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Zhao Z, Huo Y, Du Y, Huang Y, Liu H, Zhang C, Yan J. A neutrophil extracellular trap-related risk score predicts prognosis and characterizes the tumor microenvironment in multiple myeloma. Sci Rep 2024; 14:2264. [PMID: 38278930 PMCID: PMC10817968 DOI: 10.1038/s41598-024-52922-7] [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: 09/25/2023] [Accepted: 01/25/2024] [Indexed: 01/28/2024] Open
Abstract
Multiple myeloma (MM) is a distinguished hematologic malignancy, with existing studies elucidating its interaction with neutrophil extracellular traps (NETs), which may potentially facilitate tumor growth. However, systematic investigations into the role of NETs in MM remain limited. Utilizing the single-cell dataset GSE223060, we discerned active NET cell subgroups, namely neutrophils, monocytes, and macrophages. A transcriptional trajectory was subsequently constructed to comprehend the progression of MM. Following this, an analysis of cellular communication in MM was conducted with a particular emphasis on neutrophils, revealing an augmentation in interactions albeit with diminished strength, alongside abnormal communication links between neutrophils and NK cells within MM samples. Through the intersection of differentially expressed genes (DEGs) between NET active/inactive cells and MM versus healthy samples, a total of 316 genes were identified. This led to the development of a 13-gene risk model for prognostic prediction based on overall survival, utilizing transcriptomics dataset GSE136337. The high-risk group manifested altered immune infiltration and heightened sensitivity to chemotherapy. A constructed nomogram for predicting survival probabilities demonstrated encouraging AUCs for 1, 3, and 5-year survival predictions. Collectively, our findings unveil a novel NET-related prognostic signature for MM, thereby providing a potential avenue for therapeutic exploration.
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Affiliation(s)
- Zhijia Zhao
- Liaoning Key Laboratory of Hematopoietic Stem Cell Transplantation and Translational Medicine, Department of Hematology, Liaoning Medical Center for Hematopoietic Stem Cell Transplantation, The Second Hospital of Dalian Medical University, Dalian, 116023, China
| | - Yuan Huo
- Diamond Bay Institute of Hematology, The Second Hospital of Dalian Medical University, Dalian, 116031, China
| | - Yufeng Du
- Liaoning Key Laboratory of Hematopoietic Stem Cell Transplantation and Translational Medicine, Department of Hematology, Liaoning Medical Center for Hematopoietic Stem Cell Transplantation, The Second Hospital of Dalian Medical University, Dalian, 116023, China
- Blood Stem Cell Transplantation Institute of Dalian Medical University, Dalian, 116023, China
| | - Yanan Huang
- Diamond Bay Institute of Hematology, The Second Hospital of Dalian Medical University, Dalian, 116031, China
| | - Hongchen Liu
- Diamond Bay Institute of Hematology, The Second Hospital of Dalian Medical University, Dalian, 116031, China
| | - Chengtao Zhang
- Liaoning Key Laboratory of Hematopoietic Stem Cell Transplantation and Translational Medicine, Department of Hematology, Liaoning Medical Center for Hematopoietic Stem Cell Transplantation, The Second Hospital of Dalian Medical University, Dalian, 116023, China.
- Blood Stem Cell Transplantation Institute of Dalian Medical University, Dalian, 116023, China.
| | - Jinsong Yan
- Liaoning Key Laboratory of Hematopoietic Stem Cell Transplantation and Translational Medicine, Department of Hematology, Liaoning Medical Center for Hematopoietic Stem Cell Transplantation, The Second Hospital of Dalian Medical University, Dalian, 116023, China.
- Diamond Bay Institute of Hematology, The Second Hospital of Dalian Medical University, Dalian, 116031, China.
- Blood Stem Cell Transplantation Institute of Dalian Medical University, Dalian, 116023, China.
- Pediatric Oncology and Hematology Center, The Second Hospital of Dalian Medical University, Dalian, 116023, China.
