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Park SS, Kim NY, Lim JY, Lee JY, Yun S, Chung YJ, Jung SH, Min CK. Clinical Implications of Circulating Tumor DNA in Multiple Myeloma and Its Precursor Diseases. Ann Lab Med 2025; 45:279-290. [PMID: 40017228 PMCID: PMC11996693 DOI: 10.3343/alm.2024.0424] [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: 08/11/2024] [Revised: 10/29/2024] [Accepted: 01/15/2025] [Indexed: 03/01/2025] Open
Abstract
Background Genetic alterations play a pivotal role in multiple myeloma (MM) development and therapeutic resistance. Traditionally, the genetic profiling of MM requires invasive bone marrow (BM) procedures; however, these procedures are associated with patient discomfort and cannot fully capture the spatial and temporal heterogeneity of the disease. Therefore, we investigated the clinical implications of liquid biopsy using targeted deep sequencing. Methods We analyzed the genetic profiles of circulating tumor DNA (ctDNA) by targeted deep sequencing from 102 patients, including those with monoclonal gammopathy of undetermined significance (MGUS, N=7), smoldering MM (N=6), and symptomatic MM (N=89). Results The number of ctDNA mutations increased with disease progression from MGUS to MM, with averages of 1.0 mutations in MGUS, 1.8 mutations in smoldering MM, and 1.9 mutations in MM, respectively. Shared mutations between BM and ctDNA were more prevalent in MM (68.9%) than in MGUS (25.0%). RAS/RAF and TP53 mutations were significantly enriched in MM ctDNA. Specific mutations were associated with clinical features in patients with MM: hypercalcemia and TET2 (P =0.006), renal insufficiency and NRAS (P =0.012), paramedullary myeloma and TP53 (P =0.02), and extramedullary myeloma and NRAS (P =0.007). TET2 mutations significantly affected 2-yr progression-free survival (hazard ratio=7.11, P =0.003). Serial ctDNA profiling accurately predicted treatment response in patients with MM. Conclusions Our findings highlight the potential of liquid biopsy for understanding MM progression and prognosis utilizing a minimally invasive approach, paving the way for its integration into personalized treatment strategies and real-time disease monitoring.
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Affiliation(s)
- Sung-Soo Park
- Department of Hematology, Seoul St. Mary’s Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Catholic Research Network for Multiple Myeloma, Catholic Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Na Yung Kim
- Department of Medical Sciences, Graduate School of The Catholic University of Korea, Seoul, Korea
| | - Ji-Young Lim
- Department of Hematology, Seoul St. Mary’s Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Catholic Research Network for Multiple Myeloma, Catholic Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Jung Yeon Lee
- Department of Hematology, Seoul St. Mary’s Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Catholic Research Network for Multiple Myeloma, Catholic Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Sujin Yun
- Department of Medical Sciences, Graduate School of The Catholic University of Korea, Seoul, Korea
| | - Yeun-Jun Chung
- Department of Medical Sciences, Graduate School of The Catholic University of Korea, Seoul, Korea
- Department of Microbiology, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Catholic Research Institute for Human Genome Polymorphism, Precision Medicine Research Center, College of Medicine, The Catholic University of Korea; Seoul, Korea
| | - Seung-Hyun Jung
- Department of Medical Sciences, Graduate School of The Catholic University of Korea, Seoul, Korea
- Catholic Research Institute for Human Genome Polymorphism, Precision Medicine Research Center, College of Medicine, The Catholic University of Korea; Seoul, Korea
- Department of Biochemistry, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Chang-Ki Min
- Department of Hematology, Seoul St. Mary’s Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
- Catholic Research Network for Multiple Myeloma, Catholic Hematology Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
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Hosoya H, Carleton M, Tanaka K, Sworder B, Syal S, Sahaf B, Maltos AM, Silva O, Stehr H, Hovanky V, Duran G, Zhang T, Liedtke M, Arai S, Iberri D, Miklos D, Khodadoust MS, Sidana S, Kurtz DM. Deciphering response dynamics and treatment resistance from circulating tumor DNA after CAR T-cells in multiple myeloma. Nat Commun 2025; 16:1824. [PMID: 39979252 PMCID: PMC11842827 DOI: 10.1038/s41467-025-56486-6] [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: 01/06/2024] [Accepted: 01/15/2025] [Indexed: 02/22/2025] Open
Abstract
Despite advances in treatments, multiple myeloma (MM) remains an incurable cancer where relapse is common. We developed a circulating tumor DNA (ctDNA) approach in order to characterize tumor genomics, monitor treatment response, and detect early relapse in MM. By sequencing 412 specimens from 64 patients with newly diagnosed or relapsed/refractory disease, we demonstrate the correlation between ctDNA and key clinical biomarkers, as well as patient outcomes. We further extend our approach to simultaneously track CAR-specific cell-free DNA (CAR-cfDNA) in patients undergoing anti-BCMA CAR T-cell (BCMA-CAR) therapy. We demonstrate that ctDNA levels following BCMA-CAR inversely correlate with relative time to progression (TTP), and that measurable residual disease (MRD) quantified by peripheral blood ctDNA (ctDNA-MRD) was concordant with clinical bone marrow MRD. Finally, we show that ctDNA-MRD can anticipate clinical relapse and identify the emergence of genomically-defined therapy-resistant clones. These findings suggest multiple clinical uses of ctDNA for MM in molecular characterization and disease surveillance.
