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Pospiech M, Beckford J, Kumar AMS, Tamizharasan M, Brito J, Liang G, Mangul S, Alachkar H. The DNA methylation landscape across the TCR loci in patients with acute myeloid leukemia. Int Immunopharmacol 2024; 138:112376. [PMID: 38917523 DOI: 10.1016/j.intimp.2024.112376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Revised: 05/09/2024] [Accepted: 05/28/2024] [Indexed: 06/27/2024]
Abstract
The capacity of T cells to initiate anti-leukemia immune responses is determined by the ability of their receptors (TCRs) to recognize leukemia neoantigens. Epigenetic mechanisms including DNA methylation contribute to shaping the TCR repertoire composition and diversity. The DNA hypomethylating agents (HMAs) have been widely used in the treatment of acute myeloid leukemia (AML) and myelodysplastic syndrome (MDS). Whether DNA HMAs directly influence TCR gene loci methylation patterns remains unknown. By analyzing public datasets, we compared methylation patterns across TCR loci in AML patients and healthy controls. We also explored how HMAs influence TCR loci DNA methylation in patients with AML. While methylation patterns are largely conserved across the TCR loci, certain V genes exhibit high interindividual variability. Although overall methylation levels within the TCR loci did not show significant differences, specific sites, including 32 TRAV and 12 TRBV sites exhibited distinct methylation patterns when comparing T cells from healthy donors to those from patients with AML. In leukemic cells, decitabine treatment demethylates sites across the TRAV and TRBV genes. While not as significant, a similar pattern of demethylation is observed in T cells. Pretreatment AML samples exhibit higher methylation beta values in differentially methylated positions (DMPs) compared with non-DMPs. Methylation levels of certain TRAV and TRBV genes in leukemic cells are associated with patients' risk status. The presence of disease specific TCR loci methylated signatures that are associated with clinical outcome presents an opportunity for therapeutic intervention. HMAs can modulate the TCR loci methylation patterns, yet whether they could reprogram the TCR repertoire composition remains to be explored.
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MESH Headings
- Humans
- DNA Methylation
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/immunology
- Decitabine/pharmacology
- Decitabine/therapeutic use
- Receptors, Antigen, T-Cell/genetics
- T-Lymphocytes/immunology
- Epigenesis, Genetic
- Antimetabolites, Antineoplastic/therapeutic use
- Antimetabolites, Antineoplastic/pharmacology
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Affiliation(s)
- Mateusz Pospiech
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, the United States of America
| | - John Beckford
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, the United States of America
| | - Advaith Maya Sanjeev Kumar
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, the United States of America; Department of Computer Science, University of Southern California, Los Angeles, CA, the United States of America
| | - Mukund Tamizharasan
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, the United States of America; Department of Computer Science, University of Southern California, Los Angeles, CA, the United States of America
| | - Jaqueline Brito
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, the United States of America
| | - Gangning Liang
- Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, the United States of America
| | - Serghei Mangul
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, the United States of America
| | - Houda Alachkar
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, the United States of America.
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2
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Yu PC, Hou D, Chang B, Liu N, Xu CH, Chen X, Hu CL, Liu T, Wang X, Zhang Q, Liu P, Jiang Y, Fei MY, Zong LJ, Zhang JY, Liu H, Chen BY, Chen SB, Wang Y, Li ZJ, Li X, Deng CH, Ren YY, Zhao M, Jiang S, Wang R, Jin J, Yang S, Xue K, Shi J, Chang CK, Shen S, Wang Z, He PC, Chen Z, Chen SJ, Sun XJ, Wang L. SMARCA5 reprograms AKR1B1-mediated fructose metabolism to control leukemogenesis. Dev Cell 2024; 59:1954-1971.e7. [PMID: 38776924 DOI: 10.1016/j.devcel.2024.04.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 03/13/2024] [Accepted: 04/30/2024] [Indexed: 05/25/2024]
Abstract
A significant variation in chromatin accessibility is an epigenetic feature of leukemia. The cause of this variation in leukemia, however, remains elusive. Here, we identify SMARCA5, a core ATPase of the imitation switch (ISWI) chromatin remodeling complex, as being responsible for aberrant chromatin accessibility in leukemia cells. We find that SMARCA5 is required to maintain aberrant chromatin accessibility for leukemogenesis and then promotes transcriptional activation of AKR1B1, an aldo/keto reductase, by recruiting transcription co-activator DDX5 and transcription factor SP1. Higher levels of AKR1B1 are associated with a poor prognosis in leukemia patients and promote leukemogenesis by reprogramming fructose metabolism. Moreover, pharmacological inhibition of AKR1B1 has been shown to have significant therapeutic effects in leukemia mice and leukemia patient cells. Thus, our findings link the aberrant chromatin state mediated by SMARCA5 to AKR1B1-mediated endogenous fructose metabolism reprogramming and shed light on the essential role of AKR1B1 in leukemogenesis, which may provide therapeutic strategies for leukemia.
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Affiliation(s)
- Peng-Cheng Yu
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China; Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Dan Hou
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Binhe Chang
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Na Liu
- Department of Hematology, Institute of Hematology, Shanghai Changhai Hospital, Naval Medical University, Shanghai 200433, China
| | - Chun-Hui Xu
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Xinchi Chen
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Cheng-Long Hu
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Ting Liu
- Key Laboratory of Pediatric Hematology & Oncology of the Ministry of Health of China, Department of Hematology & Oncology, Shanghai Children's Medical Center, School of Medicine, Shanghai Jiao Tong University, Shanghai 200127, China
| | - Xiaoning Wang
- Department of Hematology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| | - Qunling Zhang
- Department of Medical Oncology, Fudan University, Shanghai 200032, China; Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Ping Liu
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Yilun Jiang
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Ming-Yue Fei
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Li-Juan Zong
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Jia-Ying Zhang
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Hui Liu
- Key Laboratory of Pediatric Hematology & Oncology of the Ministry of Health of China, Department of Hematology & Oncology, Shanghai Children's Medical Center, School of Medicine, Shanghai Jiao Tong University, Shanghai 200127, China
| | - Bing-Yi Chen
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Shu-Bei Chen
- School of Life Sciences & Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Yong Wang
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Zi-Juan Li
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Xiya Li
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Chu-Han Deng
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Yi-Yi Ren
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Muying Zhao
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Shiyu Jiang
- Department of Medical Oncology, Fudan University, Shanghai 200032, China; Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Roujia Wang
- Department of Hematology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai 200233, China
| | - Jiacheng Jin
- Department of Hematology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai 200233, China
| | - Shaoxin Yang
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200011, China
| | - Kai Xue
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Jun Shi
- Department of Hematology, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200011, China
| | - Chun-Kang Chang
- Department of Hematology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai 200233, China
| | - Shuhong Shen
- Key Laboratory of Pediatric Hematology & Oncology of the Ministry of Health of China, Department of Hematology & Oncology, Shanghai Children's Medical Center, School of Medicine, Shanghai Jiao Tong University, Shanghai 200127, China
| | - Zhikai Wang
- MOE Key Laboratory for Membraneless Organelles and Cellular Dynamics, University of Science and Technology of China, Hefei 230027, China
| | - Peng-Cheng He
- Department of Hematology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| | - Zhu Chen
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Sai-Juan Chen
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Xiao-Jian Sun
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China; School of Life Sciences & Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Lan Wang
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China.
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3
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Yasumizu Y, Hagiwara M, Umezu Y, Fuji H, Iwaisako K, Asagiri M, Uemoto S, Nakamura Y, Thul S, Ueyama A, Yokoi K, Tanemura A, Nose Y, Saito T, Wada H, Kakuda M, Kohara M, Nojima S, Morii E, Doki Y, Sakaguchi S, Ohkura N. Neural-net-based cell deconvolution from DNA methylation reveals tumor microenvironment associated with cancer prognosis. NAR Cancer 2024; 6:zcae022. [PMID: 38751935 PMCID: PMC11094754 DOI: 10.1093/narcan/zcae022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Revised: 04/18/2024] [Accepted: 05/01/2024] [Indexed: 05/18/2024] Open
Abstract
DNA methylation is a pivotal epigenetic modification that defines cellular identity. While cell deconvolution utilizing this information is considered useful for clinical practice, current methods for deconvolution are limited in their accuracy and resolution. In this study, we collected DNA methylation data from 945 human samples derived from various tissues and tumor-infiltrating immune cells and trained a neural network model with them. The model, termed MEnet, predicted abundance of cell population together with the detailed immune cell status from bulk DNA methylation data, and showed consistency to those of flow cytometry and histochemistry. MEnet was superior to the existing methods in the accuracy, speed, and detectable cell diversity, and could be applicable for peripheral blood, tumors, cell-free DNA, and formalin-fixed paraffin-embedded sections. Furthermore, by applying MEnet to 72 intrahepatic cholangiocarcinoma samples, we identified immune cell profiles associated with cancer prognosis. We believe that cell deconvolution by MEnet has the potential for use in clinical settings.
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Affiliation(s)
- Yoshiaki Yasumizu
- Department of Experimental Immunology, Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, Suita, Osaka, Japan
| | - Masaki Hagiwara
- Department of Experimental Immunology, Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- Department of Basic Research in Tumor Immunology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
- Pharmaceutical Research Division, Shionogi & Co., Ltd., Toyonaka, Osaka, Japan
| | - Yuto Umezu
- Faculty of Medicine, Osaka University, Suita, Osaka, Japan
| | - Hiroaki Fuji
- Department of Hepato-Biliary-Pancreatic Surgery, Hyogo Medical University, Nishinomiya, Hyogo, Japan
- Division of Hepato-Biliary-Pancreatic Surgery and Transplantation, Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, Kyoto, Japan
| | - Keiko Iwaisako
- Division of Hepato-Biliary-Pancreatic Surgery and Transplantation, Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, Kyoto, Japan
- Faculty of Life and Medical Sciences, Doshisha University, Kyotanabe, Kyoto, Japan
| | - Masataka Asagiri
- Department of Pharmacology, Yamaguchi University Graduate School of Medicine, Ube, Yamaguchi, Japan
| | - Shinji Uemoto
- Shiga University Medical Science, Otsu, Shiga, Japan
| | - Yamami Nakamura
- Department of Experimental Immunology, Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
| | - Sophia Thul
- Department of Experimental Immunology, Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
| | - Azumi Ueyama
- Pharmaceutical Research Division, Shionogi & Co., Ltd., Toyonaka, Osaka, Japan
- Department of Clinical Research in Tumor Immunology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Kazunori Yokoi
- Department of Dermatology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Atsushi Tanemura
- Department of Dermatology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Yohei Nose
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Takuro Saito
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Hisashi Wada
- Department of Clinical Research in Tumor Immunology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Mamoru Kakuda
- Department of Obstetrics and Gynecology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Masaharu Kohara
- Department of Pathology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Satoshi Nojima
- Department of Pathology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Eiichi Morii
- Department of Pathology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Yuichiro Doki
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
| | - Shimon Sakaguchi
- Department of Experimental Immunology, Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- Department of Experimental Immunology, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Kyoto, Japan
| | - Naganari Ohkura
- Department of Experimental Immunology, Immunology Frontier Research Center, Osaka University, Suita, Osaka, Japan
- Department of Basic Research in Tumor Immunology, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
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4
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Yang X, Liu J, Liu W, Wu H, Wei Y, Guo X, Jia H, Can C, Wang D, Hu X, Ma D. circFAM193B interaction with PRMT6 regulates AML leukemia stem cells chemoresistance through altering the oxidative metabolism and lipid peroxidation. Leukemia 2024; 38:1057-1071. [PMID: 38424136 DOI: 10.1038/s41375-024-02189-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 02/13/2024] [Accepted: 02/15/2024] [Indexed: 03/02/2024]
Abstract
Most forms of chemotherapy for acute myeloid leukemia (AML) are often ineffective in eliminating leukemic stem cells (LSCs), as their underlying mechanisms remain unclear. Here, we have identified circFAM193B, which regulates the redox biology of LSCs and is associated with unfavorable outcomes in AML patients. In vitro and in vivo assays suggested that circFAM193B significantly inhibits LSCs chemotherapy resistance and AML progression. Knockdown circFAM193B enhances mitochondrial OXPHOS function and inhibits the accumulation of reactive oxygen species and lipid peroxidation mediated by chemotherapy, which protects AML cells from oxidative stress-induced cell death. Mechanistically, circFAM193B physically interacts with arginine methyltransferase PRMT6 catalytic domain and enhances the transcription efficiency of key lipid peroxidation factor ALOX15 by decreasing H3R2me2a modification. In summary, we have identified circFAM193B was downregulated in LSCs to promote the survival of LSC by modulating energy metabolism and the redox balance in the postchemotherapy persistence of LSC. Our studies provide a conceptual advance and biological insights regarding the drug resistance of LSCs via circRNA mediated PRMT6-deposited methylarginine signaling.
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MESH Headings
- Humans
- Protein-Arginine N-Methyltransferases/metabolism
- Protein-Arginine N-Methyltransferases/genetics
- Leukemia, Myeloid, Acute/metabolism
- Leukemia, Myeloid, Acute/pathology
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/genetics
- Neoplastic Stem Cells/metabolism
- Neoplastic Stem Cells/pathology
- Drug Resistance, Neoplasm
- Mice
- Animals
- Lipid Peroxidation
- Oxidative Stress
- Cell Line, Tumor
- Reactive Oxygen Species/metabolism
- Nuclear Proteins
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Affiliation(s)
- Xinyu Yang
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Jinting Liu
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Wancheng Liu
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Hanyang Wu
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Yihong Wei
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Xiaodong Guo
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Hexiao Jia
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Can Can
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Dongmei Wang
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Xiang Hu
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China
| | - Daoxin Ma
- Department of Hematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China.
- Shandong Key Laboratory of Immunohematology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250012, PR China.
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5
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Lu MJ, Busquets J, Impedovo V, Wilson CN, Chan HR, Chang YT, Matsui W, Tiziani S, Cambronne XA. SLC25A51 decouples the mitochondrial NAD +/NADH ratio to control proliferation of AML cells. Cell Metab 2024; 36:808-821.e6. [PMID: 38354740 PMCID: PMC10990793 DOI: 10.1016/j.cmet.2024.01.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 11/30/2023] [Accepted: 01/23/2024] [Indexed: 02/16/2024]
Abstract
SLC25A51 selectively imports oxidized NAD+ into the mitochondrial matrix and is required for sustaining cell respiration. We observed elevated expression of SLC25A51 that correlated with poorer outcomes in patients with acute myeloid leukemia (AML), and we sought to determine the role SLC25A51 may serve in this disease. We found that lowering SLC25A51 levels led to increased apoptosis and prolonged survival in orthotopic xenograft models. Metabolic flux analyses indicated that depletion of SLC25A51 shunted flux away from mitochondrial oxidative pathways, notably without increased glycolytic flux. Depletion of SLC25A51 combined with 5-azacytidine treatment limits expansion of AML cells in vivo. Together, the data indicate that AML cells upregulate SLC25A51 to decouple mitochondrial NAD+/NADH for a proliferative advantage by supporting oxidative reactions from a variety of fuels. Thus, SLC25A51 represents a critical regulator that can be exploited by cancer cells and may be a vulnerability for refractory AML.
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Affiliation(s)
- Mu-Jie Lu
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Jonathan Busquets
- Department of Nutritional Sciences, College of Natural Sciences, University of Texas at Austin, Austin, TX, USA
| | - Valeria Impedovo
- Department of Nutritional Sciences, College of Natural Sciences, University of Texas at Austin, Austin, TX, USA
| | - Crystal N Wilson
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Hsin-Ru Chan
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA
| | - Yu-Tai Chang
- Department of Oncology, Dell Medical School, University of Texas at Austin, Austin, TX, USA; LIVESTRONG Cancer Institutes, University of Texas at Austin, Austin, TX, USA
| | - William Matsui
- Department of Oncology, Dell Medical School, University of Texas at Austin, Austin, TX, USA; LIVESTRONG Cancer Institutes, University of Texas at Austin, Austin, TX, USA
| | - Stefano Tiziani
- Department of Nutritional Sciences, College of Natural Sciences, University of Texas at Austin, Austin, TX, USA; Department of Pediatrics, Dell Medical School, University of Texas at Austin, Austin, TX, USA; Department of Oncology, Dell Medical School, University of Texas at Austin, Austin, TX, USA; LIVESTRONG Cancer Institutes, University of Texas at Austin, Austin, TX, USA
| | - Xiaolu A Cambronne
- Department of Molecular Biosciences, University of Texas at Austin, Austin, TX, USA; LIVESTRONG Cancer Institutes, University of Texas at Austin, Austin, TX, USA.
