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Bai X, Lu F, Li S, Zhao Z, Wang N, Zhao Y, Ma G, Zhang F, Su X, Wang D, Ye J, Li P, Ji C. Cuproptosis-related lncRNA signature as a prognostic tool and therapeutic target in diffuse large B cell lymphoma. Sci Rep 2024; 14:12926. [PMID: 38839842 PMCID: PMC11153514 DOI: 10.1038/s41598-024-63433-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Accepted: 05/29/2024] [Indexed: 06/07/2024] Open
Abstract
Cuproptosis is a newly defined form of programmed cell death that relies on mitochondria respiration. Long noncoding RNAs (lncRNAs) play crucial roles in tumorigenesis and metastasis. However, whether cuproptosis-related lncRNAs are involved in the pathogenesis of diffuse large B cell lymphoma (DLBCL) remains unclear. This study aimed to identify the prognostic signatures of cuproptosis-related lncRNAs in DLBCL and investigate their potential molecular functions. RNA-Seq data and clinical information for DLBCL were collected from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO). Cuproptosis-related lncRNAs were screened out through Pearson correlation analysis. Utilizing univariate Cox, least absolute shrinkage and selection operator (Lasso) and multivariate Cox regression analysis, we identified seven cuproptosis-related lncRNAs and developed a risk prediction model to evaluate its prognostic value across multiple groups. GO and KEGG functional analyses, single-sample GSEA (ssGSEA), and the ESTIMATE algorithm were used to analyze the mechanisms and immune status between the different risk groups. Additionally, drug sensitivity analysis identified drugs with potential efficacy in DLBCL. Finally, the protein-protein interaction (PPI) network were constructed based on the weighted gene co-expression network analysis (WGCNA). We identified a set of seven cuproptosis-related lncRNAs including LINC00294, RNF139-AS1, LINC00654, WWC2-AS2, LINC00661, LINC01165 and LINC01398, based on which we constructed a risk model for DLBCL. The high-risk group was associated with shorter survival time than the low-risk group, and the signature-based risk score demonstrated superior prognostic ability for DLBCL patients compared to traditional clinical features. By analyzing the immune landscapes between two groups, we found that immunosuppressive cell types were significantly increased in high-risk DLBCL group. Moreover, functional enrichment analysis highlighted the association of differentially expressed genes with metabolic, inflammatory and immune-related pathways in DLBCL patients. We also found that the high-risk group showed more sensitivity to vinorelbine and pyrimethamine. A cuproptosis-related lncRNA signature was established to predict the prognosis and provide insights into potential therapeutic strategies for DLBCL patients.
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Affiliation(s)
- Xiaoran Bai
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
- Department of Lymphoma and Plasmacytoma Disease, Senior Department of Hematology, The Fifth Medical Center of PLA General Hospital, Beijing, China
| | - Fei Lu
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Shuying Li
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Zhe Zhao
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Nana Wang
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Yanan Zhao
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Guangxin Ma
- Hematology and Oncology Unit, Department of Geriatrics, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Fan Zhang
- Gastroenterology Intensive Care Unit, Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Xiuhua Su
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Dongmei Wang
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Jingjing Ye
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
| | - Peng Li
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China.
| | - Chunyan Ji
- Department of Hematology, Qilu Hospital of Shandong University, Jinan, 250012, Shandong, China
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Banchi M, Cox MC, Bocci G. Metronomic chemotherapy in hematology: Lessons from preclinical and clinical studies to build a solid rationale for future schedules. Cancer Lett 2024; 591:216900. [PMID: 38636896 DOI: 10.1016/j.canlet.2024.216900] [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: 11/02/2023] [Revised: 03/05/2024] [Accepted: 04/15/2024] [Indexed: 04/20/2024]
Abstract
Metronomic chemotherapy (mCHEMO), based on frequent, regular administration of low, but pharmacologically active drug doses, optimizes antitumor efficacy by targeting multiple targets and reducing toxicity of antineoplastic drugs. This minireview will summarize preclinical and clinical studies on cytotoxic drugs given at weekly, daily, or at continuous metronomic schedules alone or in combination with novel targeted agents for hematological malignancies, including lymphoma, multiple myeloma, and leukemia. Most of the preclinical in vitro and in vivo studies have reported a significant benefit of both mCHEMO monotherapy and combinatorial regimens compared with chemotherapy at the maximum tolerated dose. However, the combination of mCHEMO with targeted drugs is still little explored in the hematologic clinical setting. Data obtained from preclinical studies on low dose metronomic chemotherapy in hematological malignancies clearly suggested the possibility to clinically investigate more tolerable and effective strategies for the treatment of patients with advanced hematological malignancies, or at least for those frail and elderly patients, who are not eligible or resistant to standard treatments.