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Affiliation(s)
- Hitomi Hosoya
- Division of Blood and Marrow Transplant and Cell Therapy, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Mia Carleton
- Division of Oncology, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Kailee Tanaka
- Division of Oncology, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Brian Sworder
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine CA, USA
| | - Shriya Syal
- Center for Cell Therapy, Stanford Cancer Institute, Stanford University, Stanford, CA, USA
| | - Bita Sahaf
- Center for Cell Therapy, Stanford Cancer Institute, Stanford University, Stanford, CA, USA
| | - Alisha M Maltos
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Oscar Silva
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Henning Stehr
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Vanna Hovanky
- Division of Blood and Marrow Transplant and Cell Therapy, Department of Medicine, Stanford University, Stanford, CA, USA
| | - George Duran
- Division of Oncology, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Tian Zhang
- Division of Hematology, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Michaela Liedtke
- Division of Hematology, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Sally Arai
- Division of Blood and Marrow Transplant and Cell Therapy, Department of Medicine, Stanford University, Stanford, CA, USA
| | - David Iberri
- Division of Hematology, Department of Medicine, Stanford University, Stanford, CA, USA
| | - David Miklos
- Division of Blood and Marrow Transplant and Cell Therapy, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Michael S Khodadoust
- Division of Oncology, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Surbhi Sidana
- Division of Blood and Marrow Transplant and Cell Therapy, Department of Medicine, Stanford University, Stanford, CA, USA.
| | - David M Kurtz
- Division of Oncology, Department of Medicine, Stanford University, Stanford, CA, USA.
- Stanford Cancer Institute, Stanford University, Stanford, CA, USA.
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3
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Ma L, Guo H, Zhao Y, Liu Z, Wang C, Bu J, Sun T, Wei J. Liquid biopsy in cancer current: status, challenges and future prospects. Signal Transduct Target Ther 2024; 9:336. [PMID: 39617822 PMCID: PMC11609310 DOI: 10.1038/s41392-024-02021-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 09/10/2024] [Accepted: 10/14/2024] [Indexed: 12/06/2024] Open
Abstract
Cancer has a high mortality rate across the globe, and tissue biopsy remains the gold standard for tumor diagnosis due to its high level of laboratory standardization, good consistency of results, relatively stable samples, and high accuracy of results. However, there are still many limitations and drawbacks in the application of tissue biopsy in tumor. The emergence of liquid biopsy provides new ideas for early diagnosis and prognosis of tumor. Compared with tissue biopsy, liquid biopsy has many advantages in the diagnosis and treatment of various types of cancer, including non-invasive, quickly and so on. Currently, the application of liquid biopsy in tumor detection has received widely attention. It is now undergoing rapid progress, and it holds significant potential for future applications. Around now, liquid biopsies encompass several components such as circulating tumor cells, circulating tumor DNA, exosomes, microRNA, circulating RNA, tumor platelets, and tumor endothelial cells. In addition, advances in the identification of liquid biopsy indicators have significantly enhanced the possibility of utilizing liquid biopsies in clinical settings. In this review, we will discuss the application, advantages and challenges of liquid biopsy in some common tumors from the perspective of diverse systems of tumors, and look forward to its future development prospects in the field of cancer diagnosis and treatment.
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Affiliation(s)
- Liwei Ma
- Department of Clinical Laboratory, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
- Key Clinical Laboratory of Henan province, Zhengzhou, Henan, China.
| | - Huiling Guo
- Department of Clinical Laboratory, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
- Key Clinical Laboratory of Henan province, Zhengzhou, Henan, China
| | - Yunxiang Zhao
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Zhibo Liu
- Department of Clinical Laboratory, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
- Key Clinical Laboratory of Henan province, Zhengzhou, Henan, China
| | - Chenran Wang
- Department of Clinical Laboratory, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
- Key Clinical Laboratory of Henan province, Zhengzhou, Henan, China
| | - Jiahao Bu
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Ting Sun
- Department of Clinical Laboratory, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
- Key Clinical Laboratory of Henan province, Zhengzhou, Henan, China.
| | - Jianwei Wei
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
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Gutiérrez-González A, Del Hierro I, Cariaga-Martínez AE. Advancements in Multiple Myeloma Research: High-Throughput Sequencing Technologies, Omics, and the Role of Artificial Intelligence. BIOLOGY 2024; 13:923. [PMID: 39596878 PMCID: PMC11592186 DOI: 10.3390/biology13110923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2024] [Revised: 11/01/2024] [Accepted: 11/10/2024] [Indexed: 11/29/2024]
Abstract
Multiple myeloma is a complex and challenging type of blood cancer that affects plasma cells in the bone marrow. In recent years, the development of advanced research techniques, such as omics approaches-which involve studying large sets of biological data like genes and proteins-and high-throughput sequencing technologies, has allowed researchers to analyze vast amounts of genetic information rapidly and gain new insights into the disease. Additionally, the advent of artificial intelligence tools has accelerated data analysis, enabling more accurate predictions and improved treatment strategies. This review aims to highlight recent research advances in multiple myeloma made possible by these novel techniques and to provide guidance for researchers seeking effective approaches in this field.