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6
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Dong H, He X, Zhang L, Chen W, Lin YC, Liu SB, Wang H, Nguyen LXT, Li M, Zhu Y, Zhao D, Ghoda L, Serody J, Vincent B, Luznik L, Gojo I, Zeidner J, Su R, Chen J, Sharma R, Pirrotte P, Wu X, Hu W, Han W, Shen B, Kuo YH, Jin J, Salhotra A, Wang J, Marcucci G, Luo YL, Li L. Targeting PRMT9-mediated arginine methylation suppresses cancer stem cell maintenance and elicits cGAS-mediated anticancer immunity. NATURE CANCER 2024; 5:601-624. [PMID: 38413714 PMCID: PMC11056319 DOI: 10.1038/s43018-024-00736-x] [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] [Received: 10/16/2022] [Accepted: 01/26/2024] [Indexed: 02/29/2024]
Abstract
Current anticancer therapies cannot eliminate all cancer cells, which hijack normal arginine methylation as a means to promote their maintenance via unknown mechanisms. Here we show that targeting protein arginine N-methyltransferase 9 (PRMT9), whose activities are elevated in blasts and leukemia stem cells (LSCs) from patients with acute myeloid leukemia (AML), eliminates disease via cancer-intrinsic mechanisms and cancer-extrinsic type I interferon (IFN)-associated immunity. PRMT9 ablation in AML cells decreased the arginine methylation of regulators of RNA translation and the DNA damage response, suppressing cell survival. Notably, PRMT9 inhibition promoted DNA damage and activated cyclic GMP-AMP synthase, which underlies the type I IFN response. Genetically activating cyclic GMP-AMP synthase in AML cells blocked leukemogenesis. We also report synergy of a PRMT9 inhibitor with anti-programmed cell death protein 1 in eradicating AML. Overall, we conclude that PRMT9 functions in survival and immune evasion of both LSCs and non-LSCs; targeting PRMT9 may represent a potential anticancer strategy.
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Affiliation(s)
- Haojie Dong
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Xin He
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Lei Zhang
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Wei Chen
- Integrative Genomics Core, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Yi-Chun Lin
- Department of Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA, USA
| | - Song-Bai Liu
- Suzhou Key Laboratory of Medical Biotechnology, Suzhou Vocational Health College, Suzhou, People's Republic of China
| | - Huafeng Wang
- Department of Hematology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, People's Republic of China
| | - Le Xuan Truong Nguyen
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Min Li
- Division of Biostatistics, Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Yinghui Zhu
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Dandan Zhao
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Lucy Ghoda
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Jonathan Serody
- Department of Medicine, Division of Hematology, Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
- Department of Microbiology and Immunology and Department of Pathology and Laboratory Medicine, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Benjamin Vincent
- Department of Medicine, Division of Hematology, Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
- Department of Microbiology and Immunology, Computational Medicine Program, Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Leo Luznik
- Department of Oncology and Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ivana Gojo
- Department of Oncology and Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Joshua Zeidner
- Department of Medicine, Division of Hematology, Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Rui Su
- Department of Systems Biology, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Jianjun Chen
- Department of Systems Biology, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Ritin Sharma
- Cancer & Cell Biology Division, The Translational Genomics Research Institute, Phoenix, AZ, USA
- Integrated Mass Spectrometry Shared Resource, City of Hope Medical Center, Duarte, CA, USA
| | - Patrick Pirrotte
- Cancer & Cell Biology Division, The Translational Genomics Research Institute, Phoenix, AZ, USA
- Integrated Mass Spectrometry Shared Resource, City of Hope Medical Center, Duarte, CA, USA
| | - Xiwei Wu
- Integrative Genomics Core, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
- Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Weidong Hu
- Department of Immunology and Theranostics, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Weidong Han
- Sir Run Run Shaw Hospital, Zhejiang University, Hangzhou, People's Republic of China
| | - Binghui Shen
- Department of Cancer Genetics and Epigenetics, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Ya-Huei Kuo
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
| | - Jie Jin
- Department of Hematology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, People's Republic of China
| | - Amandeep Salhotra
- Department of Hematology and HCT, City of Hope Medical Center, Duarte, CA, USA
| | - Jeffrey Wang
- Department of Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA, USA
| | - Guido Marcucci
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA
- Department of Hematology and HCT, City of Hope Medical Center, Duarte, CA, USA
| | - Yun Lyna Luo
- Department of Pharmaceutical Sciences, College of Pharmacy, Western University of Health Sciences, Pomona, CA, USA
| | - Ling Li
- Department of Hematological Malignancies Translational Science, Gehr Family Center for Leukemia Research, Hematologic Malignancies and Stem Cell Transplantation Institute, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA.
- Department of Pediatrics, Beckman Research Institute, City of Hope Medical Center, Duarte, CA, USA.
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7
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Pilala KM, Kotronopoulos G, Levis P, Giagkos GC, Stravodimos K, Vassilacopoulou D, Scorilas A, Avgeris M. MIR145 Core Promoter Methylation in Pretreatment Cell-Free DNA: A Liquid Biopsy Tool for Muscle-Invasive Bladder Cancer Treatment Outcome. JCO Precis Oncol 2024; 8:e2300414. [PMID: 38579191 DOI: 10.1200/po.23.00414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 01/06/2024] [Accepted: 02/13/2024] [Indexed: 04/07/2024] Open
Abstract
PURPOSE The lack of personalized management of bladder cancer (BlCa) results in patients' lifelong post-treatment monitoring with invasive interventions, underlying the urgent need for tailored and minimally invasive health care services. On the basis of our previous findings on miR-143/145 cluster methylation in bladder tumors, we evaluated its clinical significance in pretreatment cell-free DNA (cfDNA) of patients with BlCa. MATERIALS AND METHODS Methylation analysis was performed in our screening cohort (120 patients with BlCa; 20 age-matched healthy donors) by bisulfite-based pyrosequencing. Tumor recurrence/progression for patients with non-muscle-invasive bladder cancer, and progression and mortality for patients with muscle-invasive bladder cancer (MIBC) were used as clinical end point events in survival analysis. Bootstrap analysis was applied for internal validation of Cox regression models and decision curve analysis for assessment of clinical benefit on disease prognosis. RESULTS Decreased methylation of MIR145 core promoter in pretreatment cfDNA was associated with short-term disease progression (multivariate Cox: hazard ratio [HR], 2.027 [95% CI, 1.157 to 3.551]; P = .010) and poor overall survival (multivariate Cox: HR, 2.098 [95% CI, 1.154 to 3.817]; P = .009) of patients with MIBC after radical cystectomy (RC). Multivariate models incorporating MIR145 promoter methylation in cfDNA with tumor stage clearly ameliorated patients' risk stratification, highlighting superior clinical benefit in MIBC prognostication. CONCLUSION Reduced pretreatment cfDNA methylation of MIR145 core promoter was markedly correlated with increased risk for short-term progression and worse survival of patients with MIBC after RC and adjuvant therapy, supporting modern personalized and minimally invasive prognosis. Methylation profiling of MIR145 core promoter in pretreatment cfDNA could serve as a minimally invasive and independent predictor of MIBC treatment outcome and emerge as a promising marker for blood-based test in BlCa.
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Affiliation(s)
- Katerina-Marina Pilala
- Department of Biochemistry and Molecular Biology, Faculty of Biology, National and Kapodistrian University of Athens, Athens, Greece
| | - Georgios Kotronopoulos
- First Department of Urology, "Laiko" General Hospital, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Panagiotis Levis
- First Department of Urology, "Laiko" General Hospital, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Georgios-Christos Giagkos
- First Department of Urology, "Laiko" General Hospital, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Konstantinos Stravodimos
- First Department of Urology, "Laiko" General Hospital, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Dido Vassilacopoulou
- Department of Biochemistry and Molecular Biology, Faculty of Biology, National and Kapodistrian University of Athens, Athens, Greece
| | - Andreas Scorilas
- Department of Biochemistry and Molecular Biology, Faculty of Biology, National and Kapodistrian University of Athens, Athens, Greece
| | - Margaritis Avgeris
- Department of Biochemistry and Molecular Biology, Faculty of Biology, National and Kapodistrian University of Athens, Athens, Greece
- Laboratory of Clinical Biochemistry-Molecular Diagnostics, Second Department of Pediatrics, School of Medicine, National and Kapodistrian University of Athens, "P. & A. Kyriakou" Children's Hospital, Athens, Greece
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8
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Huang J, Jin S, Guo R, Wu W, Yang C, Qin Y, Chen Q, He X, Qu J, Yang Z. Histone lysine demethylase KDM5B facilitates proliferation and suppresses apoptosis in human acute myeloid leukemia cells through the miR-140-3p/BCL2 axis. RNA (NEW YORK, N.Y.) 2024; 30:435-447. [PMID: 38296629 PMCID: PMC10946434 DOI: 10.1261/rna.079865.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 01/21/2024] [Indexed: 02/02/2024]
Abstract
The histone lysine demethylase KDM5B is frequently up-regulated in various human cancer cells. However, its expression and functional role in human acute myeloid leukemia (AML) cells remain unclear. Here, we found that the expression level of KDM5B is high in primary human AML cells. We have demonstrated that knocking down KDM5B leads to apoptosis and impairs proliferation in primary human AML and some human AML cell lines. We further identified miR-140-3p as a downstream target gene of KDM5B. KDM5B expression was inversely correlated with the miR-140-3p level in primary human AML cells. Molecular studies showed that silencing KDM5B enhanced H3K4 trimethylation (H3K4me3) at the promoter of miR-140-3p, leading to high expression of miR-140-3p, which in turn inhibited B-cell CLL/lymphoma 2 (BCL2) expression. Finally, we demonstrate that the defective proliferation induced by KDM5B knockdown (KD) can be rescued with the miR-140-3p inhibitor or enhanced by combining KDM5B KD with a BCL2 inhibitor. Altogether, our data support the conclusion that KDM5B promotes tumorigenesis in human AML cells through the miR-140-3p/BCL2 axis. Targeting the KDM5B/miR-140-3p/BCL2 pathway may hold therapeutic promise for treating human AML.
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Affiliation(s)
- Jiaojuan Huang
- School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Shuiling Jin
- Department of Oncology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Rongqun Guo
- Department of Hematology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Wei Wu
- Department of Clinical Laboratory, Institute of Translational Medicine, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Chengxuan Yang
- Department of Galactophore, Xinxiang First People's Hospital, Xinxiang 453000, China
| | - Yali Qin
- School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Qingchuan Chen
- School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Ximiao He
- School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Jing Qu
- School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Zhenhua Yang
- School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
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9
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Šestáková Š, Šálek C, Kundrát D, Cerovská E, Vydra J, Ježíšková I, Folta A, Mayer J, Cetkovský P, Remešová H. MethScore as a new comprehensive DNA methylation-based value refining the prognosis in acute myeloid leukemia. Clin Epigenetics 2024; 16:17. [PMID: 38254139 PMCID: PMC10802002 DOI: 10.1186/s13148-024-01625-x] [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: 09/18/2023] [Accepted: 01/04/2024] [Indexed: 01/24/2024] Open
Abstract
BACKGROUND Changes in DNA methylation are common events in the pathogenesis of acute myeloid leukemia (AML) and have been repeatedly reported as associated with prognosis. However, studies integrating these numerous and potentially prognostically relevant DNA methylation changes are lacking. Therefore, we aimed for an overall evaluation of these epigenetic aberrations to provide a comprehensive NGS-based approach of DNA methylation assessment for AML prognostication. RESULTS We designed a sequencing panel targeting 239 regions (approx. 573 kb of total size) described in the literature as having a prognostic impact or being associated with AML pathogenesis. Diagnostic whole-blood DNA samples of adult AML patients divided into a training (n = 128) and a testing cohort (n = 50) were examined. The libraries were prepared using SeqCap Epi Enrichments System (Roche) and sequenced on MiSeq instrument (Illumina). Altogether, 1935 CpGs affecting the survival (p < 0.05) were revealed in the training cohort. A summarizing value MethScore was then calculated from these significant CpGs. Patients with lower MethScore had markedly longer overall survival (OS) and event-free survival (EFS) than those with higher MethScore (p < 0.001). The predictive ability of MethScore was verified on the independent testing cohort for OS (p = 0.01). Moreover, the proof-of-principle validation was performed using the TCGA dataset. CONCLUSIONS We showed that comprehensive NGS-based approach of DNA methylation assessment revealed a robust epigenetic signature relevant to AML outcome. We called this signature MethScore and showed it might serve as a strong prognostic marker able to refine survival probability of AML patients.
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Affiliation(s)
- Šárka Šestáková
- Institute of Hematology and Blood Transfusion, U Nemocnice 1, 128 00, Prague, Czech Republic
- Institute of Clinical and Experimental Hematology, 1st Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Cyril Šálek
- Institute of Hematology and Blood Transfusion, U Nemocnice 1, 128 00, Prague, Czech Republic
- Institute of Clinical and Experimental Hematology, 1st Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Dávid Kundrát
- Institute of Hematology and Blood Transfusion, U Nemocnice 1, 128 00, Prague, Czech Republic
| | - Ela Cerovská
- Institute of Hematology and Blood Transfusion, U Nemocnice 1, 128 00, Prague, Czech Republic
- Faculty of Science, Charles University, Prague, Czech Republic
| | - Jan Vydra
- Institute of Hematology and Blood Transfusion, U Nemocnice 1, 128 00, Prague, Czech Republic
- Institute of Clinical and Experimental Hematology, 1st Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Ivana Ježíšková
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno and Masaryk University, School of Medicine, Brno, Czech Republic
| | - Adam Folta
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno and Masaryk University, School of Medicine, Brno, Czech Republic
| | - Jiří Mayer
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno and Masaryk University, School of Medicine, Brno, Czech Republic
| | - Petr Cetkovský
- Institute of Hematology and Blood Transfusion, U Nemocnice 1, 128 00, Prague, Czech Republic
- Institute of Clinical and Experimental Hematology, 1st Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Hana Remešová
- Institute of Hematology and Blood Transfusion, U Nemocnice 1, 128 00, Prague, Czech Republic.
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10
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Murphy LA, Winters AC. Emerging and Future Targeted Therapies for Pediatric Acute Myeloid Leukemia: Targeting the Leukemia Stem Cells. Biomedicines 2023; 11:3248. [PMID: 38137469 PMCID: PMC10741170 DOI: 10.3390/biomedicines11123248] [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: 11/13/2023] [Revised: 12/01/2023] [Accepted: 12/05/2023] [Indexed: 12/24/2023] Open
Abstract
Acute myeloid leukemia (AML) is a rare subtype of acute leukemia in the pediatric and adolescent population but causes disproportionate morbidity and mortality in this age group. Standard chemotherapeutic regimens for AML have changed very little in the past 3-4 decades, but the addition of targeted agents in recent years has led to improved survival in select subsets of patients as well as a better biological understanding of the disease. Currently, one key paradigm of bench-to-bedside practice in the context of adult AML is the focus on leukemia stem cell (LSC)-targeted therapies. Here, we review current and emerging immunotherapies and other targeted agents that are in clinical use for pediatric AML through the lens of what is known (and not known) about their LSC-targeting capability. Based on a growing understanding of pediatric LSC biology, we also briefly discuss potential future agents on the horizon.
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Affiliation(s)
- Lindsey A. Murphy
- Department of Pediatrics, City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA;
| | - Amanda C. Winters
- Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO 80045, USA
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11
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Pang Y, Andargie TE, Jang MK, Kong H, Park W, Hill T, Redekar N, Fu YP, Parth DA, Holtzman NG, Pavletic SZ, Agbor-Enoh S. Chronic graft-versus-host disease is characterized by high levels and distinctive tissue-of-origin patterns of cell-free DNA. iScience 2023; 26:108160. [PMID: 38026221 PMCID: PMC10651673 DOI: 10.1016/j.isci.2023.108160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 08/21/2023] [Accepted: 10/05/2023] [Indexed: 12/01/2023] Open
Abstract
Chronic graft-versus-host disease (cGvHD) is a devastating complication of hematopoietic stem cell transplantation (HSCT). Effective early detection may improve the outcome of cGvHD. The potential utility of circulating cell-free DNA (cfDNA), a sensitive marker for tissue injury, in HSCT and cGvHD remains to be established. Here, cfDNA of prospectively collected plasma samples from HSCT recipients (including both cGvHD and non-cGvHD) and healthy control (HC) subjects were evaluated. Deconvolution methods utilizing tissue-specific DNA methylation signatures were used to determine cfDNA tissue-of-origin. cfDNA levels were significantly higher in HSCT recipients than HC and significantly higher in cGvHD than non-cGvHD. cGvHD was characterized by a high level of cfDNA from innate immune cells, heart, and liver. Non-hematologic tissue-derived cfDNA was significantly higher in cGvHD than non-cGvHD. cfDNA temporal dynamics and tissue-of-origin composition have distinctive features in patients with cGvHD, supporting further exploration of the utility of cfDNA in the study of cGvHD.
