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Forte D, Pellegrino RM, Falvo P, Garcia-Gonzalez P, Alabed HBR, Maltoni F, Lombardi D, Bruno S, Barone M, Pasini F, Fabbri F, Vannini I, Donati B, Cristiano G, Sartor C, Ronzoni S, Ciarrocchi A, Buratta S, Urbanelli L, Emiliani C, Soverini S, Catani L, Bertolini F, Argüello RJ, Cavo M, Curti A. Parallel single-cell metabolic analysis and extracellular vesicle profiling reveal vulnerabilities with prognostic significance in acute myeloid leukemia. Nat Commun 2024; 15:10878. [PMID: 39738118 PMCID: PMC11685939 DOI: 10.1038/s41467-024-55231-9] [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: 10/01/2023] [Accepted: 12/03/2024] [Indexed: 01/01/2025] Open
Abstract
Acute myeloid leukemia (AML) is an aggressive disease with a high relapse rate. In this study, we map the metabolic profile of CD34+(CD38low/-) AML cells and the extracellular vesicle signatures in circulation from AML patients at diagnosis. CD34+ AML cells display high antioxidant glutathione levels and enhanced mitochondrial functionality, both associated with poor clinical outcomes. Although CD34+ AML cells are highly dependent on glucose oxidation and glycolysis for energy, those from intermediate- and adverse-risk patients reveal increased mitochondrial dependence. Extracellular vesicles from AML are mainly enriched in stem cell markers and express antioxidant GPX3, with their profiles showing potential prognostic value. Extracellular vesicles enhance mitochondrial functionality and dependence on CD34+ AML cells via the glutathione/GPX4 axis. Notably, extracellular vesicles from adverse-risk patients enhance leukemia cell engraftment in vivo. Here, we show a potential noninvasive approach based on liquid 'cell-extracellular vesicle' biopsy toward a redefined metabolic stratification in AML.
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Affiliation(s)
- Dorian Forte
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
| | - Roberto Maria Pellegrino
- Department of Chemistry, Biology and Biotechnology, Biochemical and Biotechnological Sciences Section, University of Perugia, Perugia, Italy
| | - Paolo Falvo
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, Milan, Italy
| | - Paulina Garcia-Gonzalez
- Aix Marseille Univ, CNRS, INSERM, CIML, Centre d'Immunologie de Marseille-Luminy, Marseille, France
| | - Husam B R Alabed
- Department of Chemistry, Biology and Biotechnology, Biochemical and Biotechnological Sciences Section, University of Perugia, Perugia, Italy
| | - Filippo Maltoni
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", Bologna, Italy
| | - Davide Lombardi
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, Milan, Italy
| | - Samantha Bruno
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
| | - Martina Barone
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", Bologna, Italy
| | - Federico Pasini
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
| | - Francesco Fabbri
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Ivan Vannini
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Benedetta Donati
- Laboratory of Translational Research, Azienda USL-IRCCS di Reggio Emilia, Reggio Emilia, Italy
| | - Gianluca Cristiano
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
| | - Chiara Sartor
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", Bologna, Italy
| | - Simona Ronzoni
- Department of Experimental Oncology, European Institute of Oncology IRCCS, Milano, Italy
| | - Alessia Ciarrocchi
- Laboratory of Translational Research, Azienda USL-IRCCS di Reggio Emilia, Reggio Emilia, Italy
| | - Sandra Buratta
- Department of Chemistry, Biology and Biotechnology, Biochemical and Biotechnological Sciences Section, University of Perugia, Perugia, Italy
| | - Lorena Urbanelli
- Department of Chemistry, Biology and Biotechnology, Biochemical and Biotechnological Sciences Section, University of Perugia, Perugia, Italy
| | - Carla Emiliani
- Department of Chemistry, Biology and Biotechnology, Biochemical and Biotechnological Sciences Section, University of Perugia, Perugia, Italy
- Centro di Eccellenza sui Materiali Innovativi Nanostrutturati (CEMIN), University of Perugia, Perugia, Italy
| | - Simona Soverini
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
| | - Lucia Catani
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", Bologna, Italy
| | - Francesco Bertolini
- Laboratory of Hematology-Oncology, European Institute of Oncology IRCCS, Milan, Italy
- Onco-Tech Lab, European Institute of Oncology IRCCS and Politecnico di Milano, Milan, Italy
| | - Rafael José Argüello
- Aix Marseille Univ, CNRS, INSERM, CIML, Centre d'Immunologie de Marseille-Luminy, Marseille, France
| | - Michele Cavo
- Department of Medical and Surgical Sciences, Institute of Hematology "L. and A. Seràgnoli", University of Bologna, Bologna, Italy
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", Bologna, Italy
| | - Antonio Curti
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", Bologna, Italy.