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Affiliation(s)
| | | | - Ariel Ernesto Cariaga-Martínez
- DS-OMICS—Data Science and Omics, AI-Driven Biomedicine Group, Universidad Alfonso X el Sabio, 28619 Villanueva de la Cañada, Spain; (A.G.-G.); (I.D.H.)
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5
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Li JY, Zuo LP, Xu J, Sun CY. Clinical applications of circulating tumor DNA in hematological malignancies: From past to the future. Blood Rev 2024; 68:101237. [PMID: 39261219 DOI: 10.1016/j.blre.2024.101237] [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: 05/27/2024] [Revised: 08/26/2024] [Accepted: 08/27/2024] [Indexed: 09/13/2024]
Abstract
Liquid biopsy, particularly circulating tumor DNA (ctDNA), has drawn a lot of attention as a non- or minimal-invasive detection approach for clinical applications in patients with cancer. Many hematological malignancies are well suited for serial and repeated ctDNA surveillance due to relatively high ctDNA concentrations and high loads of tumor-specific genetic and epigenetic abnormalities. Progress of detecting technology in recent years has improved sensitivity and specificity significantly, thus broadening and strengthening the potential utilities of ctDNA including early diagnosis, prognosis estimation, treatment response evaluation, minimal residual disease monitoring, targeted therapy selection, and immunotherapy surveillance. This manuscript reviews the detection methodologies, clinical application and future challenges of ctDNA in hematological malignancies, especially for lymphomas, myeloma and leukemias.
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Affiliation(s)
- Jun-Ying Li
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of science and Technology, Wuhan, Hubei, China
| | - Li-Ping Zuo
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of science and Technology, Wuhan, Hubei, China
| | - Jian Xu
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of science and Technology, Wuhan, Hubei, China
| | - Chun-Yan Sun
- Institute of Hematology, Union Hospital, Tongji Medical College, Huazhong University of science and Technology, Wuhan, Hubei, China.
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6
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Quivoron C, Michot JM, Danu A, Lecourt H, Saada V, Saleh K, Vergé V, Cotteret S, Bernard OA, Ribrag V. Sensitivity, specificity, and accuracy of molecular profiling on circulating cell-free DNA in refractory or relapsed multiple myeloma patients, results of MM-EP1 study. Leuk Lymphoma 2024; 65:789-799. [PMID: 38433500 DOI: 10.1080/10428194.2024.2320258] [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: 11/15/2023] [Accepted: 02/13/2024] [Indexed: 03/05/2024]
Abstract
As a promising alternative to bone marrow aspiration (BMA), mutational profiling on blood-derived circulating cell-free tumor DNA (cfDNA) is a harmless and simple technique to monitor molecular response and treatment resistance of patients with refractory/relapsed multiple myeloma (R/R MM). We evaluated the sensitivity and specificity of cfDNA compared to BMA CD138 positive myeloma plasma cells (PCs) in a series of 45 R/R MM patients using the 29-gene targeted panel (AmpliSeq) NGS. KRAS, NRAS, FAM46C, DIS3, and TP53 were the most frequently mutated genes. The average sensitivity and specificity of cfDNA detection were 65% and 97%, respectively. The concordance per gene between the two samples was good to excellent according to Cohen's κ coefficients interpretation. An increased number of mutations detected in cfDNA were associated with a decreased overall survival. In conclusion, we demonstrated cfDNA NGS analysis feasibility and accuracy in R/R MM patients who may benefit from early phase clinical trial.