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Affiliation(s)
- Marta Banchi
- Dipartimento di Medicina Clinica e Sperimentale, Università di Pisa, Pisa, Italy
| | | | - Guido Bocci
- Dipartimento di Medicina Clinica e Sperimentale, Università di Pisa, Pisa, Italy.
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Bocci G, Pelliccia S, Orlandi P, Caridi M, Banchi M, Musuraca G, Di Napoli A, Bianchi MP, Patti C, Anticoli-Borza P, Battistini R, Casaroli I, Lanzolla T, Tafuri A, Cox MC. Correction: Bocci et al. Remarkable Remission Rate and Long-Term Efficacy of Upfront Metronomic Chemotherapy in Elderly and Frail Patients, with Diffuse Large B-Cell Lymphoma. J. Clin. Med. 2022, 11, 7162. J Clin Med 2023; 12:7053. [PMID: 38002810 PMCID: PMC10671874 DOI: 10.3390/jcm12227053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 11/07/2023] [Indexed: 11/26/2023] Open
Abstract
In the original publication [...].
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Affiliation(s)
- Guido Bocci
- Department of Clinical and Experimental Medicine, School of Medicine, University of Pisa, 56126 Pisa, Italy
| | - Sabrina Pelliccia
- UOC Ematologia, Azienda Ospedaliera Universitaria Sant’Andrea, 00189 Rome, Italy
| | - Paola Orlandi
- Department of Clinical and Experimental Medicine, School of Medicine, University of Pisa, 56126 Pisa, Italy
| | - Matteo Caridi
- Division of Hematology and Clinical Immunology, Department of Medicine, University of Perugia, 06125 Perugia, Italy
| | - Marta Banchi
- Department of Clinical and Experimental Medicine, School of Medicine, University of Pisa, 56126 Pisa, Italy
| | - Gerardo Musuraca
- Hematology Unit, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) Srl—IRCCS, 47014 Meldola, Italy
| | - Arianna Di Napoli
- UOC Anatomia Patologica, Azienda Ospedaliera Universitaria Sant’Andrea & Department of Clinical and Molecular Medicine Sapienza University, 00185 Rome, Italy
| | - Maria Paola Bianchi
- UOC Ematologia, Azienda Ospedaliera Universitaria Sant’Andrea, 00189 Rome, Italy
| | - Caterina Patti
- UOC Oncoematologia, Azienda Villa Sofia-Cervello, 90146 Palermo, Italy
| | | | | | - Ivana Casaroli
- Haematology Department, San Gerardo Hospital Monza, 20900 Monza, Italy
| | - Tiziana Lanzolla
- UOC Medicina Nucleare, Azienda Ospedaliera Universitaria Sant’Andrea, 00189 Rome, Italy
| | - Agostino Tafuri
- UOC Ematologia, Azienda Ospedaliera Universitaria Sant’Andrea, 00189 Rome, Italy
| | - Maria Christina Cox
- UOC Ematologia, Azienda Ospedaliera Universitaria Sant’Andrea, 00189 Rome, Italy
- Hematology Unit, Fondazione Policlinico Tor Vergata, 00133 Rome, Italy
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Khan SA, Chan KYK, Lee TKW. Global trajectory and future prospects of metronomic chemotherapy research: A scientometric analysis (2000-2022). Cancer Lett 2023; 576:216401. [PMID: 37774827 DOI: 10.1016/j.canlet.2023.216401] [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: 07/23/2023] [Revised: 09/11/2023] [Accepted: 09/17/2023] [Indexed: 10/01/2023]
Abstract
This scientometric study aimed to provide a first comprehensive overview of the global research landscape of Metronomic Chemotherapy (MC) from 2000 to 2022 using a data-driven approach to identify key trends, collaborations, and potential opportunities. This study highlights the increasing prevalence of MC, with annual outputs increasing substantially over the same timeframe. The United States contributed the most to MC research, followed by Italy and China, while there was a lack of collaborative research efforts between countries and organizations. Through keyword co-occurrence analysis, we identified emerging interdisciplinary research areas, such as "nanoparticles," "immunotherapy," and "antitumor immunity." Our citation analysis identified the most influential authors, institutions, and journals, providing a comprehensive overview of the structure of knowledge and dissemination of MC research. Although the number of publications has decreased since 2019, the analysis indicates that this field has received substantial scholarly attention. These discoveries are extremely important for researchers, funding organizations, and policymakers because they highlight the need for more collaboration, interdisciplinary approaches, and resource allocation in underrepresented fields. This study concludes with recommendations for guiding future research and collaboration, resulting in a larger impact and fostering substantial advancements in MC research.