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Talotta D, Almasri M, Cosentino C, Gaidano G, Moia R. Liquid biopsy in hematological malignancies: current and future applications. Front Oncol 2023; 13:1164517. [PMID: 37152045 PMCID: PMC10157039 DOI: 10.3389/fonc.2023.1164517] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 04/03/2023] [Indexed: 05/09/2023] Open
Abstract
The assessment of the cancer mutational profile is crucial for patient management, stratification, and therapeutic decisions. At present, in hematological malignancies with a solid mass, such as lymphomas, tumor genomic profiling is generally performed on the tissue biopsy, but the tumor may harbor genetic lesions that are unique to other anatomical compartments. The analysis of circulating tumor DNA (ctDNA) on the liquid biopsy is an emerging approach that allows genotyping and monitoring of the disease during therapy and follow-up. This review presents the different methods for ctDNA analysis and describes the application of liquid biopsy in different hematological malignancies. In diffuse large B-cell lymphoma (DLBCL) and Hodgkin lymphoma (HL), ctDNA analysis on the liquid biopsy recapitulates the mutational profile of the tissue biopsy and can identify mutations otherwise absent on the tissue biopsy. In addition, changes in the ctDNA amount after one or two courses of chemotherapy significantly predict patient outcomes. ctDNA analysis has also been tested in myeloid neoplasms with promising results. In addition to mutational analysis, liquid biopsy also carries potential future applications of ctDNA, including the analysis of ctDNA fragmentation and epigenetic patterns. On these grounds, several clinical trials aiming at incorporating ctDNA analysis for treatment tailoring are currently ongoing in hematological malignancies.
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Affiliation(s)
| | | | | | | | - Riccardo Moia
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
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Allam S, Nasr K, Khalid F, Shah Z, Khan Suheb MZ, Mulla S, Vikash S, Bou Zerdan M, Anwer F, Chaulagain CP. Liquid biopsies and minimal residual disease in myeloid malignancies. Front Oncol 2023; 13:1164017. [PMID: 37213280 PMCID: PMC10196237 DOI: 10.3389/fonc.2023.1164017] [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: 02/11/2023] [Accepted: 04/25/2023] [Indexed: 05/23/2023] Open
Abstract
Minimal residual disease (MRD) assessment through blood component sampling by liquid biopsies (LBs) is increasingly being investigated in myeloid malignancies. Blood components then undergo molecular analysis by flow cytometry or sequencing techniques and can be used as a powerful tool for prognostic and predictive purposes in myeloid malignancies. There is evidence and more is evolving about the quantification and identification of cell-based and gene-based biomarkers in myeloid malignancies to monitor treatment response. MRD based acute myeloid leukemia protocol and clinical trials are currently incorporating LB testing and preliminary results are encouraging for potential widespread use in clinic in the near future. MRD monitoring using LBs are not standard in myelodysplastic syndrome (MDS) but this is an area of active investigation. In the future, LBs can replace more invasive techniques such as bone marrow biopsies. However, the routine clinical application of these markers continues to be an issue due to lack of standardization and limited number of studies investigating their specificities. Integrating artificial intelligence (AI) could help simplify the complex interpretation of molecular testing and reduce errors related to operator dependency. Though the field is rapidly evolving, the applicability of MRD testing using LB is mostly limited to research setting at this time due to the need for validation, regulatory approval, payer coverage, and cost issues. This review focuses on the types of biomarkers, most recent research exploring MRD and LB in myeloid malignancies, ongoing clinical trials, and the future of LB in the setting of AI.