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Affiliation(s)
- Yifan Pang
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
- Department of Hematologic Oncology and Blood Disorders, Levine Cancer Institute, Charlotte, NC 28204, USA
| | - Temesgen E. Andargie
- Laboratory of Applied Precision Omics, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
- Department of Biology, Howard University, Washington, DC 20059, USA
| | - Moon Kyoo Jang
- Laboratory of Applied Precision Omics, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Hyesik Kong
- Laboratory of Applied Precision Omics, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Woojin Park
- Laboratory of Applied Precision Omics, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Thomas Hill
- NIAID Collaborative Bioinformatics Resource, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
| | - Neelam Redekar
- NIAID Collaborative Bioinformatics Resource, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
| | - Yi-Ping Fu
- Office of Biostatistics Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Desai A. Parth
- Department of Hematology/Oncology, Fox Chase Cancer Center, Philadelphia, PA 19111, USA
| | - Noa G. Holtzman
- Immune Deficiency Cellular Therapy Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Steven Z. Pavletic
- Immune Deficiency Cellular Therapy Program, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Sean Agbor-Enoh
- Laboratory of Applied Precision Omics, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
- Department of Pulmonary and Critical Care Medicine, Johns Hopkins Hospital, Baltimore, MD 21205, USA
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12
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Ng M, Verboon L, Issa H, Bhayadia R, Vermunt MW, Winkler R, Schüler L, Alejo O, Schuschel K, Regenyi E, Borchert D, Heuser M, Reinhardt D, Yaspo ML, Heckl D, Klusmann JH. Myeloid leukemia vulnerabilities embedded in long noncoding RNA locus MYNRL15. iScience 2023; 26:107844. [PMID: 37766974 PMCID: PMC10520325 DOI: 10.1016/j.isci.2023.107844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 05/02/2023] [Accepted: 09/04/2023] [Indexed: 09/29/2023] Open
Abstract
The noncoding genome presents a largely untapped source of new biological insights, including thousands of long noncoding RNA (lncRNA) loci. While lncRNA dysregulation has been reported in myeloid malignancies, their functional relevance remains to be systematically interrogated. We performed CRISPRi screens of lncRNA signatures from normal and malignant hematopoietic cells and identified MYNRL15 as a myeloid leukemia dependency. Functional dissection suggests an RNA-independent mechanism mediated by two regulatory elements embedded in the locus. Genetic perturbation of these elements triggered a long-range chromatin interaction and downregulation of leukemia dependency genes near the gained interaction sites, as well as overall suppression of cancer dependency pathways. Thus, this study describes a new noncoding myeloid leukemia vulnerability and mechanistic concept for myeloid leukemia. Importantly, MYNRL15 perturbation caused strong and selective impairment of leukemia cells of various genetic backgrounds over normal hematopoietic stem and progenitor cells in vitro, and depletion of patient-derived xenografts in vivo.
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Affiliation(s)
- Michelle Ng
- Department of Pediatric Hematology and Oncology, Martin Luther University Halle-Wittenberg, 06120 Halle (Saale), Germany
| | - Lonneke Verboon
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- Frankfurt Cancer Institute, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Hasan Issa
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- Frankfurt Cancer Institute, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Raj Bhayadia
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- Frankfurt Cancer Institute, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Marit Willemijn Vermunt
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Robert Winkler
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- Frankfurt Cancer Institute, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Leah Schüler
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- Frankfurt Cancer Institute, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Oriol Alejo
- Department of Pediatric Hematology and Oncology, Martin Luther University Halle-Wittenberg, 06120 Halle (Saale), Germany
| | - Konstantin Schuschel
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- Frankfurt Cancer Institute, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Eniko Regenyi
- Department of Pediatric Hematology and Oncology, Martin Luther University Halle-Wittenberg, 06120 Halle (Saale), Germany
- Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, 14195 Berlin, Germany
| | - Dorit Borchert
- Department of Pediatric Hematology and Oncology, Hannover Medical School, 30625 Hannover, Germany
| | - Michael Heuser
- Department of Hematology, Hemostasis, Oncology and Stem Cell Transplantation, Hannover Medical School, 30625 Hannover, Germany
| | - Dirk Reinhardt
- Clinic for Pediatrics III, University Hospital Essen, 45147 Essen, Germany
| | - Marie-Laure Yaspo
- Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, 14195 Berlin, Germany
| | - Dirk Heckl
- Institute for Experimental Pediatric Hematology and Oncology, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
| | - Jan-Henning Klusmann
- Department of Pediatrics, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- Frankfurt Cancer Institute, Goethe University Frankfurt, 60323 Frankfurt (Main), Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz and German Cancer Research Center (DKFZ), Heidelberg, Germany
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13
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Mattox AK, Douville C, Wang Y, Popoli M, Ptak J, Silliman N, Dobbyn L, Schaefer J, Lu S, Pearlman AH, Cohen JD, Tie J, Gibbs P, Lahouel K, Bettegowda C, Hruban RH, Tomasetti C, Jiang P, Chan KA, Lo YMD, Papadopoulos N, Kinzler KW, Vogelstein B. The Origin of Highly Elevated Cell-Free DNA in Healthy Individuals and Patients with Pancreatic, Colorectal, Lung, or Ovarian Cancer. Cancer Discov 2023; 13:2166-2179. [PMID: 37565753 PMCID: PMC10592331 DOI: 10.1158/2159-8290.cd-21-1252] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2021] [Revised: 12/16/2022] [Accepted: 08/09/2023] [Indexed: 08/12/2023]
Abstract
Cell-free DNA (cfDNA) concentrations from patients with cancer are often elevated compared with those of healthy controls, but the sources of this extra cfDNA have never been determined. To address this issue, we assessed cfDNA methylation patterns in 178 patients with cancers of the colon, pancreas, lung, or ovary and 64 patients without cancer. Eighty-three of these individuals had cfDNA concentrations much greater than those generally observed in healthy subjects. The major contributor of cfDNA in all samples was leukocytes, accounting for ∼76% of cfDNA, with neutrophils predominating. This was true regardless of whether the samples were derived from patients with cancer or the total plasma cfDNA concentration. High levels of cfDNA observed in patients with cancer did not come from either neoplastic cells or surrounding normal epithelial cells from the tumor's tissue of origin. These data suggest that cancers may have a systemic effect on cell turnover or DNA clearance. SIGNIFICANCE The origin of excess cfDNA in patients with cancer is unknown. Using cfDNA methylation patterns, we determined that neither the tumor nor the surrounding normal tissue contributes this excess cfDNA-rather it comes from leukocytes. This finding suggests that cancers have a systemic impact on cell turnover or DNA clearance. See related commentary by Thierry and Pisareva, p. 2122. This article is featured in Selected Articles from This Issue, p. 2109.
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Affiliation(s)
- Austin K. Mattox
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Christopher Douville
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Yuxuan Wang
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Maria Popoli
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Janine Ptak
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Natalie Silliman
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Lisa Dobbyn
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Joy Schaefer
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Steve Lu
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Alexander H. Pearlman
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Joshua D. Cohen
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Jeanne Tie
- Division of Systems Biology and Personalized Medicine, Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria 3052, Australia
- Department of Medical Oncology, Western Health, St Albans, Victoria 3021, Australia
- Department of Medical Oncology, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Victoria 3010, Australia
| | - Peter Gibbs
- Division of Systems Biology and Personalized Medicine, Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria 3052, Australia
- Department of Medical Oncology, Western Health, St Albans, Victoria 3021, Australia
- Department of Medical Oncology, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Parkville, Victoria 3010, Australia
| | - Kamel Lahouel
- Division of Mathematics for Cancer Evolution and Early Detection, Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010
| | - Chetan Bettegowda
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, 21287
| | - Ralph H. Hruban
- Department of Pathology, Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins Medical Institutions, Johns Hopkins University, Baltimore, MD 21231, USA
| | - Cristian Tomasetti
- Division of Mathematics for Cancer Evolution and Early Detection, Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope National Medical Center, Duarte, CA 91010
| | - Peiyong Jiang
- State Key Laboratory of Translational Oncology and Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong SAR, China
- Centre for Novostics, Hong Kong Science Park, Pak Shek Kok, New Territories, Hong Kong SAR, China
| | - K.C. Allen Chan
- State Key Laboratory of Translational Oncology and Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong SAR, China
- Centre for Novostics, Hong Kong Science Park, Pak Shek Kok, New Territories, Hong Kong SAR, China
| | - Yuk Ming Dennis Lo
- State Key Laboratory of Translational Oncology and Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong SAR, China
- Centre for Novostics, Hong Kong Science Park, Pak Shek Kok, New Territories, Hong Kong SAR, China
| | - Nickolas Papadopoulos
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Kenneth W. Kinzler
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
| | - Bert Vogelstein
- Ludwig Center for Cancer Genetics and Therapeutics, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287
- Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287
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14
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Vasseur L, Fenwarth L, Lambert J, de Botton S, Figeac M, Villenet C, Heiblig M, Dumas PY, Récher C, Berthon C, Lemasle E, Lebon D, Lambert J, Terré C, Celli-Lebras K, Dombret H, Preudhomme C, Cheok M, Itzykson R, Duployez N. LSC17 score complements genetics and measurable residual disease in acute myeloid leukemia: an ALFA study. Blood Adv 2023; 7:4024-4034. [PMID: 37205853 PMCID: PMC10410128 DOI: 10.1182/bloodadvances.2023010155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 04/24/2023] [Accepted: 05/09/2023] [Indexed: 05/21/2023] Open
Abstract
Whether the LSC17 gene expression can improve risk stratification in the context of next generation sequencing-based risk stratification and measurable residual disease (MRD) in patients with intensively treated AML has not been explored. We analyzed LSC17 in 504 adult patients prospectively treated in the ALFA-0702 trial. RUNX1 or TP53 mutations were associated with higher LSC1 scores while CEBPA and NPM1 mutations were associated with lower scores. Patients with high LSC17 scores had a lower rate of complete response (CR) in a multivariable analysis (odds ratio, 0.41; P = .0007), accounting for European LeukemiaNet 2022 (ELN22), age, and white blood cell count (WBC). LSC17-high status was associated with shorter overall survival (OS) (3-year OS: 70.0% vs 52.7% in patients with LSC17-low status; P < .0001). In a multivariable analysis considering ELN22, age, and WBC, patients with LSC17-high status had shorter disease-free survival (DFS) (hazard ratio [HR], 1.36; P = .048) than those with LSC17-low status. In 123 patients with NPM1-mutated AML in CR, LSC17-high status predicted poorer DFS (HR, 2.34; P = .01), independent of age, WBC, ELN22 risk, and NPM1-MRD. LSC-low status and negative NPM1-MRD identified a subset comprising 48% of patients with mutated NPM1 with a 3-year OS from CR of 93.1% compared with 60.7% in those with LSC17-high status and/or positive NPM1-MRD (P = .0001). Overall, LSC17 assessment refines genetic risk stratification in adult patients with AML treated intensively. Combined with MRD, LSC17 identifies a subset of patients with NPM1-mutated AML with excellent clinical outcome.
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Affiliation(s)
- Loïc Vasseur
- Adolescents and Young Adults Hematology Department, St-Louis University Hospital, Assistance Publique - Hôpitaux de Paris (AP-HP), Paris, France
- Biostatistical Department, St-Louis University Hospital, AP-HP, Paris, France
| | - Laurène Fenwarth
- CNRS, INSERM, CHU Lille, UMR9020-U1277 - Cancer Heterogeneity Plasticity and Resistance to Therapies, University of Lille, Lille, France
- Laboratory of Hematology, Centre Hospitalier Universitaire (CHU) Lille, Lille, France
| | - Jérôme Lambert
- Biostatistical Department, St-Louis University Hospital, AP-HP, Paris, France
| | - Stéphane de Botton
- Département d’hématologie et Département d’innovation thérapeutique, Gustave Roussy, Villejuif, France
| | - Martin Figeac
- CNRS, INSERM, CHU Lille, Institut Pasteur de Lille, US 41 - UAR 2014 - PLBS, University of Lille, Lille, France
| | - Céline Villenet
- CNRS, INSERM, CHU Lille, Institut Pasteur de Lille, US 41 - UAR 2014 - PLBS, University of Lille, Lille, France
| | - Maël Heiblig
- Hematology Department, Lyon-Sud University Hospital, Hospices Civils de Lyon, Pierre-Benite, France
| | - Pierre-Yves Dumas
- Department of Clinical Hematology, Bordeaux University Hospital, PESSAC, France
| | - Christian Récher
- Service d'Hématologie, CHU de Toulouse - Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | | | - Emilie Lemasle
- Hematology Department, Henri-Becquerel Cancer Center, Rouen, France
| | - Delphine Lebon
- Service d’Hématologie Clinique et Thérapie cellulaire, CHU d’Amiens, Amiens, France
| | - Juliette Lambert
- Service d'Hématologie et Oncologie, Centre Hospitalier de Versailles, Le Chesnay, France
| | - Christine Terré
- Laboratory of Hematology, Centre Hospitalier de Versailles, Le Chesnay, France
| | | | - Hervé Dombret
- Department of Hematology, St-Louis University Hospital, AP-HP, Paris, France
| | - Claude Preudhomme
- CNRS, INSERM, CHU Lille, UMR9020-U1277 - Cancer Heterogeneity Plasticity and Resistance to Therapies, University of Lille, Lille, France
- Laboratory of Hematology, Centre Hospitalier Universitaire (CHU) Lille, Lille, France
| | - Meyling Cheok
- CNRS, INSERM, CHU Lille, UMR9020-U1277 - Cancer Heterogeneity Plasticity and Resistance to Therapies, University of Lille, Lille, France
| | - Raphael Itzykson
- Department of Hematology, St-Louis University Hospital, AP-HP, Paris, France
- Génomes, biologie cellulaire et thérapeutique U944, INSERM, CNRS, Université Paris Cité, Paris, France
| | - Nicolas Duployez
- CNRS, INSERM, CHU Lille, UMR9020-U1277 - Cancer Heterogeneity Plasticity and Resistance to Therapies, University of Lille, Lille, France
- Laboratory of Hematology, Centre Hospitalier Universitaire (CHU) Lille, Lille, France
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15
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Pan Y, Wang Y, Hu M, Xu S, Jiang F, Han Y, Chen F, Liu Z. Aggrephagy-related patterns in tumor microenvironment, prognosis, and immunotherapy for acute myeloid leukemia: a comprehensive single-cell RNA sequencing analysis. Front Oncol 2023; 13:1195392. [PMID: 37534253 PMCID: PMC10393257 DOI: 10.3389/fonc.2023.1195392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 06/12/2023] [Indexed: 08/04/2023] Open
Abstract
Acute myeloid leukemia (AML) is a complex mixed entity composed of malignant tumor cells, immune cells and stromal cells, with intra-tumor and inter-tumor heterogeneity. Single-cell RNA sequencing enables a comprehensive study of the highly complex tumor microenvironment, which is conducive to exploring the evolutionary trajectory of tumor cells. Herein, we carried out comprehensive analyses of aggrephagy-related cell clusters based on single-cell sequencing for patients with acute myeloid leukemia. A total of 11 specific cell types (T, NK, CMP, Myeloid, GMP, MEP, Promono, Plasma, HSC, B, and Erythroid cells) using t-SNE dimension reduction analysis. Several aggrephagy-related genes were highly expressed in the 11 specific cell types. Using Monocle analysis and NMF clustering analysis, six aggrephagy-related CD8+ T clusters, six aggrephagy-related NK clusters, and six aggrephagy-related Mac clusters were identified. We also evaluated the ligand-receptor links and Cell-cell communication using CellChat package and CellChatDB database. Furthermore, the transcription factors (TFs) of aggrephagy-mediated cell clusters for AML were assessed through pySCENIC package. Prognostic analysis of the aggrephagy-related cell clusters based on R package revealed the differences in prognosis of aggrephagy-mediated cell clusters. Immunotherapy of the aggrephagy-related cell clusters was investigated using TIDE algorithm and public immunotherapy cohorts. Our study revealed the significance of aggrephagy-related patterns in tumor microenvironment, prognosis, and immunotherapy for AML.
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Affiliation(s)
- Yan Pan
- Department of Blood Transfusion, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, Zhejiang, China
| | - Yingjian Wang
- Department of Blood Transfusion, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Mengsi Hu
- Department of Blood Transfusion, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Shoufang Xu
- Department of Blood Transfusion, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Feiyu Jiang
- Department of Blood Transfusion, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yetao Han
- Department of Blood Transfusion, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Fangjian Chen
- Department of Blood Transfusion, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, Zhejiang, China
| | - Zhiwei Liu
- Department of Blood Transfusion, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
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16
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Bocova L, Hubens W, Engel C, Koschmieder S, Jost E, Wagner W. Quantification of hematopoietic stem and progenitor cells by targeted DNA methylation analysis. Clin Epigenetics 2023; 15:105. [PMID: 37370186 DOI: 10.1186/s13148-023-01521-w] [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: 02/23/2023] [Accepted: 06/15/2023] [Indexed: 06/29/2023] Open
Abstract
Hematopoietic stem and progenitor cells (HSPCs) are quantified in daily clinical practice by flow cytometry. In this study, we provide proof of concept that HSPCs can also be estimated by targeted DNA methylation (DNAm) analysis. The DNAm levels at three individual CG dinucleotides (CpG sites) in the genes MYO1D, STK17A, and SP140 correlated with CD34+ cell numbers in mobilized peripheral blood and with blast counts in leukemia. In the future, such epigenetic biomarkers can support the evaluation of stem cell mobilization, HSPC harvesting, or blast count in leukemia.
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Affiliation(s)
- Ledio Bocova
- Institute for Stem Cell Biology, University Hospital of RWTH Aachen, Aachen, Germany
- Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Aachen, Germany
| | - Wouter Hubens
- Institute for Stem Cell Biology, University Hospital of RWTH Aachen, Aachen, Germany
- Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Aachen, Germany
| | - Cordula Engel
- Department of Gynecology and Obstetrics, University Hospital of RWTH Aachen, Aachen, Germany
| | - Steffen Koschmieder
- Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation, University Hospital of RWTH Aachen, Aachen, Germany
- Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf (CIO ABCD), Aachen, Germany
| | - Edgar Jost
- Department of Hematology, Oncology, Hemostaseology and Stem Cell Transplantation, University Hospital of RWTH Aachen, Aachen, Germany
- Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf (CIO ABCD), Aachen, Germany
| | - Wolfgang Wagner
- Institute for Stem Cell Biology, University Hospital of RWTH Aachen, Aachen, Germany.
- Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Aachen, Germany.
- Center for Integrated Oncology Aachen Bonn Cologne Düsseldorf (CIO ABCD), Aachen, Germany.
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Brahmbhatt J, Kumar SP, Bhadresha K, Patel M, Rawal R. Targeting leukemic stem cell subpopulation in AML using phytochemicals: An in-silico and in-vitro approach. Comput Biol Med 2023; 155:106644. [PMID: 36774886 DOI: 10.1016/j.compbiomed.2023.106644] [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: 08/22/2022] [Revised: 01/10/2023] [Accepted: 02/06/2023] [Indexed: 02/10/2023]
Abstract
It has been indicated that leukemic stem cells (LSCs), a subset of leukaemia cells, are responsible for therapy resistance and relapse in acute myeloid leukaemia (AML). Therefore, the current study aimed to discover an LSC biomarker in AML patients and identify a natural compound that may target the same. By performing the different gene expression analyses, we identified 12 up-regulated and 192 down-regulated genes in LSCs of AML compared to normal bone marrow-derived HSCs. Further STRING interaction, GO enrichment and KEGG pathway analysis were carried out to top hub genes. Wilms' tumour-1 (WT1) transcription factor was pointed out as the top hub gene and a potential biomarker for LSCs in AML. For the targeted inhibition of WT1, we performed screening and stimulation of potential natural compounds. The results revealed Gallic acid (GA) and Chlorogenic acid (CA) as promising WT1 inhibitors. In-vitro validation of cytotoxic effects of both GA and CA on THP-1 and HL-60 cell lines suggested that both these compounds inhibited cell proliferation. Still, GA has a more cytotoxic effect compared to CA. Next, we performed cell cycle analysis and apoptosis analysis and found that both compounds arrested cells in G0/G1 phase and induced apoptosis in both cell lines. Surprisingly, a significant decrease in colony formation and cell migration was also observed. However, GA gave more promising results in all cellular assays than CA. Furthermore, we studied the mRNA expression of WT1 and BCL2, which are transcriptionally activated by it. We found that GA significantly downregulated both these genes compared to CA. Our results suggested that GA is a potential inhibitor of WT1 and might be an excellent anti-LSCs natural drug for AML patients.
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Affiliation(s)
- Jpan Brahmbhatt
- Department of Life Sciences, School of Sciences, Gujarat University, Ahmedabad, 380009, India
| | - Sivakumar Prasanth Kumar
- Department of Botany, Bioinformatics and Climate Change Impacts Management, School of Sciences, Gujarat University, Ahmedabad, 380009, India
| | - Kinjal Bhadresha
- Department of Life Sciences, School of Sciences, Gujarat University, Ahmedabad, 380009, India
| | - Maulikkumar Patel
- Department of Botany, Bioinformatics and Climate Change Impacts Management, School of Sciences, Gujarat University, Ahmedabad, 380009, India
| | - Rakesh Rawal
- Department of Life Sciences, School of Sciences, Gujarat University, Ahmedabad, 380009, India.
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18
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Liu M, Tong S, Tong Z, Guan Y, Sun Y. A strong, biodegradable and transparent cellulose‐based bioplastic stemmed from waste paper. J Appl Polym Sci 2023. [DOI: 10.1002/app.53671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- Mengmeng Liu
- Key laboratory of Bio‐based Material Science and Technology of Ministry of Education, School of Materials Science and Engineering Northeast Forestry University Harbin China
| | - Shoudi Tong
- School of Automation Harbin University of Science and Technology Harbin China
| | - Zhihan Tong
- Key laboratory of Bio‐based Material Science and Technology of Ministry of Education, School of Materials Science and Engineering Northeast Forestry University Harbin China
| | - Yuewen Guan
- Key laboratory of Bio‐based Material Science and Technology of Ministry of Education, School of Materials Science and Engineering Northeast Forestry University Harbin China
| | - Yinan Sun
- Key laboratory of Bio‐based Material Science and Technology of Ministry of Education, School of Materials Science and Engineering Northeast Forestry University Harbin China
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19
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Tabe Y, Konopleva M. Resistance to energy metabolism - targeted therapy of AML cells residual in the bone marrow microenvironment. CANCER DRUG RESISTANCE (ALHAMBRA, CALIF.) 2023; 6:138-150. [PMID: 37065866 PMCID: PMC10099600 DOI: 10.20517/cdr.2022.133] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 02/07/2023] [Accepted: 03/01/2023] [Indexed: 04/18/2023]
Abstract
In response to the changing availability of nutrients and oxygen in the bone marrow microenvironment, acute myeloid leukemia (AML) cells continuously adjust their metabolic state. To meet the biochemical demands of their increased proliferation, AML cells strongly depend on mitochondrial oxidative phosphorylation (OXPHOS). Recent data indicate that a subset of AML cells remains quiescent and survives through metabolic activation of fatty acid oxidation (FAO), which causes uncoupling of mitochondrial OXPHOS and facilitates chemoresistance. For targeting these metabolic vulnerabilities of AML cells, inhibitors of OXPHOS and FAO have been developed and investigated for their therapeutic potential. Recent experimental and clinical evidence has revealed that drug-resistant AML cells and leukemic stem cells rewire metabolic pathways through interaction with BM stromal cells, enabling them to acquire resistance against OXPHOS and FAO inhibitors. These acquired resistance mechanisms compensate for the metabolic targeting by inhibitors. Several chemotherapy/targeted therapy regimens in combination with OXPHOS and FAO inhibitors are under development to target these compensatory pathways.
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Affiliation(s)
- Yoko Tabe
- Department of Laboratory Medicine, Juntendo University, Tokyo 112-8421, Japan
- Department of Medicine (Oncology) and Molecular Pharmacology, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - Marina Konopleva
- Department of Medicine (Oncology) and Molecular Pharmacology, Albert Einstein College of Medicine, Bronx, NY 10461, USA
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Correspondence to: Prof. Marina Konopleva, Department of Medicine (Oncology) and Molecular Pharmacology, Albert Einstein College of Medicine and Montefiore Medical Center,1300 Morris Park Avenue, NY 10461, USA; Department of Leukemia, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA. E-mail:
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20
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Tong X, Zhou F. Integrated bioinformatic analysis of mitochondrial metabolism-related genes in acute myeloid leukemia. Front Immunol 2023; 14:1120670. [PMID: 37138869 PMCID: PMC10149950 DOI: 10.3389/fimmu.2023.1120670] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Accepted: 03/30/2023] [Indexed: 05/05/2023] Open
Abstract
Background Acute myeloid leukemia (AML) is a common hematologic malignancy characterized by poor prognoses and high recurrence rates. Mitochondrial metabolism has been increasingly recognized to be crucial in tumor progression and treatment resistance. The purpose of this study was to examined the role of mitochondrial metabolism in the immune regulation and prognosis of AML. Methods In this study, mutation status of 31 mitochondrial metabolism-related genes (MMRGs) in AML were analyzed. Based on the expression of 31 MMRGs, mitochondrial metabolism scores (MMs) were calculated by single sample gene set enrichment analysis. Differential analysis and weighted co-expression network analysis were performed to identify module MMRGs. Next, univariate Cox regression and the least absolute and selection operator regression were used to select prognosis-associated MMRGs. A prognosis model was then constructed using multivariate Cox regression to calculate risk score. We validated the expression of key MMRGs in clinical specimens using immunohistochemistry (IHC). Then differential analysis was performed to identify differentially expressed genes (DEGs) between high- and low-risk groups. Functional enrichment, interaction networks, drug sensitivity, immune microenvironment, and immunotherapy analyses were also performed to explore the characteristic of DEGs. Results Given the association of MMs with prognosis of AML patients, a prognosis model was constructed based on 5 MMRGs, which could accurately distinguish high-risk patients from low-risk patients in both training and validation datasets. IHC results showed that MMRGs were highly expressed in AML samples compared to normal samples. Additionally, the 38 DEGs were mainly related to mitochondrial metabolism, immune signaling, and multiple drug resistance pathways. In addition, high-risk patients with more immune-cell infiltration had higher Tumor Immune Dysfunction and Exclusion scores, indicating poor immunotherapy response. mRNA-drug interactions and drug sensitivity analyses were performed to explore potential druggable hub genes. Furthermore, we combined risk score with age and gender to construct a prognosis model, which could predict the prognosis of AML patients. Conclusion Our study provided a prognostic predictor for AML patients and revealed that mitochondrial metabolism is associated with immune regulation and drug resistant in AML, providing vital clues for immunotherapies.
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21
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Pérez RF, Tejedor JR, Fernández AF, Fraga MF. Aging and cancer epigenetics: Where do the paths fork? Aging Cell 2022; 21:e13709. [PMID: 36103298 PMCID: PMC9577950 DOI: 10.1111/acel.13709] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 08/29/2022] [Indexed: 01/25/2023] Open
Abstract
Aging and cancer are clearly associated processes, at both the epidemiological and molecular level. Epigenetic mechanisms are good candidates to explain the molecular links between the two phenomena, but recent reports have also revealed considerable differences, particularly regarding the loss of DNA methylation in the two processes. The large-scale generation and availability of genome-wide epigenetic data now permits systematic studies to be undertaken which may help clarify the similarities and differences between aging and cancer epigenetic alterations. In addition, the development of epigenetic clocks provides a new dimension in which to investigate diseases at the molecular level. Here, we examine current and future questions about the roles of DNA methylation mechanisms as causal factors in the processes of aging and cancer so that we may better understand if and how aging-associated epigenetic alterations lead to tumorigenesis. It seems certain that comprehending the molecular mechanisms underlying epigenetic clocks, especially with regard to somatic stem cell aging, combined with applying single-cell epigenetic-age profiling technologies to aging and cancer cohorts, and the integration of existing and upcoming epigenetic evidence within the genetic damage models of aging will prove to be crucial to improving understanding of these two interrelated phenomena.
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Affiliation(s)
- Raúl Fernández Pérez
- Cancer Epigenetics and Nanomedicine LaboratoryNanomaterials and Nanotechnology Research Center (CINN‐CSIC)El EntregoSpain,Health Research Institute of Asturias (ISPA‐FINBA)Institute of Oncology of Asturias (IUOPA) and Department of Organisms and Systems Biology (BOS)University of OviedoOviedoSpain,Rare Diseases CIBER (CIBERER)Carlos III Health Institute (ISCIII)MadridSpain
| | - Juan Ramón Tejedor
- Cancer Epigenetics and Nanomedicine LaboratoryNanomaterials and Nanotechnology Research Center (CINN‐CSIC)El EntregoSpain,Health Research Institute of Asturias (ISPA‐FINBA)Institute of Oncology of Asturias (IUOPA) and Department of Organisms and Systems Biology (BOS)University of OviedoOviedoSpain,Rare Diseases CIBER (CIBERER)Carlos III Health Institute (ISCIII)MadridSpain
| | - Agustín Fernández Fernández
- Cancer Epigenetics and Nanomedicine LaboratoryNanomaterials and Nanotechnology Research Center (CINN‐CSIC)El EntregoSpain,Health Research Institute of Asturias (ISPA‐FINBA)Institute of Oncology of Asturias (IUOPA) and Department of Organisms and Systems Biology (BOS)University of OviedoOviedoSpain,Rare Diseases CIBER (CIBERER)Carlos III Health Institute (ISCIII)MadridSpain
| | - Mario Fernández Fraga
- Cancer Epigenetics and Nanomedicine LaboratoryNanomaterials and Nanotechnology Research Center (CINN‐CSIC)El EntregoSpain,Health Research Institute of Asturias (ISPA‐FINBA)Institute of Oncology of Asturias (IUOPA) and Department of Organisms and Systems Biology (BOS)University of OviedoOviedoSpain,Rare Diseases CIBER (CIBERER)Carlos III Health Institute (ISCIII)MadridSpain
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22
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Vergez F, Largeaud L, Bertoli S, Nicolau ML, Rieu JB, Vergnolle I, Saland E, Sarry A, Tavitian S, Huguet F, Picard M, Vial JP, Lechevalier N, Bidet A, Dumas PY, Pigneux A, Luquet I, Mansat-De Mas V, Delabesse E, Carroll M, Danet-Desnoyers G, Sarry JE, Récher C. Phenotypically-defined stages of leukemia arrest predict main driver mutations subgroups, and outcome in acute myeloid leukemia. Blood Cancer J 2022; 12:117. [PMID: 35973983 PMCID: PMC9381519 DOI: 10.1038/s41408-022-00712-7] [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: 02/22/2022] [Revised: 07/22/2022] [Accepted: 07/26/2022] [Indexed: 11/09/2022] Open
Abstract
Classifications of acute myeloid leukemia (AML) patients rely on morphologic, cytogenetic, and molecular features. Here we have established a novel flow cytometry-based immunophenotypic stratification showing that AML blasts are blocked at specific stages of differentiation where features of normal myelopoiesis are preserved. Six stages of leukemia differentiation-arrest categories based on CD34, CD117, CD13, CD33, MPO, and HLA-DR expression were identified in two independent cohorts of 2087 and 1209 AML patients. Hematopoietic stem cell/multipotent progenitor-like AMLs display low proliferation rate, inv(3) or RUNX1 mutations, and high leukemic stem cell frequency as well as poor outcome, whereas granulocyte-monocyte progenitor-like AMLs have CEBPA mutations, RUNX1-RUNX1T1 or CBFB-MYH11 translocations, lower leukemic stem cell frequency, higher chemosensitivity, and better outcome. NPM1 mutations correlate with most mature stages of leukemia arrest together with TET2 or IDH mutations in granulocyte progenitors-like AML or with DNMT3A mutations in monocyte progenitors-like AML. Overall, we demonstrate that AML is arrested at specific stages of myeloid differentiation (SLA classification) that significantly correlate with AML genetic lesions, clinical presentation, stem cell properties, chemosensitivity, response to therapy, and outcome.
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Affiliation(s)
- François Vergez
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France. .,Université Toulouse III Paul Sabatier, Toulouse, France. .,Cancer Research Center of Toulouse, UMR1037 INSERM, ERL5294 CNRS, Toulouse, France. .,Stem Cell and Xenograft Core, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.
| | - Laetitia Largeaud
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France.,Université Toulouse III Paul Sabatier, Toulouse, France.,Cancer Research Center of Toulouse, UMR1037 INSERM, ERL5294 CNRS, Toulouse, France
| | - Sarah Bertoli
- Cancer Research Center of Toulouse, UMR1037 INSERM, ERL5294 CNRS, Toulouse, France.,Service d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Marie-Laure Nicolau
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Jean-Baptiste Rieu
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Inès Vergnolle
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Estelle Saland
- Cancer Research Center of Toulouse, UMR1037 INSERM, ERL5294 CNRS, Toulouse, France
| | - Audrey Sarry
- Service d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Suzanne Tavitian
- Service d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Françoise Huguet
- Service d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Muriel Picard
- Service d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Jean-Philippe Vial
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Bordeaux, Pessac, France
| | - Nicolas Lechevalier
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Bordeaux, Pessac, France
| | - Audrey Bidet
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Bordeaux, Pessac, France
| | - Pierre-Yves Dumas
- Service d'Hématologie Clinique et de Thérapie Cellulaire, Centre Hospitalier Universitaire de Bordeaux, Pessac, France
| | - Arnaud Pigneux
- Service d'Hématologie Clinique et de Thérapie Cellulaire, Centre Hospitalier Universitaire de Bordeaux, Pessac, France
| | - Isabelle Luquet
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Véronique Mansat-De Mas
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Eric Delabesse
- Laboratoire d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Martin Carroll
- Stem Cell and Xenograft Core, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Gwenn Danet-Desnoyers
- Stem Cell and Xenograft Core, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Jean-Emmanuel Sarry
- Cancer Research Center of Toulouse, UMR1037 INSERM, ERL5294 CNRS, Toulouse, France.,Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France
| | - Christian Récher
- Université Toulouse III Paul Sabatier, Toulouse, France. .,Cancer Research Center of Toulouse, UMR1037 INSERM, ERL5294 CNRS, Toulouse, France. .,Service d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Toulouse, France.