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Affiliation(s)
- Shakeel Ahmad Khan
- Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Hong Kong.
| | - Kelvin Yuen Kwong Chan
- Department of Applied Science, School of Science and Technology, Hong Kong Metropolitan University, Hong Kong.
| | - Terence Kin Wah Lee
- Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Hong Kong; State Key Laboratory of Chemical Biology and Drug Discovery, The Hong Kong Polytechnic University, Hong Kong.
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Banchi M, Lanzolla T, Di Napoli A, Bandini A, Bocci G, Cox MC. Complete Remission of a Diffuse Large B-Cell Lymphoma in a Young Patient, with Severe Tuberous Sclerosis, Treated with Metronomic Chemotherapy and Ibrutinib: A Case Report. Chemotherapy 2023; 69:40-44. [PMID: 37549660 DOI: 10.1159/000533236] [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: 06/14/2023] [Accepted: 07/21/2023] [Indexed: 08/09/2023]
Abstract
Tuberous sclerosis (TS) is a rare autosomal dominant genetic multisystem disease caused by mutations in either the TSC1 or TSC2 gene and results in the growth of non-cancerous masses in several organs. Diffuse large B-cell lymphoma (DLBCL) is the predominant non-Hodgkin lymphoma in adolescents and young adults. Metronomic chemotherapy (mCHEMO) can be defined as the frequent, regular administration of drug doses able to maintain a low, but active, range of concentrations of chemotherapeutic drugs during prolonged periods of time. We present the case of a young woman with severe TS who developed DLBCL. She was treated consecutively with the mCHEMO schedule R-DEVEC (prednisone, vinorelbine, etoposide, cyclophosphamide, plus rituximab) and then ibrutinib, achieving an impressive long-lasting complete remission. In conclusion, alternative treatments could be necessary when comorbidities are present in patients, and mCHEMO can be a potential successful therapeutic approach in frail subjects.
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Affiliation(s)
- Marta Banchi
- Department of Clinical and Experimental Medicine, School of Medicine, University of Pisa, Pisa, Italy
| | - Tiziana Lanzolla
- UOC Medicina Nucleare, Azienda Ospedaliera Universitaria Sant'Andrea, Rome, Italy
| | - Arianna Di Napoli
- UOC Anatomia Patologica, Azienda Ospedaliera Universitaria Sant'Andrea and Department of Clinical and Molecular Medicine Sapienza University, Rome, Italy
| | - Arianna Bandini
- Department of Clinical and Experimental Medicine, School of Medicine, University of Pisa, Pisa, Italy
| | - Guido Bocci
- Department of Clinical and Experimental Medicine, School of Medicine, University of Pisa, Pisa, Italy
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Muraro E, Vinante L, Fratta E, Bearz A, Höfler D, Steffan A, Baboci L. Metronomic Chemotherapy: Anti-Tumor Pathways and Combination with Immune Checkpoint Inhibitors. Cancers (Basel) 2023; 15:2471. [PMID: 37173937 PMCID: PMC10177461 DOI: 10.3390/cancers15092471] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 04/22/2023] [Accepted: 04/24/2023] [Indexed: 05/15/2023] Open
Abstract
Increasing evidence pinpoints metronomic chemotherapy, a frequent and low dose drug administration with no prolonged drug-free intervals, as a potential tool to fight certain types of cancers. The primary identified targets of metronomic chemotherapy were the tumor endothelial cells involved in angiogenesis. After this, metronomic chemotherapy has been shown to efficiently target the heterogeneous population of tumor cells and, more importantly, elicit the innate and adaptive immune system reverting the "cold" to "hot" tumor immunologic phenotype. Although metronomic chemotherapy is primarily used in the context of a palliative setting, with the development of new immunotherapeutic drugs, a synergistic therapeutic role of the combined metronomic chemotherapy and immune checkpoint inhibitors has emerged at both the preclinical and clinical levels. However, some aspects, such as the dose and the most effective scheduling, still remain unknown and need further investigation. Here, we summarize what is currently known of the underlying anti-tumor effects of the metronomic chemotherapy, the importance of the optimal therapeutic dose and time-exposure, and the potential therapeutic effect of the combined administration of metronomic chemotherapy with checkpoint inhibitors in preclinical and clinical settings.
