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Zhou J, Chng WJ. Unveiling novel insights in acute myeloid leukemia through single-cell RNA sequencing. Front Oncol 2024; 14:1365330. [PMID: 38711849 PMCID: PMC11070491 DOI: 10.3389/fonc.2024.1365330] [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: 01/04/2024] [Accepted: 04/09/2024] [Indexed: 05/08/2024] Open
Abstract
Acute myeloid leukemia (AML) is a complex and heterogeneous group of aggressive hematopoietic stem cell disease. The presence of diverse and functionally distinct populations of leukemia cells within the same patient's bone marrow or blood poses a significant challenge in diagnosing and treating AML. A substantial proportion of AML patients demonstrate resistance to induction chemotherapy and a grim prognosis upon relapse. The rapid advance in next generation sequencing technologies, such as single-cell RNA-sequencing (scRNA-seq), has revolutionized our understanding of AML pathogenesis by enabling high-resolution interrogation of the cellular heterogeneity in the AML ecosystem, and their transcriptional signatures at a single-cell level. New studies have successfully characterized the inextricably intertwined interactions among AML cells, immune cells and bone marrow microenvironment and their contributions to the AML development, therapeutic resistance and relapse. These findings have deepened and broadened our understanding the complexity and heterogeneity of AML, which are difficult to detect with bulk RNA-seq. This review encapsulates the burgeoning body of knowledge generated through scRNA-seq, providing the novel insights and discoveries it has unveiled in AML biology. Furthermore, we discuss the potential implications of scRNA-seq in therapeutic opportunities, focusing on immunotherapy. Finally, we highlight the current limitations and future direction of scRNA-seq in the field.
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Affiliation(s)
- Jianbiao Zhou
- Cancer Science Institute of Singapore, Center for Translational Medicine, National University of Singapore, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Center for Cancer Research, Center for Translational Medicine, Singapore, Singapore
| | - Wee-Joo Chng
- Cancer Science Institute of Singapore, Center for Translational Medicine, National University of Singapore, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Center for Cancer Research, Center for Translational Medicine, Singapore, Singapore
- Department of Hematology-Oncology, National University Cancer Institute of Singapore (NCIS), The National University Health System (NUHS), Singapore, Singapore
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2
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Varisli L, Vlahopoulos S. Epithelial-Mesenchymal Transition in Acute Leukemias. Int J Mol Sci 2024; 25:2173. [PMID: 38396852 PMCID: PMC10889420 DOI: 10.3390/ijms25042173] [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: 12/18/2023] [Revised: 01/27/2024] [Accepted: 01/30/2024] [Indexed: 02/25/2024] Open
Abstract
Epithelial-mesenchymal transition (EMT) is a metabolic process that confers phenotypic flexibility to cells and the ability to adapt to new functions. This transition is critical during embryogenesis and is required for the differentiation of many tissues and organs. EMT can also be induced in advanced-stage cancers, leading to further malignant behavior and chemotherapy resistance, resulting in an unfavorable prognosis for patients. Although EMT was long considered and studied only in solid tumors, it has been shown to be involved in the pathogenesis of hematological malignancies, including acute leukemias. Indeed, there is increasing evidence that EMT promotes the progression of acute leukemias, leading to the emergence of a more aggressive phenotype of the disease, and also causes chemotherapy resistance. The current literature suggests that the levels and activities of EMT inducers and markers can be used to predict prognosis, and that targeting EMT in addition to conventional therapies may increase treatment success in acute leukemias.