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Affiliation(s)
- C Quivoron
- Translational Hematology Laboratory, AMMICa, INSERM US23/CNRS UAR3655, Gustave Roussy Cancer Campus, Villejuif, France
- INSERM U1170, Université Paris-Saclay, Gustave Roussy Cancer Campus, Villejuif, France
| | - J-M Michot
- INSERM U1170, Université Paris-Saclay, Gustave Roussy Cancer Campus, Villejuif, France
- Drug Development Department: Département d'Innovation Thérapeutique et d'Essais Précoces (DITEP), Gustave Roussy, Villejuif, France
| | - A Danu
- Hematology Department, Gustave Roussy, Villejuif, France
| | - H Lecourt
- Translational Hematology Laboratory, AMMICa, INSERM US23/CNRS UAR3655, Gustave Roussy Cancer Campus, Villejuif, France
| | - V Saada
- Department of Medical Biology and Pathology, Gustave Roussy, Villejuif, France
| | - K Saleh
- Hematology Department, Gustave Roussy, Villejuif, France
| | - V Vergé
- Department of Medical Biology and Pathology, Gustave Roussy, Villejuif, France
| | - S Cotteret
- Department of Medical Biology and Pathology, Gustave Roussy, Villejuif, France
| | - O A Bernard
- INSERM U1170, Université Paris-Saclay, Gustave Roussy Cancer Campus, Villejuif, France
| | - V Ribrag
- Translational Hematology Laboratory, AMMICa, INSERM US23/CNRS UAR3655, Gustave Roussy Cancer Campus, Villejuif, France
- INSERM U1170, Université Paris-Saclay, Gustave Roussy Cancer Campus, Villejuif, France
- Drug Development Department: Département d'Innovation Thérapeutique et d'Essais Précoces (DITEP), Gustave Roussy, Villejuif, France
- Hematology Department, Gustave Roussy, Villejuif, France
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7
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Heestermans R, Schots R, De Becker A, Van Riet I. Liquid Biopsies as Non-Invasive Tools for Mutation Profiling in Multiple Myeloma: Application Potential, Challenges, and Opportunities. Int J Mol Sci 2024; 25:5208. [PMID: 38791247 PMCID: PMC11121516 DOI: 10.3390/ijms25105208] [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: 04/22/2024] [Revised: 05/06/2024] [Accepted: 05/07/2024] [Indexed: 05/26/2024] Open
Abstract
Over the last decades, the survival of multiple myeloma (MM) patients has considerably improved. However, despite the availability of new treatments, most patients still relapse and become therapy-resistant at some point in the disease evolution. The mutation profile has an impact on MM patients' outcome, while typically evolving over time. Because of the patchy bone marrow (BM) infiltration pattern, the analysis of a single bone marrow sample can lead to an underestimation of the known genetic heterogeneity in MM. As a result, interest is shifting towards blood-derived liquid biopsies, which allow for a more comprehensive and non-invasive genetic interrogation without the discomfort of repeated BM aspirations. In this review, we compare the application potential for mutation profiling in MM of circulating-tumor-cell-derived DNA, cell-free DNA and extracellular-vesicle-derived DNA, while also addressing the challenges associated with their use.
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Affiliation(s)
- Robbe Heestermans
- Department of Clinical Biology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Translational Oncology Research Center (Team Hematology and Immunology), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Rik Schots
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Translational Oncology Research Center (Team Hematology and Immunology), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Ann De Becker
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Translational Oncology Research Center (Team Hematology and Immunology), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Ivan Van Riet
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Translational Oncology Research Center (Team Hematology and Immunology), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
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Marx A, Osváth M, Szikora B, Pipek O, Csabai I, Nagy Á, Bödör C, Matula Z, Nagy G, Bors A, Uher F, Mikala G, Vályi-Nagy I, Kacskovics I. Liquid biopsy-based monitoring of residual disease in multiple myeloma by analysis of the rearranged immunoglobulin genes-A feasibility study. PLoS One 2023; 18:e0285696. [PMID: 37235573 DOI: 10.1371/journal.pone.0285696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 04/28/2023] [Indexed: 05/28/2023] Open
Abstract
The need for sensitive monitoring of minimal/measurable residual disease (MRD) in multiple myeloma emerged as novel therapies led to deeper responses. Moreover, the potential benefits of blood-based analyses, the so-called liquid biopsy is prompting more and more studies to assess its feasibility. Considering these recent demands, we aimed to optimize a highly sensitive molecular system based on the rearranged immunoglobulin (Ig) genes to monitor MRD from peripheral blood. We analyzed a small group of myeloma patients with the high-risk t(4;14) translocation, using next-generation sequencing of Ig genes and droplet digital PCR of patient-specific Ig heavy chain (IgH) sequences. Moreover, well established monitoring methods such as multiparametric flow cytometry and RT-qPCR of the fusion transcript IgH::MMSET (IgH and multiple myeloma SET domain-containing protein) were utilized to evaluate the feasibility of these novel molecular tools. Serum measurements of M-protein and free light chains together with the clinical assessment by the treating physician served as routine clinical data. We found significant correlation between our molecular data and clinical parameters, using Spearman correlations. While the comparisons of the Ig-based methods and the other monitoring methods (flow cytometry, qPCR) were not statistically evaluable, we found common trends in their target detection. Regarding longitudinal disease monitoring, the applied methods yielded complementary information thus increasing the reliability of MRD evaluation. We also detected indications of early relapse before clinical signs, although this implication needs further verification in a larger patient cohort.