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23
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van Gils N, Verhagen HJ, Broux M, Martiáñez T, Denkers F, Vermue E, Rutten A, Csikós T, Demeyer S, Çil M, Al M, Cools J, Janssen JJ, Ossenkoppele GJ, Menezes RX, Smit L. Targeting histone methylation to reprogram the transcriptional state that drives survival of drug-tolerant myeloid leukemia persisters. iScience 2022; 25:105013. [PMID: 36097617 PMCID: PMC9463578 DOI: 10.1016/j.isci.2022.105013] [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: 05/13/2022] [Revised: 06/20/2022] [Accepted: 08/19/2022] [Indexed: 11/13/2022] Open
Abstract
Although chemotherapy induces complete remission in the majority of acute myeloid leukemia (AML) patients, many face a relapse. This relapse is caused by survival of chemotherapy-resistant leukemia (stem) cells (measurable residual disease; MRD). Here, we demonstrate that the anthracycline doxorubicin epigenetically reprograms leukemia cells by inducing histone 3 lysine 27 (H3K27) and H3K4 tri-methylation. Within a doxorubicin-sensitive leukemia cell population, we identified a subpopulation of reversible anthracycline-tolerant cells (ATCs) with leukemic stem cell (LSC) features lacking doxorubicin-induced H3K27me3 or H3K4me3 upregulation. These ATCs have a distinct transcriptional landscape than the leukemia bulk and could be eradicated by KDM6 inhibition. In primary AML, reprogramming the transcriptional state by targeting KDM6 reduced MRD load and survival of LSCs residing within MRD, and enhanced chemotherapy response in vivo. Our results reveal plasticity of anthracycline resistance in AML cells and highlight the potential of transcriptional reprogramming by epigenetic-based therapeutics to target chemotherapy-resistant AML cells. Reversible anthracycline-tolerant leukemia cells (ATCs) have low H3K27me3 or H3K4me3 ATCs exhibit stem cell features similar to leukemic stem cells Reprogramming the transcriptional state by inhibition of KDM6 depletes ATCs Inhibiting KDM6 adds to doxorubicin treatment and eradicates AML MRD (stem) cells
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24
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Properties of Leukemic Stem Cells in Regulating Drug Resistance in Acute and Chronic Myeloid Leukemias. Biomedicines 2022; 10:biomedicines10081841. [PMID: 36009388 PMCID: PMC9405586 DOI: 10.3390/biomedicines10081841] [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: 07/04/2022] [Revised: 07/26/2022] [Accepted: 07/27/2022] [Indexed: 11/17/2022] Open
Abstract
Notoriously known for their capacity to reconstitute hematological malignancies in vivo, leukemic stem cells (LSCs) represent key drivers of therapeutic resistance and disease relapse, posing as a major medical dilemma. Despite having low abundance in the bulk leukemic population, LSCs have developed unique molecular dependencies and intricate signaling networks to enable self-renewal, quiescence, and drug resistance. To illustrate the multi-dimensional landscape of LSC-mediated leukemogenesis, in this review, we present phenotypical characteristics of LSCs, address the LSC-associated leukemic stromal microenvironment, highlight molecular aberrations that occur in the transcriptome, epigenome, proteome, and metabolome of LSCs, and showcase promising novel therapeutic strategies that potentially target the molecular vulnerabilities of LSCs.
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25
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Niu J, Peng D, Liu L. Drug Resistance Mechanisms of Acute Myeloid Leukemia Stem Cells. Front Oncol 2022; 12:896426. [PMID: 35865470 PMCID: PMC9294245 DOI: 10.3389/fonc.2022.896426] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 06/06/2022] [Indexed: 12/15/2022] Open
Abstract
Acute myeloid leukemia (AML) is a polyclonal and heterogeneous hematological malignancy. Relapse and refractory after induction chemotherapy are still challenges for curing AML. Leukemia stem cells (LSCs), accepted to originate from hematopoietic stem/precursor cells, are the main root of leukemogenesis and drug resistance. LSCs are dynamic derivations and possess various elusive resistance mechanisms. In this review, we summarized different primary resistance and remolding mechanisms of LSCs after chemotherapy, as well as the indispensable role of the bone marrow microenvironment on LSCs resistance. Through a detailed and comprehensive review of the spectacle of LSCs resistance, it can provide better strategies for future researches on eradicating LSCs and clinical treatment of AML.
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26
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Liu L, Vujovic A, Deshpande NP, Sathe S, Anande G, Chen HTT, Xu J, Minden MD, Yeo GW, Unnikrishnan A, Hope KJ, Lu Y. The splicing factor RBM17 drives leukemic stem cell maintenance by evading nonsense-mediated decay of pro-leukemic factors. Nat Commun 2022; 13:3833. [PMID: 35781533 PMCID: PMC9250932 DOI: 10.1038/s41467-022-31155-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2021] [Accepted: 05/30/2022] [Indexed: 12/01/2022] Open
Abstract
Chemo-resistance in acute myeloid leukemia (AML) patients is driven by leukemic stem cells (LSCs) resulting in high rates of relapse and low overall survival. Here, we demonstrate that upregulation of the splicing factor, RBM17 preferentially marks and sustains LSCs and directly correlates with shorten patient survival. RBM17 knockdown in primary AML cells leads to myeloid differentiation and impaired colony formation and in vivo engraftment. Integrative multi-omics analyses show that RBM17 repression leads to inclusion of poison exons and production of nonsense-mediated decay (NMD)-sensitive transcripts for pro-leukemic factors and the translation initiation factor, EIF4A2. We show that EIF4A2 is enriched in LSCs and its inhibition impairs primary AML progenitor activity. Proteomic analysis of EIF4A2-depleted AML cells shows recapitulation of the RBM17 knockdown biological effects, including pronounced suppression of proteins involved in ribosome biogenesis. Overall, these results provide a rationale to target RBM17 and/or its downstream NMD-sensitive splicing substrates for AML treatment.
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Affiliation(s)
- Lina Liu
- Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Biochemistry and Biomedical Sciences, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ana Vujovic
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Nandan P Deshpande
- Adult Cancer Program, Lowy Cancer Research Centre, University of New South Wales, Sydney, NSW, Australia
- Prince of Wales Clinical School, University of New South Wales, Sydney, NSW, Australia
| | - Shashank Sathe
- Department of Cellular and Molecular Medicine, Stem Cell Program and Institute for Genomic Medicine, University of California at San Diego, San Diego, CA, USA
| | - Govardhan Anande
- Adult Cancer Program, Lowy Cancer Research Centre, University of New South Wales, Sydney, NSW, Australia
- Prince of Wales Clinical School, University of New South Wales, Sydney, NSW, Australia
| | - He Tian Tony Chen
- Department of Biochemistry and Biomedical Sciences, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Joshua Xu
- Department of Biochemistry and Biomedical Sciences, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mark D Minden
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Gene W Yeo
- Department of Cellular and Molecular Medicine, Stem Cell Program and Institute for Genomic Medicine, University of California at San Diego, San Diego, CA, USA
| | - Ashwin Unnikrishnan
- Adult Cancer Program, Lowy Cancer Research Centre, University of New South Wales, Sydney, NSW, Australia
- Prince of Wales Clinical School, University of New South Wales, Sydney, NSW, Australia
| | - Kristin J Hope
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
| | - Yu Lu
- Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada.
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27
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Liu H, Zhang X, Zhao Z, Zhu H, Li D, Yang Y, Zhao W, Zhang F, Wang Y, Zhu L, Ding Z, Li X. CNST is Characteristic of Leukemia Stem Cells and is Associated With Poor Prognosis in AML. Front Pharmacol 2022; 13:888243. [PMID: 35662693 PMCID: PMC9157791 DOI: 10.3389/fphar.2022.888243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 03/28/2022] [Indexed: 11/30/2022] Open
Abstract
Consortin (CNST) is a protein located on the trans-Golgi network that can target transmembrane proteins to the plasma membrane. Although CNST was discovered more than 10 years ago, there are still not enough studies on its function. During our search for possible new acute myeloid leukemia (AML) markers, we found that CNST was overexpressed in almost all patients with AML. By analyzing profiling data from public databases, we found that CNST expression inversely correlated with overall survival among AML patients. There was a great variation in CNST expression among different subtypes of AML, and the expression was the highest in the t(8,21) subtype, which was probably due to the direct regulation of CNST transcription by RUNX1-RUNX1T1. In addition, we analyzed the expression of CNST in different cells of the hematopoietic system. We found that CNST was associated with the low differentiation degrees of hematopoietic cells and had the highest expression level in leukemia stem cells (LSCs). Finally, we analyzed the CNST-related gene network and found that the genes negatively correlated with CNST are involved in various immune-related pathways, which indicates that CNST is likely related to immune evasion, LSC niche retention, and assembly of stress granules. In conclusion, our study suggests that CNST has the potential to be a diagnostic and prognostic biomarker for AML.
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Affiliation(s)
- Haoyu Liu
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
| | - Xu Zhang
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
| | - Ziyan Zhao
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
| | - Hongying Zhu
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
| | - Danyang Li
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China.,Rehabilitation Center, Qilu Hospital, Cheelo College of Medicine, Shandong University, Jinan, China
| | - Yang Yang
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China.,School of Pharmacy, Binzhou Medical University, Yantai, China
| | - Wenbo Zhao
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Fei Zhang
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
| | - Yuefeng Wang
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
| | - Lina Zhu
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
| | - Zewen Ding
- Centre for Discovery Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Xiangzhi Li
- Shandong Provincial Key Laboratory of Animal Cell and Developmental Biology, School of Life Sciences, Advanced Medical Research Institute, Shandong University, Qingdao, China
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28
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Nakauchi Y, Azizi A, Thomas D, Corces MR, Reinisch A, Sharma R, Cruz Hernandez D, Kohnke T, Karigane D, Fan A, Martinez-Krams D, Stafford M, Kaur S, Dutta R, Phan P, Ediriwickrema A, McCarthy E, Ning Y, Phillips T, Ellison CK, Guler GD, Bergamaschi A, Ku CJ, Levy S, Majeti R. The cell type specific 5hmC landscape and dynamics of healthy human hematopoiesis and TET2-mutant pre-leukemia. Blood Cancer Discov 2022; 3:346-367. [DOI: 10.1158/2643-3230.bcd-21-0143] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 02/07/2022] [Accepted: 05/04/2022] [Indexed: 11/16/2022] Open
Abstract
Abstract
The conversion of 5-methylcytosine (5mC) to 5-hydroxymethylcytosine (5hmC) is a key step in DNA demethylation that is mediated by ten-eleven-translocation (TET) enzymes, which require ascorbate/vitamin C. Here, we report the 5hmC landscape of normal hematopoiesis and identify cell type-specific 5hmC profiles associated with active transcription and chromatin accessibility of key hematopoietic regulators. We utilized CRISPR/Cas9 to model TET2 loss-of-function mutations in primary human HSPCs. Disrupted cells exhibited increased colonies in serial replating, defective erythroid/megakaryocytic differentiation, and in vivo competitive advantage and myeloid skewing coupled with reduction of 5hmC at erythroid-associated gene loci. Azacitidine and ascorbate restored 5hmC abundance and slowed or reverted the expansion of TET2-mutant clones in vivo. These results demonstrate the key role of 5hmC in normal hematopoiesis and TET2-mutant phenotypes and raise the possibility of utilizing these agents to further our understanding of pre-leukemia/clonal hematopoiesis.
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Affiliation(s)
- Yusuke Nakauchi
- Stanford University School of Medicine, Stanford, California, United States
| | - Armon Azizi
- Stanford University, Stanford, CA, United States
| | - Daniel Thomas
- University of Adelaide, Adelaide, South Australia, Australia
| | - M. Ryan Corces
- Gladstone Institute of Neurological Disease, San Fransisco, California, United States
| | - Andreas Reinisch
- Stanford University School of Medicine, Stanford, CA, United States
| | - Rajiv Sharma
- Stanford University School of Medicine, Stanford, California, United States
| | - David Cruz Hernandez
- MRC Molecular Haematology Unit and Oxford Centre for Haematology, Weatherall Institute of Molecular Medicine,, Oxford, United Kingdom
| | - Thomas Kohnke
- Stanford University School of Medicine, Stanford, California, United States
| | - Daiki Karigane
- Stanford University School of Medicine, Stanford, California, United States
| | - Amy Fan
- Stanford University, Palo Alto, United States
| | | | | | - Satinder Kaur
- Stanford University School of Medicine, Palo Alto, CA, United States
| | - Ritika Dutta
- Stanford University School of Medicine, Palo Alto, CA, United States
| | - Paul Phan
- Stanford University School of Medicine, Stanford, California, United States
| | | | | | - Yuhong Ning
- Bluestar Genomics Inc., San Diego, CA, United States
| | | | | | | | | | | | - Samuel Levy
- Bluestar Genomics, San Diego, California, United States
| | - Ravindra Majeti
- Stanford University School of Medicine, Palo Alto, CA, United States
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29
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Shin DY. Human acute myeloid leukemia stem cells: evolution of concept. Blood Res 2022; 57:67-74. [PMID: 35483929 PMCID: PMC9057671 DOI: 10.5045/br.2022.2021221] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2021] [Revised: 02/23/2022] [Accepted: 03/25/2022] [Indexed: 11/17/2022] Open
Abstract
The history of human acute myeloid leukemia stem cells (AMLSCs) began in a seminal study performed by Lapidot and Dick, proving that only CD34+CD38- human primary acute myeloid leukemia (AML) cells can repopulate in severe combined immunodeficient mice. The concept of leukemic stem cells (LSCs) has impeded a huge change in the treatment strategy against AML from killing proliferating leukemic cells to eradicating quiescent/dormant LSCs. As next-generation sequencing technologies have developed, multiple and recurrent genetic mutations have been discovered in large cohorts of patients with AML, and the updated understanding of leukemogenesis has improved the old concept of LSC to a revised version of a serial developmental model of LSC; that is, pre-LSCs are generated as seeds by the first hit on epigenetic regulators, and then, leukemia-initiating LSCs emerge from seeds by the second hits on genes involved in transcription and signaling. Dreams for universal and targetable AMLSC biomarker sparing healthy hematopoietic stem cells have weakened after the confrontation of significant heterogeneity of AMLSCs from genomic and immunophenotypic viewpoints. However, there is still hope for effective targets for AMLSCs since there is evidence that grouped gene signatures, such as 17-gene LSC score, and common epigenetic signatures, such as HOXA clusters, independent of various gene mutations, exist. Recently, the LSC niche in the bone marrow has been actively investigated and has expanded our knowledge of the physiology and vulnerability of AMLSCs. Presently, an applicable treatment that always works in AMLSCs is lacking. However, we will find a way, we always have.
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Affiliation(s)
- Dong-Yeop Shin
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea.,Center for Medical Innovation, Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
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30
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Wang SSY. Relationship between leukaemic stem cells and hematopoietic stem cells and their clinical application. Leuk Lymphoma 2022; 63:1524-1533. [PMID: 35067128 DOI: 10.1080/10428194.2022.2027401] [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: 10/19/2022]
Abstract
The world is aging and with it an associated increase in malignancies. Haematological malignancies especially Acute Myeloid Leukemia (AML) are no exception to this trend. With scientific advances, development of new AML treatments has improved patient mortality. One future research interest would be Leukeamic Stem Cells (LSC). This review aims to briefly highlight main LSC characteristics and their relationship with hematopoietic stem cells. Key LSC characteristics include dysregulated apoptosis, capacity for self-renewal, genomic instability, dysregulated energetics, immune privilege and an altered tumor microenvironment. Similar characteristics are also found in HSCs though in a regulated form. Classifying these characteristics will aid in the development of clinical biomarkers for LSC which is a potential clinical application of LSC biology. LSC biomarkers might prove to be critical in future AML management through improving accuracy of AML diagnosis, providing targeted treatment to minimize side effects, refinement of prognosis and relapse risk for earlier intervention.
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Affiliation(s)
- Samuel S Y Wang
- Department of Haematology, Tan Tock Seng Hospital, Singapore, Singapore
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31
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A primary hierarchically organized patient-derived model enables in depth interrogation of stemness driven by the coding and non-coding genome. Leukemia 2022; 36:2690-2704. [PMID: 36131042 PMCID: PMC9613464 DOI: 10.1038/s41375-022-01697-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 08/23/2022] [Accepted: 09/01/2022] [Indexed: 11/30/2022]
Abstract
Many cancers are organized as cellular hierarchies sustained by cancer stem cells (CSC), whose eradication is crucial for achieving long-term remission. Difficulties to isolate and undertake in vitro and in vivo experimental studies of rare CSC under conditions that preserve their original properties currently constitute a bottleneck for identifying molecular mechanisms involving coding and non-coding genomic regions that govern stemness. We focussed on acute myeloid leukemia (AML) as a paradigm of the CSC model and developed a patient-derived system termed OCI-AML22 that recapitulates the cellular hierarchy driven by leukemia stem cells (LSC). Through classical flow sorting and functional analyses, we established that a single phenotypic population is highly enriched for LSC. The LSC fraction can be easily isolated and serially expanded in culture or in xenografts while faithfully recapitulating functional, transcriptional and epigenetic features of primary LSCs. A novel non-coding regulatory element was identified with a new computational approach using functionally validated primary AML LSC fractions and its role in LSC stemness validated through efficient CRISPR editing using methods optimized for OCI-AML22 LSC. Collectively, OCI-AML22 constitutes a valuable resource to uncover mechanisms governing CSC driven malignancies.
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32
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Investigation of measurable residual disease in acute myeloid leukemia by DNA methylation patterns. Leukemia 2022; 36:80-89. [PMID: 34131280 PMCID: PMC8727289 DOI: 10.1038/s41375-021-01316-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 05/25/2021] [Accepted: 05/28/2021] [Indexed: 02/05/2023]
Abstract
Assessment of measurable residual disease (MRD) upon treatment of acute myeloid leukemia (AML) remains challenging. It is usually addressed by highly sensitive PCR- or sequencing-based screening of specific mutations, or by multiparametric flow cytometry. However, not all patients have suitable mutations and heterogeneity of surface markers hampers standardization in clinical routine. In this study, we propose an alternative approach to estimate MRD based on AML-associated DNA methylation (DNAm) patterns. We identified four CG dinucleotides (CpGs) that commonly reveal aberrant DNAm in AML and their combination could reliably discern healthy and AML samples. Interestingly, bisulfite amplicon sequencing demonstrated that aberrant DNAm patterns were symmetric on both alleles, indicating that there is epigenetic crosstalk between homologous chromosomes. We trained shallow-learning and deep-learning algorithms to identify anomalous DNAm patterns. The method was then tested on follow-up samples with and without MRD. Notably, even samples that were classified as MRD negative often revealed higher anomaly ratios than healthy controls, which may reflect clonal hematopoiesis. Our results demonstrate that targeted DNAm analysis facilitates reliable discrimination of malignant and healthy samples. However, since healthy samples also comprise few abnormal-classified DNAm reads the approach does not yet reliably discriminate MRD positive and negative samples.