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2
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Tirier SM, Mallm JP, Steiger S, Poos AM, Awwad MHS, Giesen N, Casiraghi N, Susak H, Bauer K, Baumann A, John L, Seckinger A, Hose D, Müller-Tidow C, Goldschmidt H, Stegle O, Hundemer M, Weinhold N, Raab MS, Rippe K. Subclone-specific microenvironmental impact and drug response in refractory multiple myeloma revealed by single-cell transcriptomics. Nat Commun 2021; 12:6960. [PMID: 34845188 PMCID: PMC8630108 DOI: 10.1038/s41467-021-26951-z] [Citation(s) in RCA: 59] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Accepted: 10/28/2021] [Indexed: 02/08/2023] Open
Abstract
Virtually all patients with multiple myeloma become unresponsive to treatment over time. Relapsed/refractory multiple myeloma (RRMM) is accompanied by the clonal evolution of myeloma cells with heterogeneous genomic aberrations and profound changes of the bone marrow microenvironment (BME). However, the molecular mechanisms that drive drug resistance remain elusive. Here, we analyze the heterogeneous tumor cell population and its complex interaction network with the BME of 20 RRMM patients by single cell RNA-sequencing before/after treatment. Subclones with chromosome 1q-gain express a specific transcriptomic signature and frequently expand during treatment. Furthermore, RRMM cells shape an immune suppressive BME by upregulation of inflammatory cytokines and close interaction with the myeloid compartment. It is characterized by the accumulation of PD1+ γδ T-cells and tumor-associated macrophages as well as the depletion of hematopoietic progenitors. Thus, our study resolves transcriptional features of subclones in RRMM and mechanisms of microenvironmental reprogramming with implications for clinical decision-making.
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Affiliation(s)
- Stephan M. Tirier
- grid.7497.d0000 0004 0492 0584Division of Chromatin Networks, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany
| | - Jan-Philipp Mallm
- grid.7497.d0000 0004 0492 0584Division of Chromatin Networks, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584Single Cell Open Lab, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany ,grid.461742.2Molecular Precision Oncology Program, NCT Heidelberg, Heidelberg, Germany
| | - Simon Steiger
- grid.7497.d0000 0004 0492 0584Division of Chromatin Networks, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany
| | - Alexandra M. Poos
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584CCU Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Mohamed H. S. Awwad
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany
| | - Nicola Giesen
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584CCU Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Nicola Casiraghi
- grid.7497.d0000 0004 0492 0584Division of Computational Genomics and System Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory (EMBL), Genome Biology Unit, Heidelberg, Germany
| | - Hana Susak
- grid.7497.d0000 0004 0492 0584Division of Computational Genomics and System Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory (EMBL), Genome Biology Unit, Heidelberg, Germany
| | - Katharina Bauer
- grid.7497.d0000 0004 0492 0584Single Cell Open Lab, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany ,grid.461742.2Molecular Precision Oncology Program, NCT Heidelberg, Heidelberg, Germany
| | - Anja Baumann
- grid.7497.d0000 0004 0492 0584CCU Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Lukas John
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584CCU Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Anja Seckinger
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,Department of Hematology and Immunology, Myeloma Center Brussels, Jette, Belgium
| | - Dirk Hose
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,Department of Hematology and Immunology, Myeloma Center Brussels, Jette, Belgium
| | - Carsten Müller-Tidow
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany
| | - Hartmut Goldschmidt
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,grid.461742.2National Center for Tumor Diseases (NCT), Heidelberg, Germany
| | - Oliver Stegle
- grid.7497.d0000 0004 0492 0584Division of Computational Genomics and System Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory (EMBL), Genome Biology Unit, Heidelberg, Germany
| | - Michael Hundemer
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany
| | - Niels Weinhold
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584CCU Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Marc S. Raab
- grid.5253.10000 0001 0328 4908University Hospital Heidelberg, Internal Medicine V, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584CCU Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Karsten Rippe
- Division of Chromatin Networks, German Cancer Research Center (DKFZ) and Bioquant, Heidelberg, Germany.