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Affiliation(s)
- Anita Marx
- Department of Immunology, Institute of Biology, ELTE Eötvös Loránd University, Budapest, Hungary
- Doctoral School of Biology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Magdolna Osváth
- Department of Immunology, Institute of Biology, ELTE Eötvös Loránd University, Budapest, Hungary
- Doctoral School of Biology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Bence Szikora
- Department of Immunology, Institute of Biology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Orsolya Pipek
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Budapest, Hungary
| | - István Csabai
- Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Ákos Nagy
- Department of Pathology and Experimental Cancer Research, HCEMM-SE Molecular Oncohematology Research Group, Semmelweis University, Budapest, Hungary
| | - Csaba Bödör
- Department of Pathology and Experimental Cancer Research, HCEMM-SE Molecular Oncohematology Research Group, Semmelweis University, Budapest, Hungary
| | - Zsolt Matula
- National Institute of Hematology and Infectious Diseases, Central Hospital of Southern Pest, Budapest, Hungary
| | - Ginette Nagy
- National Institute of Hematology and Infectious Diseases, Central Hospital of Southern Pest, Budapest, Hungary
| | - András Bors
- National Institute of Hematology and Infectious Diseases, Central Hospital of Southern Pest, Budapest, Hungary
| | - Ferenc Uher
- National Institute of Hematology and Infectious Diseases, Central Hospital of Southern Pest, Budapest, Hungary
| | - Gábor Mikala
- National Institute of Hematology and Infectious Diseases, Central Hospital of Southern Pest, Budapest, Hungary
| | - István Vályi-Nagy
- National Institute of Hematology and Infectious Diseases, Central Hospital of Southern Pest, Budapest, Hungary
| | - Imre Kacskovics
- Department of Immunology, Institute of Biology, ELTE Eötvös Loránd University, Budapest, Hungary
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9
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Buenache N, Sánchez-delaCruz A, Cuenca I, Giménez A, Moreno L, Martínez-López J, Rosa-Rosa JM. Identification of Immunoglobulin Gene Rearrangement Biomarkers in Multiple Myeloma through cfDNA-Based Liquid Biopsy Using tchDNA-Seq. Cancers (Basel) 2023; 15:cancers15112911. [PMID: 37296872 DOI: 10.3390/cancers15112911] [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: 04/19/2023] [Revised: 05/19/2023] [Accepted: 05/23/2023] [Indexed: 06/12/2023] Open
Abstract
Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of pathogenic CD138+ plasma cells (PPCs) in bone marrow (BM). Recent years have seen a significant increase in the treatment options for MM; however, most patients who achieve complete the response ultimately relapse. The earlier detection of tumor-related clonal DNA would thus be very beneficial for patients with MM and would enable timely therapeutic interventions to improve outcomes. Liquid biopsy of "cell-free DNA" (cfDNA) as a minimally invasive approach might be more effective than BM aspiration not only for the diagnosis but also for the detection of early recurrence. Most studies thus far have addressed the comparative quantification of patient-specific biomarkers in cfDNA with PPCs and BM samples, which have shown good correlations. However, there are limitations to this approach, such as the difficulty in obtaining enough circulating free tumor DNA to achieve sufficient sensitivity for the assessment of minimal residual disease. Herein, we summarize current data on methodologies to characterize MM, and we present evidence that targeted capture hybridization DNA sequencing (tchDNA-Seq) can provide robust biomarkers in cfDNA, including immunoglobulin (IG) rearrangements. We also show that detection can be improved by prior purification of the cfDNA. Overall, liquid biopsies of cfDNA to monitor IG rearrangements have the potential to provide important diagnostic, prognostic, and predictive information in patients with MM.