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Affiliation(s)
- Lokman Varisli
- Department of Molecular Biology and Genetics, Science Faculty, Dicle University, Diyarbakir 21280, Turkey
| | - Spiros Vlahopoulos
- First Department of Pediatrics, National and Kapodistrian University of Athens, Thivon & Levadeias 8, Goudi, 11527 Athens, Greece
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3
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Zhang N, Shen MY, Meng QL, Sun HP, Fan FY, Yi H, Yang YJ. FAT1 inhibits AML autophagy and proliferation via downregulating ATG4B expression. Biochim Biophys Acta Gen Subj 2024; 1868:130519. [PMID: 37952564 DOI: 10.1016/j.bbagen.2023.130519] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 09/30/2023] [Accepted: 11/07/2023] [Indexed: 11/14/2023]
Abstract
BACKGROUND Emerging studies have shown that FAT atypical cadherin 1 (FAT1) and autophagy separately inhibits and promotes acute myeloid leukemia (AML) proliferation. However, it is unknown whether FAT1 were associated with autophagy in regulating AML proliferation. METHODS AML cell lines, 6-week-old male nude mice and AML patient samples were used in this study. qPCR/Western blot and cell viability/3H-TdR incorporation assays were separately used to detect mRNA/protein levels and cell activity/proliferation. Luciferase reporter assay was used to examine gene promoter activity. Co-IP analysis was used to detect the binding of proteins. RESULTS In this study, we for the first time demonstrated that FAT1 inhibited AML proliferation by decreasing AML autophagy level. Moreover, FAT1 weakened AML autophagy level via decreasing autophagy related 4B (ATG4B) expression. Mechanistically, we found that FAT1 reduced the phosphorylated and intranuclear SMAD family member 2/3 (smad2/3) protein levels, thus decreasing the activity of ATG4B gene promoter. Furthermore, we found that FAT1 competitively bound to TGF-βR II which decreased the binding of TGF-βR II to TGF-βR I and the subsequent phosphorylation of TGF-βR I, thus reducing the phosphorylation and intranuclear smad2/3. The experiments in nude mice showed that knockdown of FAT1 promoted AML autophagy and proliferation in vivo. CONCLUSIONS Collectively, these results revealed that FAT1 downregulates ATG4B expression via inhibiting TGFβ-smad2/3 signaling activity, thus decreasing the autophagy level and proliferation activity of AML cells. GENERAL SIGNIFICANCE Our study suggested that the "FAT1-TGFβ-smad2/3-ATG4B-autophagy" pathway may be a novel target for developing new targeted drugs to AML treatment.
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Affiliation(s)
- Nan Zhang
- Department of Hematology, People's Liberation Army The General Hospital of Western Theater Command, Chengdu 610083, China
| | - Meng-Yu Shen
- Department of Medical Laboratory Center, People's Liberation Army The General Hospital of Central Theater Command, Wuhan 430012, China
| | - Qing-Li Meng
- Department of Hematology, People's Liberation Army The General Hospital of Western Theater Command, Chengdu 610083, China
| | - Hao-Ping Sun
- Department of Hematology, People's Liberation Army The General Hospital of Western Theater Command, Chengdu 610083, China
| | - Fang-Yi Fan
- Department of Hematology, People's Liberation Army The General Hospital of Western Theater Command, Chengdu 610083, China
| | - Hai Yi
- Department of Hematology, People's Liberation Army The General Hospital of Western Theater Command, Chengdu 610083, China
| | - Yong-Jian Yang
- Department of Cardiology, People's Liberation Army The General Hospital of Western Theater Command, Chengdu 610083, China.
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Lackner AI, Pollheimer J, Latos P, Knöfler M, Haider S. Gene-network based analysis of human placental trophoblast subtypes identifies critical genes as potential targets of therapeutic drugs. J Integr Bioinform 2023; 20:jib-2023-0011. [PMID: 38127662 PMCID: PMC10777358 DOI: 10.1515/jib-2023-0011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 11/07/2023] [Indexed: 12/23/2023] Open
Abstract
During early pregnancy, extravillous trophoblasts (EVTs) play a crucial role in modifying the maternal uterine environment. Failures in EVT lineage formation and differentiation can lead to pregnancy complications such as preeclampsia, fetal growth restriction, and pregnancy loss. Despite recent advances, our knowledge on molecular and external factors that control and affect EVT development remains incomplete. Using trophoblast organoid in vitro models, we recently discovered that coordinated manipulation of the transforming growth factor beta (TGFβ) signaling is essential for EVT development. To further investigate gene networks involved in EVT function and development, we performed weighted gene co-expression network analysis (WGCNA) on our RNA-Seq data. We identified 10 modules with a median module membership of over 0.8 and sizes ranging from 1005 (M1) to 72 (M27) network genes associated with TGFβ activation status or in vitro culturing, the latter being indicative for yet undiscovered factors that shape the EVT phenotypes. Lastly, we hypothesized that certain therapeutic drugs might unintentionally interfere with placentation by affecting EVT-specific gene expression. We used the STRING database to map correlations and the Drug-Gene Interaction database to identify drug targets. Our comprehensive dataset of drug-gene interactions provides insights into potential risks associated with certain drugs in early gestation.