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Affiliation(s)
- Elena Muraro
- Immunopathology and Cancer Biomarkers Unit, Centro di Riferimento Oncologico di Aviano (CRO), IRCCS, 33081 Aviano, Italy; (E.M.); (E.F.); (A.S.)
| | - Lorenzo Vinante
- Radiation Oncology Department, Centro di Riferimento Oncologico di Aviano (CRO), IRCCS, 33081 Aviano, Italy;
| | - Elisabetta Fratta
- Immunopathology and Cancer Biomarkers Unit, Centro di Riferimento Oncologico di Aviano (CRO), IRCCS, 33081 Aviano, Italy; (E.M.); (E.F.); (A.S.)
| | - Alessandra Bearz
- Medical Oncology Department, Centro di Riferimento Oncologico di Aviano (CRO), IRCCS, 33081 Aviano, Italy;
| | - Daniela Höfler
- Infections and Cancer Epidemiology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany;
| | - Agostino Steffan
- Immunopathology and Cancer Biomarkers Unit, Centro di Riferimento Oncologico di Aviano (CRO), IRCCS, 33081 Aviano, Italy; (E.M.); (E.F.); (A.S.)
| | - Lorena Baboci
- Immunopathology and Cancer Biomarkers Unit, Centro di Riferimento Oncologico di Aviano (CRO), IRCCS, 33081 Aviano, Italy; (E.M.); (E.F.); (A.S.)
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7
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Orecchioni S, Falvo P, Talarico G, Mitola G, Bravetti G, Mancuso P, Nicoli P, Bertolini F. Vinorelbine and Intermittent Cyclophosphamide Sensitize an Aggressive Myc-Driven B-Cell Lymphoma to Anti-PD-1 by an Immunological Memory Effective against Tumor Re-Challenge. J Clin Med 2023; 12:jcm12072535. [PMID: 37048617 PMCID: PMC10095342 DOI: 10.3390/jcm12072535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 03/14/2023] [Accepted: 03/20/2023] [Indexed: 03/30/2023] Open
Abstract
We have previously shown in triple-negative breast cancer (TNBC) models that a triple therapy (TT) including intermittent cyclophosphamide (C), vinorelbine (V), and anti-PD-1 activates antigen-presenting cells (APC) and generates stem like-T cells able to control local and metastatic tumor progression. In the present manuscript, we report the generation of a highly aggressive, anti-PD-1 resistant model of a high-grade, Myc-driven B-cell non-Hodgkin’s lymphoma (NHL) that can be controlled in vivo by TT but not by other chemotherapeutic agents, including cytarabine (AraC), platinum (P), and doxorubicin (D). The immunological memory elicited in tumor-bearing mice by TT (but not by other treatments) can effectively control NHL re-challenge even at very high inoculum doses. TT re-shaped the landscape of circulating innate NK cells and adaptive immune cells, including B and T cells, and significantly reduced exhausted CD4+ and CD8+ TIM3+PD-1+ T cells in the spleens of treated mice.
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Affiliation(s)
- Stefania Orecchioni
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141 Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, 20141 Milan, Italy
| | - Paolo Falvo
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141 Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, 20141 Milan, Italy
| | - Giovanna Talarico
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141 Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, 20141 Milan, Italy
| | - Giulia Mitola
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141 Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, 20141 Milan, Italy
| | - Giulia Bravetti
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141 Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, 20141 Milan, Italy
| | - Patrizia Mancuso
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141 Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, 20141 Milan, Italy
| | - Paola Nicoli
- Department of Experimental Oncology, European Institute of Oncology IRCCS, Via Adamello 16, 20137 Milan, Italy
| | - Francesco Bertolini
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141 Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, 20141 Milan, Italy
- Correspondence:
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