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Affiliation(s)
- Natalia Buenache
- Department of Translational Haematology, Research Institute Hospital 12 de Octubre (i+12) Haematological Tumors Clinical Research Unit H12O-CNIO, 28041 Madrid, Spain
| | - Andrea Sánchez-delaCruz
- Department of Translational Haematology, Research Institute Hospital 12 de Octubre (i+12) Haematological Tumors Clinical Research Unit H12O-CNIO, 28041 Madrid, Spain
| | - Isabel Cuenca
- Department of Translational Haematology, Research Institute Hospital 12 de Octubre (i+12) Haematological Tumors Clinical Research Unit H12O-CNIO, 28041 Madrid, Spain
| | - Alicia Giménez
- Department of Translational Haematology, Research Institute Hospital 12 de Octubre (i+12) Haematological Tumors Clinical Research Unit H12O-CNIO, 28041 Madrid, Spain
| | - Laura Moreno
- Department of Translational Haematology, Research Institute Hospital 12 de Octubre (i+12) Haematological Tumors Clinical Research Unit H12O-CNIO, 28041 Madrid, Spain
| | - Joaquín Martínez-López
- Department of Translational Haematology, Research Institute Hospital 12 de Octubre (i+12) Haematological Tumors Clinical Research Unit H12O-CNIO, 28041 Madrid, Spain
- Department of Translational Haematology, Haematology Service, Hospital 12 de Octubre, 28041 Madrid, Spain
- Department of Medicine, Faculty of Medicine, Complutense University, 28040 Madrid, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), 28029 Madrid, Spain
- Spanish National Cancer Research Center (CNIO), 28034 Madrid, Spain
| | - Juan Manuel Rosa-Rosa
- Department of Translational Haematology, Research Institute Hospital 12 de Octubre (i+12) Haematological Tumors Clinical Research Unit H12O-CNIO, 28041 Madrid, Spain
- Spanish National Cancer Research Center (CNIO), 28034 Madrid, Spain
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10
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Bou Zerdan M, Kassab J, Saba L, Haroun E, Bou Zerdan M, Allam S, Nasr L, Macaron W, Mammadli M, Abou Moussa S, Chaulagain CP. Liquid biopsies and minimal residual disease in lymphoid malignancies. Front Oncol 2023; 13:1173701. [PMID: 37228488 PMCID: PMC10203459 DOI: 10.3389/fonc.2023.1173701] [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: 02/25/2023] [Accepted: 04/21/2023] [Indexed: 05/27/2023] Open
Abstract
Minimal residual disease (MRD) assessment using peripheral blood instead of bone marrow aspirate/biopsy specimen or the biopsy of the cancerous infiltrated by lymphoid malignancies is an emerging technique with enormous interest of research and technological innovation at the current time. In some lymphoid malignancies (particularly ALL), Studies have shown that MRD monitoring of the peripheral blood may be an adequate alternative to frequent BM aspirations. However, additional studies investigating the biology of liquid biopsies in ALL and its potential as an MRD marker in larger patient cohorts in treatment protocols are warranted. Despite the promising data, there are still limitations in liquid biopsies in lymphoid malignancies, such as standardization of the sample collection and processing, determination of timing and duration for liquid biopsy analysis, and definition of the biological characteristics and specificity of the techniques evaluated such as flow cytometry, molecular techniques, and next generation sequencies. The use of liquid biopsy for detection of minimal residual disease in T-cell lymphoma is still experimental but it has made significant progress in multiple myeloma for example. Recent attempt to use artificial intelligence may help simplify the algorithm for testing and may help avoid inter-observer variation and operator dependency in these highly technically demanding testing process.
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Affiliation(s)
- Maroun Bou Zerdan
- Department of Internal Medicine, State University of New York (SUNY) Upstate Medical University, Syracuse, NY, United States
| | - Joseph Kassab
- Cleveland Clinic, Research Institute, Cleveland, OH, United States
| | - Ludovic Saba
- Department of Hematology-Oncology, Myeloma and Amyloidosis Program, Maroone Cancer Center, Cleveland Clinic Florida, Weston, FL, United States
| | - Elio Haroun
- Department of Medicine, State University of New York (SUNY) Upstate Medical University, New York, NY, United States
| | | | - Sabine Allam
- Department of Medicine and Medical Sciences, University of Balamand, Balamand, Lebanon
| | - Lewis Nasr
- University of Texas MD Anderson Cancer Center, Texas, TX, United States
| | - Walid Macaron
- University of Texas MD Anderson Cancer Center, Texas, TX, United States
| | - Mahinbanu Mammadli
- Department of Internal Medicine, State University of New York (SUNY) Upstate Medical University, Syracuse, NY, United States
| | | | - Chakra P. Chaulagain
- Department of Hematology-Oncology, Myeloma and Amyloidosis Program, Maroone Cancer Center, Cleveland Clinic Florida, Weston, FL, United States
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11
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Li S, Zhang E, Cai Z. Liquid biopsy by analysis of circulating myeloma cells and cell-free nucleic acids: a novel noninvasive approach of disease evaluation in multiple myeloma. Biomark Res 2023; 11:27. [PMID: 36890597 PMCID: PMC9997021 DOI: 10.1186/s40364-023-00469-6] [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: 12/20/2022] [Accepted: 02/26/2023] [Indexed: 03/10/2023] Open
Abstract
Multiple myeloma (MM) is an incurable hematological cancer with high spatial- and temporal-heterogeneity. Invasive single-point bone marrow sampling cannot capture the tumor heterogeneity and is difficult to repeat for serial assessments. Liquid biopsy is a technique for identifying and analyzing circulating MM cells and cell products produced by tumors and released into the circulation, allowing for the minimally invasive and comprehensive detection of disease burden and molecular alterations in MM and monitoring treatment response and disease progression. Furthermore, liquid biopsy can provide complementary information to conventional detection approaches and improve their prognostic values. This article reviewed the technologies and applications of liquid biopsy in MM.