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Affiliation(s)
- Andreas Ian Lackner
- Department of Obstetrics and Gynecology, Maternal-Fetal Immunology Group, Medical University of Vienna, Vienna, Austria
| | - Jürgen Pollheimer
- Department of Obstetrics and Gynecology, Maternal-Fetal Immunology Group, Medical University of Vienna, Vienna, Austria
| | - Paulina Latos
- Center for Anatomy and Cell Biology, Medical University of Vienna, Vienna, Austria
| | - Martin Knöfler
- Department of Obstetrics and Gynecology, Reproductive Biology Unit, Medical University of Vienna, Vienna, Austria
| | - Sandra Haider
- Department of Obstetrics and Gynecology, Reproductive Biology Unit, Medical University of Vienna, Vienna, Austria
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5
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Jia B, Zhao C, Minagawa K, Shike H, Claxton DF, Ehmann WC, Rybka WB, Mineishi S, Wang M, Schell TD, Prabhu KS, Paulson RF, Zhang Y, Shultz LD, Zheng H. Acute Myeloid Leukemia Causes T Cell Exhaustion and Depletion in a Humanized Graft-versus-Leukemia Model. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2023; 211:1426-1437. [PMID: 37712758 DOI: 10.4049/jimmunol.2300111] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 08/21/2023] [Indexed: 09/16/2023]
Abstract
Allogeneic hematopoietic stem cell transplantation (alloSCT) is, in many clinical settings, the only curative treatment for acute myeloid leukemia (AML). The clinical benefit of alloSCT greatly relies on the graft-versus-leukemia (GVL) effect. However, AML relapse remains the top cause of posttransplant death; this highlights the urgent need to enhance GVL. Studies of human GVL have been hindered by the lack of optimal clinically relevant models. In this article, we report, the successful establishment of a novel (to our knowledge) humanized GVL model system by transplanting clinically paired donor PBMCs and patient AML into MHC class I/II knockout NSG mice. We observed significantly reduced leukemia growth in humanized mice compared with mice that received AML alone, demonstrating a functional GVL effect. Using this model system, we studied human GVL responses against human AML cells in vivo and discovered that AML induced T cell depletion, likely because of increased T cell apoptosis. In addition, AML caused T cell exhaustion manifested by upregulation of inhibitory receptors, increased expression of exhaustion-related transcription factors, and decreased T cell function. Importantly, combined blockade of human T cell-inhibitory pathways effectively reduced leukemia burden and reinvigorated CD8 T cell function in this model system. These data, generated in a highly clinically relevant humanized GVL model, not only demonstrate AML-induced inhibition of alloreactive T cells but also identify promising therapeutic strategies targeting T cell depletion and exhaustion for overcoming GVL failure and treating AML relapse after alloSCT.