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33
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Yan F, Li J, Milosevic J, Petroni R, Liu S, Shi Z, Yuan S, Reynaga JM, Qi Y, Rico J, Yu S, Liu Y, Rokudai S, Palmisiano N, Meyer SE, Sung PJ, Wan L, Lan F, Garcia BA, Stanger BZ, Sykes DB, Blanco MA. KAT6A and ENL form an epigenetic transcriptional control module to drive critical leukemogenic gene expression programs. Cancer Discov 2021; 12:792-811. [PMID: 34853079 DOI: 10.1158/2159-8290.cd-20-1459] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 09/02/2021] [Accepted: 11/15/2021] [Indexed: 11/16/2022]
Abstract
Epigenetic programs are dysregulated in acute myeloid leukemia (AML) and help enforce an oncogenic state of differentiation arrest. To identify key epigenetic regulators of AML cell fate, we performed a differentiation-focused CRISPR screen in AML cells. This screen identified the histone acetyltransferase KAT6A as a novel regulator of myeloid differentiation that drives critical leukemogenic gene expression programs. We show that KAT6A is the initiator of a newly-described transcriptional control module in which KAT6A-catalyzed promoter H3K9ac is bound by the acetyllysine reader ENL, which in turn cooperates with a network of chromatin factors to induce transcriptional elongation. Inhibition of KAT6A has strong anti-AML phenotypes in vitro and in vivo, suggesting that KAT6A small molecule inhibitors could be of high therapeutic interest for mono or combinatorial differentiation-based treatment of AML.
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Affiliation(s)
- Fangxue Yan
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania
| | - Jinyang Li
- School of Medicine, University of Pennsylvania
| | - Jelena Milosevic
- Center for Regenerative Medicine, Massachusetts General Hospital
| | | | | | | | - Salina Yuan
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania
| | | | | | - Joshua Rico
- Biomedical Sciences, University of Pennsylvania
| | | | - Yiman Liu
- Raymond and Ruth Perelman School of Medicine at the University of Pennsylvania
| | - Susumu Rokudai
- Department of Molecular Pharmacology and Oncology, Gunma University Graduate School of Medicine
| | | | | | | | - Liling Wan
- Cancer Biology, Department of Cancer Biology, University of Pennsylvania; Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania; Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania; Institute for Regenerative Medicine, Perelman School of Medicine, University of Pennsylvania
| | - Fei Lan
- Institutes of Biomedical Sciences, Fudan University
| | - Benjamin A Garcia
- Department of Biochemistry and Biophysics, University of Pennsylvania
| | - Ben Z Stanger
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania
| | - David B Sykes
- Center for Regenerative Medicine, Massachusetts General Hospital
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34
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Hatfield KJ, Grønningsaeter IS, Reikvam H. Future perspective: metabolism as a therapeutic target in acute myeloid leukemia - from Warburg to precision medicine. Curr Med Res Opin 2021; 37:2107-2111. [PMID: 34498983 DOI: 10.1080/03007995.2021.1978960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Acute myeloid leukemia (AML) is a highly malignant blood cancer disease, with dismal prognosis. The theory that cancer cells utilize metabolism to their growth advantage was postulated almost hundred years ago. However, only recently have been able to take advantage of this Achilles heel of malignant cell growth. Current observations suggest a crucial role for various metabolic pathways in AML, and special in leukemia stem cells, believed to be responsible for re-initiation of the leukemic clone, and hence relapse of this devastating disease. In the present article we discuss the features for metabolism in AML based on recent research, and special emphasizing the potential of pharmacological inhibiting metabolism as new treatment approaches.
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Affiliation(s)
- Kimberley Joanne Hatfield
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Immunology and Transfusion Medicine, Haukeland University Hospital, Bergen, Norway
| | - Ida Sofie Grønningsaeter
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medicine, Akershus University Hospital, Oslo, Norway
| | - Håkon Reikvam
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medicine, Haukeland University Hospital, Bergen, Norway
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35
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Fleischmann M, Schnetzke U, Hochhaus A, Scholl S. Management of Acute Myeloid Leukemia: Current Treatment Options and Future Perspectives. Cancers (Basel) 2021; 13:5722. [PMID: 34830877 PMCID: PMC8616498 DOI: 10.3390/cancers13225722] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 11/07/2021] [Accepted: 11/12/2021] [Indexed: 12/19/2022] Open
Abstract
Treatment of acute myeloid leukemia (AML) has improved in recent years and several new therapeutic options have been approved. Most of them include mutation-specific approaches (e.g., gilteritinib for AML patients with activating FLT3 mutations), or are restricted to such defined AML subgroups, such as AML-MRC (AML with myeloid-related changes) or therapy-related AML (CPX-351). With this review, we aim to present a comprehensive overview of current AML therapy according to the evolved spectrum of recently approved treatment strategies. We address several aspects of combined epigenetic therapy with the BCL-2 inhibitor venetoclax and provide insight into mechanisms of resistance towards venetoclax-based regimens, and how primary or secondary resistance might be circumvented. Furthermore, a detailed overview on the current status of AML immunotherapy, describing promising concepts, is provided. This review focuses on clinically important aspects of current and future concepts of AML treatment, but will also present the molecular background of distinct targeted therapies, to understand the development and challenges of clinical trials ongoing in AML patients.
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Affiliation(s)
| | | | | | - Sebastian Scholl
- Klinik für Innere Medizin II, Abteilung Hämatologie und Onkologie, Universitätsklinikum Jena, Am Klinikum 1, 07740 Jena, Germany; (M.F.); (U.S.); (A.H.)
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36
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Marchand T, Pinho S. Leukemic Stem Cells: From Leukemic Niche Biology to Treatment Opportunities. Front Immunol 2021; 12:775128. [PMID: 34721441 PMCID: PMC8554324 DOI: 10.3389/fimmu.2021.775128] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 09/28/2021] [Indexed: 12/20/2022] Open
Abstract
Acute myeloid leukemia (AML) is one of the most common types of leukemia in adults. While complete remission can be obtained with intensive chemotherapy in young and fit patients, relapse is frequent and prognosis remains poor. Leukemic cells are thought to arise from a pool of leukemic stem cells (LSCs) which sit at the top of the hierarchy. Since their discovery, more than 30 years ago, LSCs have been a topic of intense research and their identification paved the way for cancer stem cell research. LSCs are defined by their ability to self-renew, to engraft into recipient mice and to give rise to leukemia. Compared to healthy hematopoietic stem cells (HSCs), LSCs display specific mutations, epigenetic modifications, and a specific metabolic profile. LSCs are usually considered resistant to chemotherapy and are therefore the drivers of relapse. Similar to their HSC counterpart, LSCs reside in a highly specialized microenvironment referred to as the “niche”. Bidirectional interactions between leukemic cells and the microenvironment favor leukemic progression at the expense of healthy hematopoiesis. Within the niche, LSCs are thought to be protected from genotoxic insults. Improvement in our understanding of LSC gene expression profile and phenotype has led to the development of prognosis signatures and the identification of potential therapeutic targets. In this review, we will discuss LSC biology in the context of their specific microenvironment and how a better understanding of LSC niche biology could pave the way for new therapies that target AML.
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Affiliation(s)
- Tony Marchand
- Service d'Hématologie Clinique, Centre Hospitalier Universitaire de Rennes, Rennes, France.,Faculté de médecine, Université Rennes 1, Rennes, France.,Institut National de la Santé et de la Recherche Médicale (INSERM) U1236, Rennes, France
| | - Sandra Pinho
- Department of Pharmacology & Regenerative Medicine, University of Illinois at Chicago, Chicago, IL, United States
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Planterose Jiménez B, Kayser M, Vidaki A. Revisiting genetic artifacts on DNA methylation microarrays exposes novel biological implications. Genome Biol 2021; 22:274. [PMID: 34548083 PMCID: PMC8454075 DOI: 10.1186/s13059-021-02484-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 09/01/2021] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Illumina DNA methylation microarrays enable epigenome-wide analysis vastly used for the discovery of novel DNA methylation variation in health and disease. However, the microarrays' probe design cannot fully consider the vast human genetic diversity, leading to genetic artifacts. Distinguishing genuine from artifactual genetic influence is of particular relevance in the study of DNA methylation heritability and methylation quantitative trait loci. But despite its importance, current strategies to account for genetic artifacts are lagging due to a limited mechanistic understanding on how such artifacts operate. RESULTS To address this, we develop and benchmark UMtools, an R-package containing novel methods for the quantification and qualification of genetic artifacts based on fluorescence intensity signals. With our approach, we model and validate known SNPs/indels on a genetically controlled dataset of monozygotic twins, and we estimate minor allele frequency from DNA methylation data and empirically detect variants not included in dbSNP. Moreover, we identify examples where genetic artifacts interact with each other or with imprinting, X-inactivation, or tissue-specific regulation. Finally, we propose a novel strategy based on co-methylation that can discern between genetic artifacts and genuine genomic influence. CONCLUSIONS We provide an atlas to navigate through the huge diversity of genetic artifacts encountered on DNA methylation microarrays. Overall, our study sets the ground for a paradigm shift in the study of the genetic component of epigenetic variation in DNA methylation microarrays.
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Affiliation(s)
- Benjamin Planterose Jiménez
- Erasmus MC, University Medical Center Rotterdam, Department of Genetic Identification, Rotterdam, the Netherlands
| | - Manfred Kayser
- Erasmus MC, University Medical Center Rotterdam, Department of Genetic Identification, Rotterdam, the Netherlands
| | - Athina Vidaki
- Erasmus MC, University Medical Center Rotterdam, Department of Genetic Identification, Rotterdam, the Netherlands
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38
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Herbrich S, Baran N, Cai T, Weng C, Aitken MJL, Post SM, Henderson J, Shi C, Richard-Carpentier G, Sauvageau G, Baggerly K, Al-Atrash G, Davis RE, Daver N, Zha D, Konopleva M. Overexpression of CD200 is a Stem Cell-Specific Mechanism of Immune Evasion in AML. J Immunother Cancer 2021; 9:jitc-2021-002968. [PMID: 34326171 PMCID: PMC8323398 DOI: 10.1136/jitc-2021-002968] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/13/2021] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Acute myeloid leukemia (AML) stem cells (LSCs) are capable of surviving current standard chemotherapy and are the likely source of deadly, relapsed disease. While stem cell transplant serves as proof-of-principle that AML LSCs can be eliminated by the immune system, the translation of existing immunotherapies to AML has been met with limited success. Consequently, understanding and exploiting the unique immune-evasive mechanisms of AML LSCs is critical. METHODS Analysis of stem cell datasets and primary patient samples revealed CD200 as a putative stem cell-specific immune checkpoint overexpressed in AML LSCs. Isogenic cell line models of CD200 expression were employed to characterize the interaction of CD200+ AML with various immune cell subsets both in vitro and in peripheral blood mononuclear cell (PBMC)-humanized mouse models. CyTOF and RNA-sequencing were performed on humanized mice to identify novel mechanisms of CD200-mediated immunosuppression. To clinically translate these findings, we developed a fully humanized CD200 antibody (IgG1) that removed the immunosuppressive signal by blocking interaction with the CD200 receptor while also inducing a potent Fc-mediated response. Therapeutic efficacy of the CD200 antibody was evaluated using both humanized mice and patient-derived xenograft models. RESULTS Our results demonstrate that CD200 is selectively overexpressed in AML LSCs and is broadly immunosuppressive by impairing cytokine secretion in both innate and adaptive immune cell subsets. In a PBMC-humanized mouse model, CD200+ leukemia progressed rapidly, escaping elimination by T cells, compared with CD200- AML. T cells from mice with CD200+ AML were characterized by an abundance of metabolically quiescent CD8+ central and effector memory cells. Mechanistically, CD200 expression on AML cells significantly impaired OXPHOS metabolic activity in T cells from healthy donors. Importantly, CD200 antibody therapy could eliminate disease in the presence of graft-versus-leukemia in immune competent mice and could significantly improve the efficacy of low-intensity azacitidine/venetoclax chemotherapy in immunodeficient hosts. CONCLUSIONS Overexpression of CD200 is a stem cell-specific marker that contributes to immunosuppression in AML by impairing effector cell metabolism and function. CD200 antibody therapy is capable of simultaneously reducing CD200-mediated suppression while also engaging macrophage activity. This study lays the groundwork for CD200-targeted therapeutic strategies to eliminate LSCs and prevent AML relapse.
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Affiliation(s)
- Shelley Herbrich
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Natalia Baran
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Tianyu Cai
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Connie Weng
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Marisa J L Aitken
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Sean M Post
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Jared Henderson
- Department of Lymphoma and Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Chunhua Shi
- Oncology Research for Biologics and Immunotherapy Translation (ORBIT) platform, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | | | - Guy Sauvageau
- University of Montreal Institute for Research in Immunology and Cancer, Montreal, Quebec, Canada
| | - Keith Baggerly
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Gheath Al-Atrash
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - R Eric Davis
- Department of Lymphoma and Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Naval Daver
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Dongxing Zha
- Oncology Research for Biologics and Immunotherapy Translation (ORBIT) platform, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Marina Konopleva
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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Li Z, Wang F, Tian X, Long J, Ling B, Zhang W, Xu J, Liang A. HCK maintains the self-renewal of leukaemia stem cells via CDK6 in AML. JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH : CR 2021; 40:210. [PMID: 34167558 PMCID: PMC8223385 DOI: 10.1186/s13046-021-02007-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Accepted: 06/06/2021] [Indexed: 01/01/2023]
Abstract
Background: Leukaemia stem cells (LSCs) are responsible for the initiation, maintenance, and recurrence of acute myeloid leukaemia (AML), an aggressive haematological malignancy associated with drug resistance and relapse. Identifying therapeutic LSC targets is critical to curing AML. Methods Bioinformatics databases were used to identify therapeutic LSC targets. The conditional knockout mice were used to analyse the role of HCK in leukaemogenesis or normal haematopoiesis. Colony-forming assays, cell counting, and flow cytometry were used to detect the viability and function of leukaemia cells. RT-PCR, western blotting, and RNA sequencing were used to detect mRNA and protein expression. Result HCK is expressed at higher levels in LSCs than in haematopoietic stem cells (HSCs), and high HCK levels are correlated with reduced survival time in AML patients. Knockdown of HCK leads to cell cycle arrest, which results in a dramatic decrease in the proliferation and colony formation in human AML cell lines. Moreover, HCK is required for leukemogenesis and leukaemia maintenance in vivo and in vitro. HCK is necessary for the self-renewal of LSCs during serial transplantation and limiting dilution assay. The phenotypes resulting from HCK deficiency can be rescued by CDK6 overexpression in the human cell line. RNA sequencing and gene expression have demonstrated that HCK may sustain cell cycle entry and maintain the self-renewal ability of LSCs through activating the ERK1/2-c-Myc-CDK6 signalling axis. In contrast, HCK deletion does not affect normal haematopoiesis or haematopoietic reconstruction in mice. Conclusions HCK maintains the self-renewal of leukaemia stem cells via CDK6 in AML and may be an ideal therapeutic target for eradicating LSCs without influencing normal haematopoiesis. Supplementary Information The online version contains supplementary material available at 10.1186/s13046-021-02007-4.
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Affiliation(s)
- Zheng Li
- Department of Haematology, Tongji Hospital, Tongji University School of Medicine, 1239 Siping Road, 200092, Shanghai, P.R. China
| | - Fangce Wang
- Department of Haematology, Tongji Hospital, Tongji University School of Medicine, 1239 Siping Road, 200092, Shanghai, P.R. China
| | - Xiaoxue Tian
- Department of Haematology, Tongji Hospital, Tongji University School of Medicine, 1239 Siping Road, 200092, Shanghai, P.R. China
| | - Jun Long
- Department of Haematology, Tongji Hospital, Tongji University School of Medicine, 1239 Siping Road, 200092, Shanghai, P.R. China
| | - Bin Ling
- The Second People's Hospital of Yunnan Province, 650000, Kunming, P.R. China
| | - Wenjun Zhang
- Department of Haematology, Tongji Hospital, Tongji University School of Medicine, 1239 Siping Road, 200092, Shanghai, P.R. China.
| | - Jun Xu
- East Hospital, Tongji University School of Medicine, 1239 Siping Road, 200092, Shanghai, P.R. China.
| | - Aibin Liang
- Department of Haematology, Tongji Hospital, Tongji University School of Medicine, 1239 Siping Road, 200092, Shanghai, P.R. China.