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Affiliation(s)
- Shuchan Li
- Bone Marrow Transplantation Center, The First Affiliated Hospital, School of Medicine, Zhejiang University, No. 79, Qingchun Road, Hangzhou, Zhejiang, China.,Institute of Hematology, Zhejiang University, Hangzhou, Zhejiang, China
| | - Enfan Zhang
- Bone Marrow Transplantation Center, The First Affiliated Hospital, School of Medicine, Zhejiang University, No. 79, Qingchun Road, Hangzhou, Zhejiang, China.,Institute of Hematology, Zhejiang University, Hangzhou, Zhejiang, China
| | - Zhen Cai
- Bone Marrow Transplantation Center, The First Affiliated Hospital, School of Medicine, Zhejiang University, No. 79, Qingchun Road, Hangzhou, Zhejiang, China. .,Institute of Hematology, Zhejiang University, Hangzhou, Zhejiang, China.
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12
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Heestermans R, De Brouwer W, Maes K, Vande Broek I, Vaeyens F, Olsen C, Caljon B, De Becker A, Bakkus M, Schots R, Van Riet I. Liquid Biopsy-Derived DNA Sources as Tools for Comprehensive Mutation Profiling in Multiple Myeloma: A Comparative Study. Cancers (Basel) 2022; 14:cancers14194901. [PMID: 36230824 PMCID: PMC9563447 DOI: 10.3390/cancers14194901] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 10/04/2022] [Accepted: 10/05/2022] [Indexed: 11/28/2022] Open
Abstract
Simple Summary Multiple myeloma (MM) is characterized by an expansion of plasma cells in the bone marrow (BM). The genetics of MM are highly complex with multiple mutations and genetic subpopulations of tumor cells that arise during the disease evolution, affecting prognosis and treatment response. Standard bone marrow DNA analysis requires an invasive sample collection and does not always reflect the complete mutation profile. Therefore, we examined the possibility to use peripheral blood-based liquid biopsies as an alternative DNA source for mutation profiling. By comparing DNA from circulating tumor cells with circulating tumor-derived vesicles and cell-free DNA (cfDNA), we found that the latter provided the best concordance with bone marrow DNA and also showed mutations derived from myeloma cell populations that were undetectable in bone marrow. Our comparative study indicates that cfDNA is the preferable circulating biomarker for genetic characterization in MM and can provide additional information compared to standard BM analysis. Abstract The analysis of bone marrow (BM) samples in multiple myeloma (MM) patients can lead to the underestimation of the genetic heterogeneity within the tumor. Blood-derived liquid biopsies may provide a more comprehensive approach to genetic characterization. However, no thorough comparison between the currently available circulating biomarkers as tools for mutation profiling in MM has been published yet and the use of extracellular vesicle-derived DNA for this purpose in MM has not yet been investigated. Therefore, we collected BM aspirates and blood samples in 30 patients with active MM to isolate five different DNA types, i.e., cfDNA, EV-DNA, BM-DNA and DNA isolated from peripheral blood mononucleated cells (PBMNCs-DNA) and circulating tumor cells (CTC-DNA). DNA was analyzed for genetic variants with targeted gene sequencing using a 165-gene panel. After data filtering, 87 somatic and 39 germline variants were detected among the 149 DNA samples used for sequencing. cfDNA showed the highest concordance with the mutation profile observed in BM-DNA and outperformed EV-DNA, CTC-DNA and PBMNCs-DNA. Of note, 16% of all the somatic variants were only detectable in circulating biomarkers. Based on our analysis, cfDNA is the preferable circulating biomarker for genetic characterization in MM and its combined use with BM-DNA allows for comprehensive mutation profiling in MM.
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Affiliation(s)
- Robbe Heestermans
- Department of Clinical Biology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Research Group Hematology and Immunology, Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Wouter De Brouwer
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Research Group Hematology and Immunology, Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Ken Maes
- Clinical Sciences, Research Group Reproduction and Genetics, Centre for Medical Genetics, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
| | - Isabelle Vande Broek
- Department of Oncology and Hematology, VITAZ, Moerlandstraat 1, 9100 Sint-Niklaas, Belgium
| | - Freya Vaeyens
- Clinical Sciences, Research Group Reproduction and Genetics, Centre for Medical Genetics, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
| | - Catharina Olsen
- Clinical Sciences, Research Group Reproduction and Genetics, Centre for Medical Genetics, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Brussels Interuniversity Genomics High Throughput Core (BRIGHTcore), Vrije Universiteit Brussel (VUB), Université Libre de Bruxelles (ULB), Laarbeeklaan 101, 1090 Brussels, Belgium
| | - Ben Caljon
- Brussels Interuniversity Genomics High Throughput Core (BRIGHTcore), Vrije Universiteit Brussel (VUB), Université Libre de Bruxelles (ULB), Laarbeeklaan 101, 1090 Brussels, Belgium
| | - Ann De Becker
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Research Group Hematology and Immunology, Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Marleen Bakkus