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Affiliation(s)
- Sabine Allam
- Department of Medicine and Medical Sciences, University of Balamand, Dekwaneh, Lebanon
| | - Kristina Nasr
- Department of Medicine and Medical Sciences, University of Balamand, Dekwaneh, Lebanon
| | - Farhan Khalid
- Department of Internal Medicine, Monmouth Medical Center, Long Branch, NJ, United States
| | - Zunairah Shah
- Department of Internal Medicine, Weiss Memorial Hospital, Chicago, IL, United States
| | | | - Sana Mulla
- Department of Internal Medicine, St Mary’s Medical Center, Apple Valley, CA, United States
| | - Sindhu Vikash
- Department of Medicine, Jacobi Medical center/AECOM Bronx, Bronx, NY, United States
| | - Maroun Bou Zerdan
- Department of Internal Medicine, SUNY Upstate Medical University, New York, NY, United States
| | - Faiz Anwer
- Department of Hematology and Oncology, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH, United States
| | - Chakra P. Chaulagain
- Department of Hematology and Oncology, Maroone Cancer Center, Cleveland Clinic Florida, Weston, FL, United States
- *Correspondence: Chakra P. Chaulagain,
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Geus PF, Hehnen F, Krakowski S, Lücke K, Hoon DSB, Frost N, Kertzscher U, Wendt G. Verification of a Novel Minimally Invasive Device for the Isolation of Rare Circulating Tumor Cells (CTC) in Cancer Patients’ Blood. Cancers (Basel) 2022; 14:cancers14194753. [PMID: 36230675 PMCID: PMC9562020 DOI: 10.3390/cancers14194753] [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: 09/16/2022] [Accepted: 09/23/2022] [Indexed: 11/16/2022] Open
Abstract
Simple Summary Detection of circulating tumor cells (CTCs) in blood can be used to diagnose cancer or monitor treatment response for various cancers. However, these cells are rare in the bloodstream in the early stages of cancers, and it, therefore, remains a technical challenge to isolate them. To overcome the limitations of a blood draw, we introduce a minimally invasive device, called the BMProbe™, for the isolation of CTCs directly from the bloodstream. Thereby a large volume of blood is screened. This study first shows how the geometry of the in vivo BMProbe™ causes improved cell deposition conditions. We then performed a verification of the in vivo device using blood samples from lung cancer patients. The results indicate the functionality of the BMProbe™ to isolate CTCs in blood samples. The future step is to use the BMProbe™ in various types of cancer patients to detect CTCs. Abstract Circulating tumor cells (CTCs) exist in low quantities in the bloodstream in the early stages of cancers. It, therefore, remains a technical challenge to isolate them in large enough quantities for a precise diagnosis and downstream analysis. We introduce the BMProbe™, a minimally invasive device that isolates CTCs during a 30-minute incubation in the median cubital vein. The optimized geometry of the device creates flow conditions for improved cell deposition. The CTCs are isolated using antibodies that are bound to the surface of the BMProbe™. In this study, flow experiments using cell culture cells were conducted. They indicate a 31 times greater cell binding efficiency of the BMProbe™ compared to a flat geometry. Further, the functionality of isolating CTCs from patient blood was verified in a small ex vivo study that compared the cell count from seven non-small-cell lung carcinoma (NSCLC) patients compared to nine healthy controls with 10 mL blood samples. The median cell count was 1 in NSCLC patients and 0 in healthy controls. In conclusion, the BMProbe™ is a promising method to isolate CTCs in large quantities directly from the venous bloodstream without removing blood from a patient. The future step is to verify the functionality in vivo.
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Affiliation(s)
- Paul Friedrich Geus
- Biofluid Mechanics Laboratory, Institute of Computer-assisted Cardiovascular Medicine, Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany
- Correspondence:
| | - Felix Hehnen
- Biofluid Mechanics Laboratory, Institute of Computer-assisted Cardiovascular Medicine, Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany
| | - Sophia Krakowski
- Biofluid Mechanics Laboratory, Institute of Computer-assisted Cardiovascular Medicine, Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany
| | - Klaus Lücke
- Invicol GmbH, Müllerstraße 178, 13353 Berlin, Germany
- HaimaChek Inc., 2200 Santa Monica Blvd, Santa Monica, CA 90404, USA
| | - Dave S. B. Hoon
- HaimaChek Inc., 2200 Santa Monica Blvd, Santa Monica, CA 90404, USA
- Department of Translational Molecular Medicine, Saint John’s Cancer Institute (SJCI), Providence Saint John’s Health Center (SJHC), Santa Monica, CA 90404, USA
| | - Nikolaj Frost
- Department of Infectious Diseases and Respiratory Medicine, Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany
| | - Ulrich Kertzscher
- Biofluid Mechanics Laboratory, Institute of Computer-assisted Cardiovascular Medicine, Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany
| | - Gabi Wendt
- Invicol GmbH, Müllerstraße 178, 13353 Berlin, Germany
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