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40
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Simonetti G, Angeli D, Petracci E, Fonzi E, Vedovato S, Sperotto A, Padella A, Ghetti M, Ferrari A, Robustelli V, Di Liddo R, Conconi MT, Papayannidis C, Cerchione C, Rondoni M, Astolfi A, Ottaviani E, Martinelli G, Gottardi M. Adrenomedullin Expression Characterizes Leukemia Stem Cells and Associates With an Inflammatory Signature in Acute Myeloid Leukemia. Front Oncol 2021; 11:684396. [PMID: 34150648 PMCID: PMC8208888 DOI: 10.3389/fonc.2021.684396] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 04/23/2021] [Indexed: 12/13/2022] Open
Abstract
Adrenomedullin (ADM) is a hypotensive and vasodilator peptide belonging to the calcitonin gene-related peptide family. It is secreted in vitro by endothelial cells and vascular smooth muscle cells, and is significantly upregulated by a number of stimuli. Moreover, ADM participates in the regulation of hematopoietic compartment, solid tumors and leukemias, such as acute myeloid leukemia (AML). To better characterize ADM involvement in AML pathogenesis, we investigated its expression during human hematopoiesis and in leukemic subsets, based on a morphological, cytogenetic and molecular characterization and in T cells from AML patients. In hematopoietic stem/progenitor cells and T lymphocytes from healthy subjects, ADM transcript was barely detectable. It was expressed at low levels by megakaryocytes and erythroblasts, while higher levels were measured in neutrophils, monocytes and plasma cells. Moreover, cells populating the hematopoietic niche, including mesenchymal stem cells, showed to express ADM. ADM was overexpressed in AML cells versus normal CD34+ cells and in the subset of leukemia compared with hematopoietic stem cells. In parallel, we detected a significant variation of ADM expression among cytogenetic subgroups, measuring the highest levels in inv(16)/t(16;16) or complex karyotype AML. According to the mutational status of AML-related genes, the analysis showed a lower expression of ADM in FLT3-ITD, NPM1-mutated AML and FLT3-ITD/NPM1-mutated cases compared with wild-type ones. Moreover, ADM expression had a negative impact on overall survival within the favorable risk class, while showing a potential positive impact within the subgroup receiving a not-intensive treatment. The expression of 135 genes involved in leukemogenesis, regulation of cell proliferation, ferroptosis, protection from apoptosis, HIF-1α signaling, JAK-STAT pathway, immune and inflammatory responses was correlated with ADM levels in the bone marrow cells of at least two AML cohorts. Moreover, ADM was upregulated in CD4+ T and CD8+ T cells from AML patients compared with healthy controls and some ADM co-expressed genes participate in a signature of immune tolerance that characterizes CD4+ T cells from leukemic patients. Overall, our study shows that ADM expression in AML associates with a stem cell phenotype, inflammatory signatures and genes related to immunosuppression, all factors that contribute to therapy resistance and disease relapse.
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Affiliation(s)
- Giorgia Simonetti
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Davide Angeli
- Unit of Biostatistics and Clinical Trials, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Elisabetta Petracci
- Unit of Biostatistics and Clinical Trials, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Eugenio Fonzi
- Unit of Biostatistics and Clinical Trials, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Susanna Vedovato
- Department of Clinical and Experimental Medicine, University of Padova, Padua, Italy
| | - Alessandra Sperotto
- Hematology and Transplant Center Unit, Dipartimento di Area Medica (DAME), Udine University Hospital, Udine, Italy
| | - Antonella Padella
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Martina Ghetti
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Anna Ferrari
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Valentina Robustelli
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, Bologna, Italy
- Dipartimento di Medicina Specialistica, Diagnostica e Sperimentale, Università di Bologna, Bologna, Italy
| | - Rosa Di Liddo
- Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Padua, Italy
| | - Maria Teresa Conconi
- Department of Pharmaceutical and Pharmacological Sciences, University of Padova, Padua, Italy
| | - Cristina Papayannidis
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, Bologna, Italy
| | - Claudio Cerchione
- Hematology Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Michela Rondoni
- Hematology Unit & Romagna Transplant Network, Ravenna Hospital, Ravenna, Italy
| | - Annalisa Astolfi
- “Giorgio Prodi” Cancer Research Center, University of Bologna, Bologna, Italy
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, Ferrara, Italy
| | - Emanuela Ottaviani
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, Bologna, Italy
| | - Giovanni Martinelli
- Scientific Directorate, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Michele Gottardi
- Onco Hematology, Department of Oncology, Veneto Institute of Oncology IOV, IRCCS, Padua, Italy
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Shi D, Lin B, Lai J, Li K, Feng Y. Upregulation of CPNE3 suppresses invasion, migration and proliferation of glioblastoma cells through FAK pathway inactivation. J Mol Histol 2021; 52:589-596. [PMID: 33725213 DOI: 10.1007/s10735-021-09966-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2020] [Accepted: 02/18/2021] [Indexed: 12/22/2022]
Abstract
Glioblastoma (GBM) is a deadly brain tumor with a bleak prognosis. In recent years, the copine III (CPNE3) protein was discovered to be associated to metastasis across various types of malignancies. Nevertheless, its function has not been well documented in glioma. This study characterizes CPNE3 expression in GBM along with its impact and underlying molecular mechanism with regards to cellular migration, invasion and proliferation. Immunohistochemistry was used to characterizes CPNE3 expression in the glioma tissues. Then, knockdown of CPNE3 expression was used to analyze the role of CPNE3 in GBM cell viability, migration, invasion. Western blot analysis was performed to measure the protein levels of FAK signaling pathway. We found that GBM tissues had higher CPNE3 expressions as compared to those in normal brain tissues. CPNE3 silencing in GBM cells impaired the migratory, invasive and proliferative abilities of GBM cells that can be attributed to inactivation of the FAK signaling pathway. Collectively, these findings highlight the role of CPNE3 as a new biomarker, offering deeper insights into its carcinogenic role in GBM.
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Affiliation(s)
- Dijian Shi
- Department of Neurosurgery, Chongqing General Hospital, University of Chinese Academy of Science, 118 Xingguang Avenue, Liangjiang New Area, Chongqing, 400016, China
| | - Bo Lin
- Department of Neurosurgery, Chongqing General Hospital, University of Chinese Academy of Science, 118 Xingguang Avenue, Liangjiang New Area, Chongqing, 400016, China
| | - Jun Lai
- Department of Neurosurgery, Chongqing General Hospital, University of Chinese Academy of Science, 118 Xingguang Avenue, Liangjiang New Area, Chongqing, 400016, China
| | - Kaipeng Li
- Department of Neurosurgery, Chongqing General Hospital, University of Chinese Academy of Science, 118 Xingguang Avenue, Liangjiang New Area, Chongqing, 400016, China
| | - Yimo Feng
- Department of Neurosurgery, Chongqing General Hospital, University of Chinese Academy of Science, 118 Xingguang Avenue, Liangjiang New Area, Chongqing, 400016, China.
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42
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Horizontal meta-analysis identifies common deregulated genes across AML subgroups providing a robust prognostic signature. Blood Adv 2021; 4:5322-5335. [PMID: 33108456 DOI: 10.1182/bloodadvances.2020002042] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Accepted: 09/11/2020] [Indexed: 12/14/2022] Open
Abstract
Advances in transcriptomics have improved our understanding of leukemic development and helped to enhance the stratification of patients. The tendency of transcriptomic studies to combine AML samples, regardless of cytogenetic abnormalities, could lead to bias in differential gene expression analysis because of the differential representation of AML subgroups. Hence, we performed a horizontal meta-analysis that integrated transcriptomic data on AML from multiple studies, to enrich the less frequent cytogenetic subgroups and to uncover common genes involved in the development of AML and response to therapy. A total of 28 Affymetrix microarray data sets containing 3940 AML samples were downloaded from the Gene Expression Omnibus database. After stringent quality control, transcriptomic data on 1534 samples from 11 data sets, covering 10 AML cytogenetically defined subgroups, were retained and merged with the data on 198 healthy bone marrow samples. Differentially expressed genes between each cytogenetic subgroup and normal samples were extracted, enabling the unbiased identification of 330 commonly deregulated genes (CODEGs), which showed enriched profiles of myeloid differentiation, leukemic stem cell status, and relapse. Most of these genes were downregulated, in accordance with DNA hypermethylation. CODEGs were then used to create a prognostic score based on the weighted sum of expression of 22 core genes (CODEG22). The score was validated with microarray data of 5 independent cohorts and by quantitative real time-polymerase chain reaction in a cohort of 142 samples. CODEG22-based stratification of patients, globally and into subpopulations of cytologically healthy and elderly individuals, may complement the European LeukemiaNet classification, for a more accurate prediction of AML outcomes.
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43
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O'Reilly E, Zeinabad HA, Szegezdi E. Hematopoietic versus leukemic stem cell quiescence: Challenges and therapeutic opportunities. Blood Rev 2021; 50:100850. [PMID: 34049731 DOI: 10.1016/j.blre.2021.100850] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Revised: 04/22/2021] [Accepted: 05/07/2021] [Indexed: 12/13/2022]
Abstract
Hematopoietic stem cells (HSC) are responsible for the production of mature blood cells. To ensure that the HSC pool does not get exhausted over the lifetime of an individual, most HSCs are in a state of quiescence with only a small proportion of HSCs dividing at any one time. HSC quiescence is carefully controlled by both intrinsic and extrinsic, niche-driven mechanisms. In acute myeloid leukemia (AML), the leukemic cells overtake the hematopoietic bone marrow niche where they acquire a quiescent state. These dormant AML cells are resistant to chemotherapeutics. Because they can re-establish the disease after therapy, they are often termed as quiescent leukemic stem cells (LSC) or leukemia-initiating cells. While advancements are being made to target particular driver mutations in AML, there is less focus on how to tackle the drug resistance of quiescent LSCs. This review summarises the current knowledge on the biochemical characteristics of quiescent HSCs and LSCs, the intracellular signaling pathways and the niche-driven mechanisms that control quiescence and the key differences between HSC- and LSC-quiescence that may be exploited for therapy.
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Affiliation(s)
- Eimear O'Reilly
- Apoptosis Research Centre, Department of Biochemistry, School of Natural Sciences, National University of Ireland Galway, Galway, Ireland
| | - Hojjat Alizadeh Zeinabad
- Apoptosis Research Centre, Department of Biochemistry, School of Natural Sciences, National University of Ireland Galway, Galway, Ireland
| | - Eva Szegezdi
- Apoptosis Research Centre, Department of Biochemistry, School of Natural Sciences, National University of Ireland Galway, Galway, Ireland.
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44
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Antherieu G, Bidet A, Huet S, Hayette S, Migeon M, Boureau L, Sujobert P, Thomas X, Ghesquières H, Pigneux A, Heiblig M. Allogenic Stem Cell Transplantation Abrogates Negative Impact on Outcome of AML Patients with KMT2A Partial Tandem Duplication. Cancers (Basel) 2021; 13:cancers13092272. [PMID: 34068470 PMCID: PMC8126020 DOI: 10.3390/cancers13092272] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2021] [Revised: 05/02/2021] [Accepted: 05/06/2021] [Indexed: 01/22/2023] Open
Abstract
Recently, a new subset of acute myeloid leukemia (AML) presenting a direct partial tandem duplication (PTD) of the KMT2A gene was described. The consequences of this alteration in terms of outcome and response to treatment remain unclear. We analyzed retrospectively a cohort of KMT2A-PTD-mutated patients with newly diagnosed AML. With a median follow-up of 3.6 years, the median overall survival was 12.1 months. KMT2A-PTD-mutated patients were highly enriched in mutations affecting epigenetic actors and the RTK/RAS signaling pathway. Integrating KMT2A-PTD in ELN classification abrogates its predictive value on survival suggesting that this mutation may overcome other genomic marker effects. In patients receiving intensive chemotherapy, hematopoietic stem cell transplantation (HSCT) significantly improved the outcome compared to non-transplanted patients. In the multivariate analysis, only HSCT at any time in complete remission (HR = 2.35; p = 0.034) and FLT3-ITD status (HR = 0.29; p = 0.014) were independent variables associated with overall survival, whereas age was not. In conclusion, our results emphasize that KMT2A-PTD should be considered as a potential adverse prognostic factor. However, as KMT2A-PTD-mutated patients are usually considered an intermediate risk group, upfront HSCT should be considered in first CR due to the high relapse rate observed in this subset of patients.
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Affiliation(s)
- Gabriel Antherieu
- Department of Hematology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69495 Pierre Bénite, France; (G.A.); (X.T.); (H.G.)
| | - Audrey Bidet
- Hematology Biology, Molecular Hematology, Bordeaux University Hospital, 33600 Pessac, France; (A.B.); (M.M.); (L.B.)
| | - Sarah Huet
- Department of Molecular Hematology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69495 Pierre Bénite, France; (S.H.); (S.H.); (P.S.)
| | - Sandrine Hayette
- Department of Molecular Hematology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69495 Pierre Bénite, France; (S.H.); (S.H.); (P.S.)
| | - Marina Migeon
- Hematology Biology, Molecular Hematology, Bordeaux University Hospital, 33600 Pessac, France; (A.B.); (M.M.); (L.B.)
| | - Lisa Boureau
- Hematology Biology, Molecular Hematology, Bordeaux University Hospital, 33600 Pessac, France; (A.B.); (M.M.); (L.B.)
| | - Pierre Sujobert
- Department of Molecular Hematology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69495 Pierre Bénite, France; (S.H.); (S.H.); (P.S.)
| | - Xavier Thomas
- Department of Hematology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69495 Pierre Bénite, France; (G.A.); (X.T.); (H.G.)
| | - Hervé Ghesquières
- Department of Hematology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69495 Pierre Bénite, France; (G.A.); (X.T.); (H.G.)
| | - Arnaud Pigneux
- Hematology and Cell Therapy, Bordeaux University Hospital, 33600 Pessac, France;
| | - Mael Heiblig
- Department of Hematology, Lyon-Sud Hospital, Hospices Civils de Lyon, 69495 Pierre Bénite, France; (G.A.); (X.T.); (H.G.)
- Correspondence: ; Tel.: +33-478-862-240; Fax: +33-472-678-880
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45
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van Gils N, Denkers F, Smit L. Escape From Treatment; the Different Faces of Leukemic Stem Cells and Therapy Resistance in Acute Myeloid Leukemia. Front Oncol 2021; 11:659253. [PMID: 34012921 PMCID: PMC8126717 DOI: 10.3389/fonc.2021.659253] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 04/08/2021] [Indexed: 12/26/2022] Open
Abstract
Standard induction chemotherapy, consisting of an anthracycline and cytarabine, has been the first-line therapy for many years to treat acute myeloid leukemia (AML). Although this treatment induces complete remissions in the majority of patients, many face a relapse (adaptive resistance) or have refractory disease (primary resistance). Moreover, older patients are often unfit for cytotoxic-based treatment. AML relapse is due to the survival of therapy-resistant leukemia cells (minimal residual disease, MRD). Leukemia cells with stem cell features, named leukemic stem cells (LSCs), residing within MRD are thought to be at the origin of relapse initiation. It is increasingly recognized that leukemia "persisters" are caused by intra-leukemic heterogeneity and non-genetic factors leading to plasticity in therapy response. The BCL2 inhibitor venetoclax, combined with hypomethylating agents or low dose cytarabine, represents an important new therapy especially for older AML patients. However, often there is also a small population of AML cells refractory to venetoclax treatment. As AML MRD reflects the sum of therapy resistance mechanisms, the different faces of treatment "persisters" and LSCs might be exploited to reach an optimal therapy response and prevent the initiation of relapse. Here, we describe the different epigenetic, transcriptional, and metabolic states of therapy sensitive and resistant AML (stem) cell populations and LSCs, how these cell states are influenced by the microenvironment and affect treatment outcome of AML. Moreover, we discuss potential strategies to target dynamic treatment resistance and LSCs.
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Affiliation(s)
- Noortje van Gils
- Department of Hematology, Amsterdam UMC, location VUmc, Cancer Center Amsterdam, Amsterdam, Netherlands
| | - Fedor Denkers
- Department of Hematology, Amsterdam UMC, location VUmc, Cancer Center Amsterdam, Amsterdam, Netherlands
| | - Linda Smit
- Department of Hematology, Amsterdam UMC, location VUmc, Cancer Center Amsterdam, Amsterdam, Netherlands
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46
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Ehx G, Larouche JD, Durette C, Laverdure JP, Hesnard L, Vincent K, Hardy MP, Thériault C, Rulleau C, Lanoix J, Bonneil E, Feghaly A, Apavaloaei A, Noronha N, Laumont CM, Delisle JS, Vago L, Hébert J, Sauvageau G, Lemieux S, Thibault P, Perreault C. Atypical acute myeloid leukemia-specific transcripts generate shared and immunogenic MHC class-I-associated epitopes. Immunity 2021; 54:737-752.e10. [PMID: 33740418 DOI: 10.1016/j.immuni.2021.03.001] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2020] [Revised: 10/24/2020] [Accepted: 02/26/2021] [Indexed: 12/11/2022]
Abstract
Acute myeloid leukemia (AML) has not benefited from innovative immunotherapies, mainly because of the lack of actionable immune targets. Using an original proteogenomic approach, we analyzed the major histocompatibility complex class I (MHC class I)-associated immunopeptidome of 19 primary AML samples and identified 58 tumor-specific antigens (TSAs). These TSAs bore no mutations and derived mainly (86%) from supposedly non-coding genomic regions. Two AML-specific aberrations were instrumental in the biogenesis of TSAs, intron retention, and epigenetic changes. Indeed, 48% of TSAs resulted from intron retention and translation, and their RNA expression correlated with mutations of epigenetic modifiers (e.g., DNMT3A). AML TSA-coding transcripts were highly shared among patients and were expressed in both blasts and leukemic stem cells. In AML patients, the predicted number of TSAs correlated with spontaneous expansion of cognate T cell receptor clonotypes, accumulation of activated cytotoxic T cells, immunoediting, and improved survival. These TSAs represent attractive targets for AML immunotherapy.
