quarells
- Morehouse School of Medicine, Social Epidemiology Research Center, Cardiovascular Research Institute, Atlanta, GA 30310, USA
| | - Melissa Richard
- Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Eric S Torstenson
- Division of Epidemiology, Institute for Medicine and Public Health, Vanderbilt University, Nashville, TN 37235, USA
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, Torrance, CA 90502, USA; Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Anne-Claire Vergnaud
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Alan B Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, NIH, Baltimore, MD 21224, USA
| | - David R Crosslin
- Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA 98195, USA
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Marcus Dörr
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany; Department of Cardiology, University Medicine Greifswald, Greifswald 17475, Germany
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London W2 1PG, UK
| | - Michele K Evans
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, NIH, Baltimore, MD 21224, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, 201 Kopavogur, Iceland; Faculty of Medicine, University of Iceland, 101 Reykjavik, Iceland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere 33521, Finland; Department of Clinical Physiology, University of Tampere School of Medicine, Tampere 33014, Finland
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Epidemiology, Health Services, and Medicine, University of Washington, Seattle, WA 98101, USA; Group Health Research Institute, Group Health Cooperative, Seattle, WA 98101, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, Torrance, CA 90502, USA; Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Andrew J Slater
- OmicSoft Corporation, Cary, NC 27513, USA; Genetics, Target Sciences, GlaxoSmithKline, Research Triangle Park, NC 27709, USA
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000, the Netherlands
| | - Harvey D White
- Green Lane Cardiovascular Service, Auckland City Hospital and University of Auckland, Auckland 1142, New Zealand
| | - Santhi K Ganesh
- Departments of Internal Medicine and Human Genetics, University of Michigan, Ann Arbor, MI 48108, USA
| | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Mindich Child Health and Development Institute, The Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia; Program in Medical and Population Genetics, Broad Institute, Cambridge, MA 02142, USA
| | - Nauder Faraday
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - James G Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Mary Cushman
- Division of Hematology Oncology, Department of Medicine, The University of Vermont, Colchester, VT 05446, USA
| | - Andrew D Johnson
- Population Sciences Branch, National Heart Lung and Blood Institute, The Framingham Heart Study, Framingham, MA 01702, USA
| | - Todd L Edwards
- Division of Epidemiology, Department of Medicine, Institute for Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN 37203, USA
| | - Neil A Zakai
- Division of Hematology Oncology, Department of Medicine, The University of Vermont, Colchester, VT 05446, USA
| | - Guillaume Lettre
- Department of Medicine, Université de Montréal, Montréal, QC H3T 1J4, Canada; Montreal Heart Institute, Montréal, QC H1T 1C8, Canada
| | - Alex P Reiner
- Department of Epidemiology, University of Washington, Seattle, WA 98195, USA; Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA.
| | - Paul L Auer
- Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, WI 53205, USA.
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Andricovich J, Kai Y, Tzatsos A. Lysine-specific histone demethylases in normal and malignant hematopoiesis. Exp Hematol 2016; 44:778-782. [PMID: 27208808 DOI: 10.1016/j.exphem.2016.05.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2016] [Accepted: 05/07/2016] [Indexed: 12/17/2022]
Abstract
The epigenetic control of gene expression is central to the development of the hematopoietic system and the execution of lineage-specific transcriptional programs. During the last 10 years, mounting evidence has implicated the family of lysine-specific histone demethylases as critical regulators of normal hematopoiesis, whereas their deregulation is found in a broad spectrum of hematopoietic malignancies. Here, we review recent findings on the role of these enzymes in normal and malignant hematopoiesis and highlight how aberrant epigenetic regulation facilitates hematopoietic cell transformation through subversion of cell fate and lineage commitment programs.
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Affiliation(s)
- Jaclyn Andricovich
- Cancer Epigenetics Laboratory, Department of Anatomy and Regenerative Biology, George Washington University, Washington DC, USA; George Washington University Cancer Center, School of Medicine and Health Sciences, George Washington University, Washington DC, USA.
| | - Yan Kai
- Cancer Epigenetics Laboratory, Department of Anatomy and Regenerative Biology, George Washington University, Washington DC, USA; Department of Physics, George Washington University, Washington DC, USA
| | - Alexandros Tzatsos
- Cancer Epigenetics Laboratory, Department of Anatomy and Regenerative Biology, George Washington University, Washington DC, USA; George Washington University Cancer Center, School of Medicine and Health Sciences, George Washington University, Washington DC, USA.
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50
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Li C, Zhu B, Chen J, Huang X. Feature genes predicting the FLT3/ITD mutation in acute myeloid leukemia. Mol Med Rep 2016; 14:89-94. [PMID: 27177049 PMCID: PMC4918602 DOI: 10.3892/mmr.2016.5260] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2015] [Accepted: 02/25/2016] [Indexed: 01/17/2023] Open
Abstract
In the present study, gene expression profiles of acute myeloid leukemia (AML) samples were analyzed to identify feature genes with the capacity to predict the mutation status of FLT3/ITD. Two machine learning models, namely the support vector machine (SVM) and random forest (RF) methods, were used for classification. Four datasets were downloaded from the European Bioinformatics Institute, two of which (containing 371 samples, including 281 FLT3/ITD mutation-negative and 90 mutation-positive samples) were randomly defined as the training group, while the other two datasets (containing 488 samples, including 350 FLT3/ITD mutation-negative and 138 mutation-positive samples) were defined as the test group. Differentially expressed genes (DEGs) were identified by significance analysis of the micro-array data by using the training samples. The classification efficiency of the SCM and RF methods was evaluated using the following parameters: Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV) and the area under the receiver operating characteristic curve. Functional enrichment analysis was performed for the feature genes with DAVID. A total of 585 DEGs were identified in the training group, of which 580 were upregulated and five were downregulated. The classification accuracy rates of the two methods for the training group, the test group and the combined group using the 585 feature genes were >90%. For the SVM and RF methods, the rates of correct determination, specificity and PPV were >90%, while the sensitivity and NPV were >80%. The SVM method produced a slightly better classification effect than the RF method. A total of 13 biological pathways were overrepresented by the feature genes, mainly involving energy metabolism, chromatin organization and translation. The feature genes identified in the present study may be used to predict the mutation status of FLT3/ITD in patients with AML.
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Affiliation(s)
- Chenglong Li
- Department of Hematology, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu, Sichuan 610072, P.R. China
| | - Biao Zhu
- Department of Hematology, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu, Sichuan 610072, P.R. China
| | - Jiao Chen
- Department of Hematology, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu, Sichuan 610072, P.R. China
| | - Xiaobing Huang
- Department of Hematology, Sichuan Academy of Medical Sciences and Sichuan Provincial People's Hospital, Chengdu, Sichuan 610072, P.R. China
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