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Affiliation(s)
- Bei Jia
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Chenchen Zhao
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Kentaro Minagawa
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Hiroko Shike
- Department of Pathology, Penn State University College of Medicine, Hershey, PA
| | - David F Claxton
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - W Christopher Ehmann
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Witold B Rybka
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Shin Mineishi
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
| | - Ming Wang
- Department of Population and Quantitative Health Sciences, School of Medicine, Case Western Reserve University, Cleveland, OH
| | - Todd D Schell
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
- Department of Microbiology and Immunology, Penn State University College of Medicine, Hershey, PA
| | - K Sandeep Prabhu
- Department of Veterinary and Biomedical Sciences, Penn State University, University Park, PA
| | - Robert F Paulson
- Department of Veterinary and Biomedical Sciences, Penn State University, University Park, PA
| | - Yi Zhang
- Center for Discovery and Innovation, Hackensack Meridian Health, Edison, NJ
| | - Leonard D Shultz
- Department of Immunology, The Jackson Laboratory, Bar Harbor, ME
| | - Hong Zheng
- Penn State Cancer Institute, Penn State University College of Medicine, Hershey, PA
- Department of Microbiology and Immunology, Penn State University College of Medicine, Hershey, PA
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Salavaty A, Shehni SA, Ramialison M, Currie PD. Systematic molecular profiling of acute leukemia cancer stem cells allows identification of druggable targets. Heliyon 2022; 8:e11093. [PMID: 36281397 PMCID: PMC9586918 DOI: 10.1016/j.heliyon.2022.e11093] [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: 08/23/2022] [Revised: 10/04/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022] Open
Abstract
Acute myeloid leukemia (AML) is one of the most prevalent and acute blood cancers with a poor prognosis and low overall survival rate, especially in the elderly. Although several new AML markers and drug targets have been recently identified, the rate of long-term cancer eradication has not improved significantly due to the presence and drug resistance of AML cancer stem cells (CSCs). Here we develop a novel computational pipeline to analyze the transcriptomic profiles of AML cancer (stem) cells and identify novel candidate AML CSC markers and drug targets. In our novel pipeline we apply a top-down meta-analysis strategy to integrate The Cancer Genome Atlas data with CSC datasets to infer cell stemness features. As a result, a set of genes termed the "AML key CSC genes" along with all the available drugs/compounds that could target them were identified. Overall, our novel computational pipeline could retrieve known cancer drugs (Carfilzomib) and predicted novel drugs such as Zonisamide, Amitriptyline, and their targets amongst the top ranked drugs and drug targets for targeting AML. Additionally, the pipeline applied in this study could be used for the identification of CSC-specific markers, drivers and their respective targeting drugs in other cancer types.
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Affiliation(s)
- Adrian Salavaty
- Australian Regenerative Medicine Institute, Monash University, Clayton, VIC 3800, Australia
- Systems Biology Institute Australia, Monash University, Clayton, VIC 3800, Australia
| | - Sara Alaei Shehni
- Australian Regenerative Medicine Institute, Monash University, Clayton, VIC 3800, Australia
| | - Mirana Ramialison
- Australian Regenerative Medicine Institute, Monash University, Clayton, VIC 3800, Australia
- Systems Biology Institute Australia, Monash University, Clayton, VIC 3800, Australia
- Novo Nordisk Foundation Center for Stem Cell Medicine, Murdoch Children's Research Institute, Royal Children's Hospital, Flemington Road, Parkville, VIC, 3052, Australia
- Department of Pediatrics, The Royal Children's Hospital, University of Melbourne Parkville, VIC, 3052, Australia
| | - Peter D. Currie
- Australian Regenerative Medicine Institute, Monash University, Clayton, VIC 3800, Australia
- EMBL Australia, Monash University, Clayton, VIC 3800, Australia
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7
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Chen B, Mu C, Zhang Z, He X, Liu X. The Love-Hate Relationship Between TGF-β Signaling and the Immune System During Development and Tumorigenesis. Front Immunol 2022; 13:891268. [PMID: 35720407 PMCID: PMC9204485 DOI: 10.3389/fimmu.2022.891268] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 04/25/2022] [Indexed: 11/20/2022] Open
Abstract
Since TGF-β was recognized as an essential secreted cytokine in embryogenesis and adult tissue homeostasis a decade ago, our knowledge of the role of TGF-β in mammalian development and disease, particularly cancer, has constantly been updated. Mounting evidence has confirmed that TGF-β is the principal regulator of the immune system, as deprivation of TGF-β signaling completely abrogates adaptive immunity. However, enhancing TGF-β signaling constrains the immune response through multiple mechanisms, including boosting Treg cell differentiation and inducing CD8+ T-cell apoptosis in the disease context. The love-hate relationship between TGF-β signaling and the immune system makes it challenging to develop effective monotherapies targeting TGF-β, especially for cancer treatment. Nonetheless, recent work on combination therapies of TGF-β inhibition and immunotherapy have provide insights into the development of TGF-β-targeted therapies, with favorable outcomes in patients with advanced cancer. Hence, we summarize the entanglement between TGF-β and the immune system in the developmental and tumor contexts and recent progress on hijacking crucial TGF-β signaling pathways as an emerging area of cancer therapy.