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Affiliation(s)
- Grégory Ehx
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Jean-David Larouche
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Chantal Durette
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Jean-Philippe Laverdure
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Leslie Hesnard
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Krystel Vincent
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Marie-Pierre Hardy
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Catherine Thériault
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Caroline Rulleau
- Centre de recherche de l'Hôpital Maisonneuve-Rosemont, Montréal, QC, Canada
| | - Joël Lanoix
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Eric Bonneil
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Albert Feghaly
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Anca Apavaloaei
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Nandita Noronha
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Céline M Laumont
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Jean-Sébastien Delisle
- Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada; Centre de recherche de l'Hôpital Maisonneuve-Rosemont, Montréal, QC, Canada; Division of Hematology, Maisonneuve-Rosemont Hospital, Montreal, QC H1T 2M4, Canada
| | - Luca Vago
- Unit of Immunogenetics, Leukemia Genomics and Immunobiology, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Josée Hébert
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada; Division of Hematology, Maisonneuve-Rosemont Hospital, Montreal, QC H1T 2M4, Canada
| | - Guy Sauvageau
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada; Division of Hematology, Maisonneuve-Rosemont Hospital, Montreal, QC H1T 2M4, Canada
| | - Sébastien Lemieux
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Biochemistry and Molecular Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada
| | - Pierre Thibault
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Chemistry, Université de Montréal, Montreal, QC H3C 3J7, Canada.
| | - Claude Perreault
- Institute for Research in Immunology and Cancer (IRIC), Université de Montréal, Montreal, QC H3C 3J7, Canada; Department of Medicine, Université de Montréal, Montreal, QC H3C 3J7, Canada.
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47
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Giacopelli B, Wang M, Cleary A, Wu YZ, Schultz AR, Schmutz M, Blachly JS, Eisfeld AK, Mundy-Bosse B, Vosberg S, Greif PA, Claus R, Bullinger L, Garzon R, Coombes KR, Bloomfield CD, Druker BJ, Tyner JW, Byrd JC, Oakes CC. DNA methylation epitypes highlight underlying developmental and disease pathways in acute myeloid leukemia. Genome Res 2021; 31:747-761. [PMID: 33707228 PMCID: PMC8092005 DOI: 10.1101/gr.269233.120] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 03/09/2021] [Indexed: 02/06/2023]
Abstract
Acute myeloid leukemia (AML) is a molecularly complex disease characterized by heterogeneous tumor genetic profiles and involving numerous pathogenic mechanisms and pathways. Integration of molecular data types across multiple patient cohorts may advance current genetic approaches for improved subclassification and understanding of the biology of the disease. Here, we analyzed genome-wide DNA methylation in 649 AML patients using Illumina arrays and identified a configuration of 13 subtypes (termed “epitypes”) using unbiased clustering. Integration of genetic data revealed that most epitypes were associated with a certain recurrent mutation (or combination) in a majority of patients, yet other epitypes were largely independent. Epitypes showed developmental blockage at discrete stages of myeloid differentiation, revealing epitypes that retain arrested hematopoietic stem-cell-like phenotypes. Detailed analyses of DNA methylation patterns identified unique patterns of aberrant hyper- and hypomethylation among epitypes, with variable involvement of transcription factors influencing promoter, enhancer, and repressed regions. Patients in epitypes with stem-cell-like methylation features showed inferior overall survival along with up-regulated stem cell gene expression signatures. We further identified a DNA methylation signature involving STAT motifs associated with FLT3-ITD mutations. Finally, DNA methylation signatures were stable at relapse for the large majority of patients, and rare epitype switching accompanied loss of the dominant epitype mutations and reversion to stem-cell-like methylation patterns. These results show that DNA methylation-based classification integrates important molecular features of AML to reveal the diverse pathogenic and biological aspects of the disease.
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Affiliation(s)
- Brian Giacopelli
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Min Wang
- Department of Biomedical Informatics, The Ohio State University, Columbus, Ohio 43210, USA
| | - Ada Cleary
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Yue-Zhong Wu
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Anna Reister Schultz
- Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon 97239, USA
| | - Maximilian Schmutz
- Hematology and Oncology, Medical Faculty, University of Augsburg, 86159 Augsburg, Germany
| | - James S Blachly
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA.,Department of Biomedical Informatics, The Ohio State University, Columbus, Ohio 43210, USA
| | - Ann-Kathrin Eisfeld
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Bethany Mundy-Bosse
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Sebastian Vosberg
- Department of Medicine III, University Hospital, LMU Munich, 80539 Munich, Germany.,Institute of Computational Biology, Helmholtz Zentrum München-German Research Center for Environmental Health, 85764 Munich, Germany
| | - Philipp A Greif
- Department of Medicine III, University Hospital, LMU Munich, 80539 Munich, Germany.,German Cancer Consortium (DKTK), Partner Site Munich, 69120 Heidelberg, Germany.,German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Rainer Claus
- Department of Medicine II, Stem Cell Transplantation Unit, Klinikum Augsburg, Ludwig-Maximilians University Munich, 86156 Munich, Germany
| | - Lars Bullinger
- Department of Hematology, Oncology and Tumorimmunology, Charité-Universitätsmedizin, 13353 Berlin, Germany
| | - Ramiro Garzon
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Kevin R Coombes
- Department of Biomedical Informatics, The Ohio State University, Columbus, Ohio 43210, USA
| | - Clara D Bloomfield
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Brian J Druker
- Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon 97239, USA
| | - Jeffrey W Tyner
- Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon 97239, USA
| | - John C Byrd
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Christopher C Oakes
- Division of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio 43210, USA.,The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA.,Department of Biomedical Informatics, The Ohio State University, Columbus, Ohio 43210, USA
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48
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Congras A, Hoareau-Aveilla C, Caillet N, Tosolini M, Villarese P, Cieslak A, Rodriguez L, Asnafi V, Macintyre E, Egger G, Brousset P, Lamant L, Meggetto F. ALK-transformed mature T lymphocytes restore early thymus progenitor features. J Clin Invest 2021; 130:6395-6408. [PMID: 33141118 DOI: 10.1172/jci134990] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 08/11/2020] [Indexed: 12/15/2022] Open
Abstract
Anaplastic large cell lymphoma (ALCL) is a mature T cell neoplasm that often expresses the CD4+ T cell surface marker. It usually harbors the t(2;5) (p23;q35) translocation, leading to the ectopic expression of NPM-ALK, a chimeric tyrosine kinase. We demonstrated that in vitro transduction of normal human CD4+ T lymphocytes with NPM-ALK results in their immortalization and malignant transformation. The tumor cells displayed morphological and immunophenotypical characteristics of primary patient-derived anaplastic large cell lymphomas. Cell growth, proliferation, and survival were strictly dependent on NPM-ALK activity and include activation of the key factors STAT3 and DNMT1 and expression of CD30 (the hallmark of anaplastic large-cell lymphoma). Implantation of NPM-ALK-transformed CD4+ T lymphocytes into immunodeficient mice resulted in the formation of tumors indistinguishable from patients' anaplastic large cell lymphomas. Integration of "Omic" data revealed that NPM-ALK-transformed CD4+ T lymphocytes and primary NPM-ALK+ ALCL biopsies share similarities with early T cell precursors. Of note, these NPM-ALK+ lymphoma cells overexpress stem cell regulators (OCT4, SOX2, and NANOG) and HIF2A, which is known to affect hematopoietic precursor differentiation and NPM-ALK+ cell growth. Altogether, for the first time our findings suggest that NPM-ALK could restore progenitor-like features in mature CD30+ peripheral CD4+ T cells, in keeping with a thymic progenitor-like pattern.
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Affiliation(s)
- Annabelle Congras
- INSERM, UMR1037 CRCT, F-31000, Toulouse, France.,Université Toulouse III-Paul Sabatier, UMR1037 CRCT, F-31000, Toulouse, France.,CNRS, ERL5294 UMR1037 CRCT, F-31000, Toulouse, France.,Equipe Labellisée LIGUE 2017, Toulouse, France
| | - Coralie Hoareau-Aveilla
- INSERM, UMR1037 CRCT, F-31000, Toulouse, France.,Université Toulouse III-Paul Sabatier, UMR1037 CRCT, F-31000, Toulouse, France.,CNRS, ERL5294 UMR1037 CRCT, F-31000, Toulouse, France.,Equipe Labellisée LIGUE 2017, Toulouse, France
| | - Nina Caillet
- INSERM, UMR1037 CRCT, F-31000, Toulouse, France.,Université Toulouse III-Paul Sabatier, UMR1037 CRCT, F-31000, Toulouse, France.,CNRS, ERL5294 UMR1037 CRCT, F-31000, Toulouse, France.,Equipe Labellisée LIGUE 2017, Toulouse, France
| | - Marie Tosolini
- INSERM, UMR1037 CRCT, F-31000, Toulouse, France.,Université Toulouse III-Paul Sabatier, UMR1037 CRCT, F-31000, Toulouse, France.,CNRS, ERL5294 UMR1037 CRCT, F-31000, Toulouse, France.,Pôle Technologique du CRCT, Plateau Bioinformatique, Toulouse, France
| | - Patrick Villarese
- Hematology and INSERM1151, Institut Necker-Enfants Malades, University Sorbonne Paris Cité at Descartes and Assistance Publique-Hopitaux de Paris, Paris, France
| | - Agata Cieslak
- Hematology and INSERM1151, Institut Necker-Enfants Malades, University Sorbonne Paris Cité at Descartes and Assistance Publique-Hopitaux de Paris, Paris, France
| | - Laura Rodriguez
- Etablissement Français du Sang, Nouvelle Aquitaine, INSERM U1035, Université de Bordeaux, Bordeaux, France
| | - Vahid Asnafi
- Hematology and INSERM1151, Institut Necker-Enfants Malades, University Sorbonne Paris Cité at Descartes and Assistance Publique-Hopitaux de Paris, Paris, France
| | - Elisabeth Macintyre
- Hematology and INSERM1151, Institut Necker-Enfants Malades, University Sorbonne Paris Cité at Descartes and Assistance Publique-Hopitaux de Paris, Paris, France
| | - Gerda Egger
- Department of Pathology, Medical University Vienna, Vienna, Austria.,Ludwig Boltzmann Institute Applied Diagnostics, Vienna, Austria
| | - Pierre Brousset
- INSERM, UMR1037 CRCT, F-31000, Toulouse, France.,Université Toulouse III-Paul Sabatier, UMR1037 CRCT, F-31000, Toulouse, France.,CNRS, ERL5294 UMR1037 CRCT, F-31000, Toulouse, France.,Equipe Labellisée LIGUE 2017, Toulouse, France.,Institut Carnot Lymphome, Toulouse, France.,Laboratoire d'Excellence Toulouse Cancer and after Cancer (Labex TOUCAN), Toulouse, France
| | - Laurence Lamant
- INSERM, UMR1037 CRCT, F-31000, Toulouse, France.,Université Toulouse III-Paul Sabatier, UMR1037 CRCT, F-31000, Toulouse, France.,CNRS, ERL5294 UMR1037 CRCT, F-31000, Toulouse, France.,Equipe Labellisée LIGUE 2017, Toulouse, France.,Institut Carnot Lymphome, Toulouse, France.,Laboratoire d'Excellence Toulouse Cancer and after Cancer (Labex TOUCAN), Toulouse, France.,European Research Initiative on ALK-Related Malignancies, Cambridge, United Kingdom, Vienna, Austria, and Toulouse, France
| | - Fabienne Meggetto
- INSERM, UMR1037 CRCT, F-31000, Toulouse, France.,Université Toulouse III-Paul Sabatier, UMR1037 CRCT, F-31000, Toulouse, France.,CNRS, ERL5294 UMR1037 CRCT, F-31000, Toulouse, France.,Equipe Labellisée LIGUE 2017, Toulouse, France.,Hematology and INSERM1151, Institut Necker-Enfants Malades, University Sorbonne Paris Cité at Descartes and Assistance Publique-Hopitaux de Paris, Paris, France.,Institut Carnot Lymphome, Toulouse, France.,Laboratoire d'Excellence Toulouse Cancer and after Cancer (Labex TOUCAN), Toulouse, France.,European Research Initiative on ALK-Related Malignancies, Cambridge, United Kingdom, Vienna, Austria, and Toulouse, France
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49
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Milan T, Celton M, Lagacé K, Roques É, Safa-Tahar-Henni S, Bresson E, Bergeron A, Hebert J, Meshinchi S, Cellot S, Barabé F, Wilhelm BT. Epigenetic changes in human model KMT2A leukemias highlight early events during leukemogenesis. Haematologica 2020; 107:86-99. [PMID: 33375773 PMCID: PMC8719083 DOI: 10.3324/haematol.2020.271619] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Indexed: 11/26/2022] Open
Abstract
Chromosomal translocations involving the KMT2A gene are among the most common genetic alterations found in pediatric acute myeloid leukemias although the molecular mechanisms that initiate the disease remain incompletely defined. To elucidate these initiating events we used a human model system of acute myeloid leukemia driven by the KMT2A-MLLT3 (KM3) fusion. More specifically, we investigated changes in DNA methylation, histone modifications, and chromatin accessibility at each stage of our model system and correlated these with expression changes. We observed the development of a pronounced hypomethyl - ation phenotype in the early stages of leukemic transformation after KM3 addition along with loss of expression of stem-cell-associated genes and skewed expression of other genes, such as S100A8/9, implicated in leukemogenesis. In addition, early increases in the expression of the lysine demethylase KDM4B was functionally linked to these expression changes as well as other key transcription factors. Remarkably, our ATAC-sequencing data showed that there were relatively few leukemia-specific changes and that the vast majority corresponded to open chromatin regions and transcription factor clusters previously observed in other cell types. Integration of the gene expression and epigenetic changes revealed that the adenylate cyclase gene ADCY9 is an essential gene in KM3-acute myeloid leukemia, and suggested the potential for autocrine signaling through the chemokine receptor CCR1 and CCL23 ligand. Collectively, our results suggest that KM3 induces subtle changes in the epigenome while co-opting the normal transcriptional machinery to drive leukemogenesis.
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Affiliation(s)
- Thomas Milan
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC
| | - Magalie Celton
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC
| | - Karine Lagacé
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC
| | - Élodie Roques
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC
| | - Safia Safa-Tahar-Henni
- Laboratory for High Throughput Biology, Institute for Research in Immunology and Cancer, Montréal, QC
| | - Eva Bresson
- Centre de recherche en infectiologie du CHUL, Centre de recherche du CHU de Québec - Université Laval, Québec City, QC, Canada; CHU de Québec - Université Laval - Hôpital Enfant-Jésus; Québec City, QC, Canada; Department of Medicine, Université Laval, Quebec City, QC
| | - Anne Bergeron
- Centre de recherche en infectiologie du CHUL, Centre de recherche du CHU de Québec - Université Laval, Québec City, QC, Canada; CHU de Québec - Université Laval - Hôpital Enfant-Jésus; Québec City, QC, Canada; Department of Medicine, Université Laval, Quebec City, QC
| | - Josée Hebert
- Division of Hematology-Oncology and Leukemia Cell Bank of Quebec, Maisonneuve-Rosemont Hospital, Montréal, QC, Canada; Department of Medicine, Université de Montréal, Montréal, QC
| | - Soheil Meshinchi
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Sonia Cellot
- Department of pediatrics, division of Hematology, Ste-Justine Hospital, Montréal, QC
| | - Frédéric Barabé
- Centre de recherche en infectiologie du CHUL, Centre de recherche du CHU de Québec - Université Laval, Québec City, QC, Canada; CHU de Québec - Université Laval - Hôpital Enfant-Jésus; Québec City, QC, Canada; Department of Medicine, Université Laval, Quebec City, QC
| | - 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.
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50
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Spyrou N, Papapetrou EP. Studying leukemia stem cell properties and vulnerabilities with human iPSCs. Stem Cell Res 2020; 50:102117. [PMID: 33388708 PMCID: PMC8190184 DOI: 10.1016/j.scr.2020.102117] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 11/16/2020] [Accepted: 12/04/2020] [Indexed: 12/17/2022] Open
Abstract
The reprogramming of cancer cells into induced pluripotent stem cells (iPSCs) can capture entire cancer genomes, and thus create genetically faithful models of human cancers. By providing stringent genetically clonal conditions, iPSC modeling can also unveil non-genetic sources of cancer heterogeneity and provide a unique opportunity to study them separately from genetic sources, as we recently showed in an iPSC-based model of acute myeloid leukemia (AML). Genetically clonal iPSCs, derived from a patient with AML, reproduce, upon hematopoietic differentiation, phenotypic and functional heterogeneity with all the hallmarks of a leukemia stem cell (LSC) hierarchy. Here we discuss the lessons that can be learned about the LSC state, its plasticity, stability and genetic and epigenetic determinants from iPSC modeling. We also discuss the practical and translational implications of exploiting AML-iPSCs to prospectively isolate large numbers of iLSCs for large-scale experiments, such as screens, and for discovery of new therapeutic targets specific to AML LSCs.
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Affiliation(s)
- Nikolaos Spyrou
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Eirini P Papapetrou
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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