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3
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Senapati P, Dey S, Sudarshan D, Das S, Kumar M, Kaypee S, Mohiyuddin A, Kodaganur GS, Kundu TK. Oncogene c-fos and mutant R175H p53 regulate expression of Nucleophosmin implicating cancer manifestation. FEBS J 2018; 285:3503-3524. [PMID: 30085406 DOI: 10.1111/febs.14625] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2017] [Revised: 06/15/2018] [Accepted: 08/03/2018] [Indexed: 12/19/2022]
Abstract
Nucleophosmin (NPM1) is a nucleolar protein that is frequently overexpressed in various types of solid tumors. NPM1 is involved in several cellular processes that might contribute significantly to the increased proliferation potential of cancers. Previous reports suggest that NPM1 expression is highly increased in response to mitogenic and oncogenic signals, the mechanisms of which have not been elucidated extensively. Using constructs incorporating different fragments of the NPM1 promoter upstream to a Luciferase reporter gene, we have identified the minimal promoter of NPM1 and candidate transcription factors regulating NPM1 promoter activity by luciferase reporter assays. We have validated the roles of a few candidate factors at the transcriptional and protein level by quantitative reverse transcriptase PCR, immunoblotting and immunohistochemistry, and explored the mechanism of regulation of NPM1 expression using immunoprecipitation and chromatin immunoprecipitation assays. We show here that the expression of NPM1 is regulated by transcription factor c-fos, a protein that is strongly activated by growth factor signals. In addition, mutant p53 (R175H) overexpression also enhances NPM1 expression possibly through c-myc and c-fos. Moreover, both c-fos and mutant p53 are overexpressed in oral tumor tissues that showed NPM1 overexpression. Collectively, our results suggest that c-fos and mutant p53 R175H positively regulate NPM1 expression, possibly in synergism, that might lead to oncogenic manifestation.
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Affiliation(s)
- Parijat Senapati
- Transcription and Disease Laboratory, Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bangalore, India
| | - Suchismita Dey
- Transcription and Disease Laboratory, Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bangalore, India
| | - Deepthi Sudarshan
- Transcription and Disease Laboratory, Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bangalore, India
| | - Sadhan Das
- Transcription and Disease Laboratory, Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bangalore, India
| | - Manoj Kumar
- Transcription and Disease Laboratory, Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bangalore, India
| | - Stephanie Kaypee
- Transcription and Disease Laboratory, Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bangalore, India
| | - Azeem Mohiyuddin
- Sri Devaraj Urs Academy of Higher Education and Research (SDUAHER), Kolar, India
| | - Gopinath S Kodaganur
- Sri Devaraj Urs Academy of Higher Education and Research (SDUAHER), Kolar, India.,Bangalore Institute of Oncology (BIO), Bangalore, India
| | - Tapas K Kundu
- Transcription and Disease Laboratory, Molecular Biology and Genetics Unit, Jawaharlal Nehru Centre for Advanced Scientific Research (JNCASR), Bangalore, India
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4
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Fernando RC, de Carvalho F, Mazzotti DR, Evangelista AF, Braga WMT, de Lourdes Chauffaille M, Leme AFP, Colleoni GWB. Multiple myeloma cell lines and primary tumors proteoma: protein biosynthesis and immune system as potential therapeutic targets. Genes Cancer 2016; 6:462-471. [PMID: 26807199 PMCID: PMC4701225 DOI: 10.18632/genesandcancer.88] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Despite great advance in multiple myeloma (MM) treatment since 2000s, it is still an incurable disease and novel therapies are welcome. Therefore, the purpose of this study was to explore MM plasma cells' (MM-PC) proteome, in comparison with their normal counterparts (derived from palatine tonsils of normal donors, ND-PC), in order to find potential therapeutic targets expressed on the surface of these cells. We also aimed to evaluate the proteome of MM cell lines with different genetic alterations, to confirm findings obtained with primary tumor cells. Bone marrow (BM) samples from eight new cases of MM and palatine tonsils from seven unmatched controls were submitted to PC separation and, in addition to two MM cell lines (U266, RPMI-8226), were submitted to protein extraction for mass spectrometry analyses. A total of 81 proteins were differentially expressed between MM-PC and ND-PC - 72 upregulated and nine downregulated; U266 vs. RPMI 8226 cell lines presented 61 differentially expressed proteins - 51 upregulated and 10 downregulated. On primary tumors, bioinformatics analyses highlighted upregulation of protein biosynthesis machinery, as well as downregulation of immune response components, such as MHC class I and II, and complement receptors. We also provided comprehensive information about U266 and RPMI-8226 cell lines' proteome and could confirm some patients' findings.