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Affiliation(s)
- Baode Chen
- Department of Laboratory Medicine, Key Laboratory of Clinical In Vitro Diagnostic Techniques of Zhejiang Province, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Chenglin Mu
- Institute for Intelligent Bio/Chem Manufacturing (iBCM), Zhejiang University (ZJU)-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China
| | - Zhiwei Zhang
- Institute for Intelligent Bio/Chem Manufacturing (iBCM), Zhejiang University (ZJU)-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China
| | - Xuelin He
- Kidney Disease Center, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Xia Liu
- Institute for Intelligent Bio/Chem Manufacturing (iBCM), Zhejiang University (ZJU)-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China
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8
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Atkinson SP. A preview of select articles. Stem Cells 2021. [DOI: 10.1002/stem.3384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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9
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Shingai Y, Yokota T, Okuzaki D, Sudo T, Ishibashi T, Doi Y, Ueda T, Ozawa T, Nakai R, Tanimura A, Ichii M, Shibayama H, Kanakura Y, Hosen N. Autonomous TGFβ signaling induces phenotypic variation in human acute myeloid leukemia. STEM CELLS (DAYTON, OHIO) 2021; 39:723-736. [PMID: 33539590 PMCID: PMC8248163 DOI: 10.1002/stem.3348] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 01/20/2021] [Indexed: 12/12/2022]
Abstract
Heterogeneity of leukemia stem cells (LSCs) is involved in their collective chemoresistance. To eradicate LSCs, it is necessary to understand the mechanisms underlying their heterogeneity. Here, we aimed to identify signals responsible for heterogeneity and variation of LSCs in human acute myeloid leukemia (AML). Monitoring expression levels of endothelial cell-selective adhesion molecule (ESAM), a hematopoietic stem cell-related marker, was useful to detect the plasticity of AML cells. While healthy human hematopoietic stem/progenitor cells robustly expressed ESAM, AML cells exhibited heterogeneous ESAM expression. Interestingly, ESAM- and ESAM+ leukemia cells obtained from AML patients were mutually interconvertible in culture. KG1a and CMK, human AML clones, also represented the heterogeneity in terms of ESAM expression. Single cell culture with ESAM- or ESAM+ AML clones recapitulated the phenotypic interconversion. The phenotypic alteration was regulated at the gene expression level, and RNA sequencing revealed activation of TGFβ signaling in these cells. AML cells secreted TGFβ1, which autonomously activated TGFβ pathway and induced their phenotypic variation. Surprisingly, TGFβ signaling blockade inhibited not only the variation but also the proliferation of AML cells. Therefore, autonomous activation of TGFβ signaling underlies the LSC heterogeneity, which may be a promising therapeutic target for AML.
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Affiliation(s)
- Yasuhiro Shingai
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Takafumi Yokota
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Daisuke Okuzaki
- Genome Information Research Center, Research Institute for Microbial Disease, Osaka University, Suita, Japan
| | - Takao Sudo
- Department of Immunology and Cell Biology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Tomohiko Ishibashi
- Department of Vascular Physiology, National Cerebral and Cardiovascular Center Research Institute, Suita, Japan
| | - Yukiko Doi
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Tomoaki Ueda
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Takayuki Ozawa
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Ritsuko Nakai
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Akira Tanimura
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Michiko Ichii
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Hirohiko Shibayama
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | | | - Naoki Hosen
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
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