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Affiliation(s)
- Rodrigo Carlini Fernando
- Departamento de Oncologia Clínica e Experimental, Disciplina de Hematologia e Hemoterapia, Universidade Federal de São Paulo, UNIFESP, São Paulo, Brazil
| | - Fabricio de Carvalho
- Departamento de Oncologia Clínica e Experimental, Disciplina de Hematologia e Hemoterapia, Universidade Federal de São Paulo, UNIFESP, São Paulo, Brazil
| | - Diego Robles Mazzotti
- Departamento de Psicobiologia, Universidade Federal de São Paulo, UNIFESP, São Paulo, Brazil
| | | | - Walter Moisés Tobias Braga
- Departamento de Oncologia Clínica e Experimental, Disciplina de Hematologia e Hemoterapia, Universidade Federal de São Paulo, UNIFESP, São Paulo, Brazil
| | - Maria de Lourdes Chauffaille
- Departamento de Oncologia Clínica e Experimental, Disciplina de Hematologia e Hemoterapia, Universidade Federal de São Paulo, UNIFESP, São Paulo, Brazil
| | - Adriana Franco Paes Leme
- Laboratório de Espectrometria de Massas, Laboratório Nacional de Biociências, LNBio, Conselho Nacional de Pesquisa em Energia e Materiais, CNPEM, Campinas, Brazil
| | - Gisele Wally Braga Colleoni
- Departamento de Oncologia Clínica e Experimental, Disciplina de Hematologia e Hemoterapia, Universidade Federal de São Paulo, UNIFESP, São Paulo, Brazil
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5
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Matsushita M, Ozaki Y, Hasegawa Y, Terada F, Tabata N, Shiheido H, Yanagawa H, Oikawa T, Matsuo K, Du W, Yamada T, Hozumi M, Ichikawa D, Hattori Y. A novel phthalimide derivative, TC11, has preclinical effects on high-risk myeloma cells and osteoclasts. PLoS One 2015; 10:e0116135. [PMID: 25617756 PMCID: PMC4305313 DOI: 10.1371/journal.pone.0116135] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2014] [Accepted: 11/24/2014] [Indexed: 01/14/2023] Open
Abstract
Despite the recent advances in the treatment of multiple myeloma (MM), MM patients with high-risk cytogenetic changes such as t(4;14) translocation or deletion of chromosome 17 still have extremely poor prognoses. With the goal of helping these high-risk MM patients, we previously developed a novel phthalimide derivative, TC11. Here we report the further characterization of TC11 including anti-myeloma effects in vitro and in vivo, a pharmacokinetic study in mice, and anti-osteoclastogenic activity. Intraperitoneal injections of TC11 significantly delayed the growth of subcutaneous tumors in human myeloma-bearing SCID mice. Immunohistochemical analyses showed that TC11 induced apoptosis of MM cells in vivo. In the pharmacokinetic analyses, the Cmax was 2.1 μM at 1 h after the injection of TC11, with 1.2 h as the half-life. TC11 significantly inhibited the differentiation and function of tartrate-resistant acid phosphatase (TRAP)-positive multinucleated osteoclasts in mouse osteoclast cultures using M-CSF and RANKL. We also revealed that TC11 induced the apoptosis of myeloma cells accompanied by α-tubulin fragmentation. In addition, TC11 and lenalidomide, another phthalimide derivative, directly bound to nucleophosmin 1 (NPM1), whose role in MM is unknown. Thus, through multiple molecular interactions, TC11 is a potentially effective drug for high-risk MM patients with bone lesions. The present results suggest the possibility of the further development of novel thalidomide derivatives by drug designing.
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Affiliation(s)
- Maiko Matsushita
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Tokyo, Japan
| | - Yoshie Ozaki
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Tokyo, Japan
| | - Yuka Hasegawa
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Tokyo, Japan
| | - Fukiko Terada
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Tokyo, Japan
| | - Noriko Tabata
- Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama, Japan
| | - Hirokazu Shiheido
- Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama, Japan
| | - Hiroshi Yanagawa
- Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, Yokohama, Japan
| | - Tsukasa Oikawa
- Cell and Tissue Biology, School of Medicine, Keio University, Tokyo, Japan
| | - Koichi Matsuo
- Cell and Tissue Biology, School of Medicine, Keio University, Tokyo, Japan
| | - Wenlin Du
- Department of Pathology, School of Medicine, Keio University, Tokyo, Japan
| | - Taketo Yamada
- Department of Pathology, School of Medicine, Keio University, Tokyo, Japan
| | - Masashi Hozumi
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Tokyo, Japan
| | - Daiju Ichikawa
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Tokyo, Japan
| | - Yutaka Hattori
- Clinical Physiology and Therapeutics, Faculty of Pharmacy, Keio University, Tokyo, Japan
- * E-mail:
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