- Department of Clinical Biology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Research Group Hematology and Immunology, Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Rik Schots
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Research Group Hematology and Immunology, Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
| | - Ivan Van Riet
- Department of Hematology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090 Brussels, Belgium
- Research Group Hematology and Immunology, Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, 1090 Brussels, Belgium
- Correspondence:
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13
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Allegra A, Cancemi G, Mirabile G, Tonacci A, Musolino C, Gangemi S. Circulating Tumour Cells, Cell Free DNA and Tumour-Educated Platelets as Reliable Prognostic and Management Biomarkers for the Liquid Biopsy in Multiple Myeloma. Cancers (Basel) 2022; 14:cancers14174136. [PMID: 36077672 PMCID: PMC9454477 DOI: 10.3390/cancers14174136] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 08/24/2022] [Accepted: 08/25/2022] [Indexed: 12/14/2022] Open
Abstract
Simple Summary Even though the presently employed biomarkers in the detection and management of multiple myeloma are demonstrating encouraging results, the mortality percentage of the malignancy is still elevated. Thus, searching for new diagnostic or prognostic markers is pivotal. Liquid biopsy allows the examination of circulating tumour DNA, cell-free DNA, extracellular RNA, and cell free proteins, which are released into the bloodstream due to the breakdown of tumour cells or exosome delivery. Liquid biopsy can now be applied in clinical practice to diagnose, and monitor multiple myeloma, probably allowing a personalized treatment of the disease. Abstract Liquid biopsy is one of the fastest emerging fields in cancer evaluation. Circulating tumour cells and tumour-originated DNA in plasma have become the new targets for their possible employ in tumour diagnosis, and liquid biopsy can define tumour burden without invasive procedures. Multiple Myeloma, one of the most frequent hematologic tumors, has been the target of therapeutic progresses in the last few years. Bone marrow aspirate is the traditional tool for diagnosis, prognosis, and genetic evaluation in multiple myeloma patients. However, this painful procedure presents a relevant drawback for regular disease examination as it requires an invasive practice. Moreover, new data demonstrated that a sole bone marrow aspirate is incapable of expressing the multifaceted multiple myeloma genetic heterogeneity. In this review, we report the emerging usefulness of the assessment of circulating tumour cells, cell-free DNA, extracellular RNA, cell-free proteins, extracellular vesicles, and tumour-educated platelets to evaluate the changing mutational profile of multiple myeloma, as early markers of disease, reliable predictors of prognosis, and as useful tools to perform less invasive monitoring in multiple myeloma.
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Affiliation(s)
- Alessandro Allegra
- Division of Hematology, Department of Human Pathology in Adulthood and Childhood “Gaetano Barresi”, University of Messina, 98125 Messina, Italy
- Correspondence:
| | - Gabriella Cancemi
- Division of Hematology, Department of Human Pathology in Adulthood and Childhood “Gaetano Barresi”, University of Messina, 98125 Messina, Italy
| | - Giuseppe Mirabile
- Division of Hematology, Department of Human Pathology in Adulthood and Childhood “Gaetano Barresi”, University of Messina, 98125 Messina, Italy
| | - Alessandro Tonacci
- Clinical Physiology Institute, National Research Council of Italy (IFC-CNR), 56124 Pisa, Italy
| | - Caterina Musolino
- Division of Hematology, Department of Human Pathology in Adulthood and Childhood “Gaetano Barresi”, University of Messina, 98125 Messina, Italy
| | - Sebastiano Gangemi
- Allergy and Clinical Immunology Unit, Department of Clinical and Experimental Medicine, University of Messina, 98125 Messina, Italy
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14
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Waldschmidt JM, Yee AJ, Vijaykumar T, Pinto Rengifo RA, Frede J, Anand P, Bianchi G, Guo G, Potdar S, Seifer C, Nair MS, Kokkalis A, Kloeber JA, Shapiro S, Budano L, Mann M, Friedman R, Lipe B, Campagnaro E, O’Donnell EK, Zhang CZ, Laubach JP, Munshi NC, Richardson PG, Anderson KC, Raje NS, Knoechel B, Lohr JG. Cell-free DNA for the detection of emerging treatment failure in relapsed/ refractory multiple myeloma. Leukemia 2022; 36:1078-1087. [PMID: 35027656 PMCID: PMC8983453 DOI: 10.1038/s41375-021-01492-y] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 11/24/2021] [Accepted: 12/02/2021] [Indexed: 12/12/2022]
Abstract
Interrogation of cell-free DNA (cfDNA) represents an emerging approach to non-invasively estimate disease burden in multiple myeloma (MM). Here, we examined low-pass whole genome sequencing (LPWGS) of cfDNA for its predictive value in relapsed/ refractory MM (RRMM). We observed that cfDNA positivity, defined as ≥10% tumor fraction by LPWGS, was associated with significantly shorter progression-free survival (PFS) in an exploratory test cohort of 16 patients who were actively treated on diverse regimens. We prospectively determined the predictive value of cfDNA in 86 samples from 45 RRMM patients treated with elotuzumab, pomalidomide, bortezomib, and dexamethasone in a phase II clinical trial (NCT02718833). PFS in patients with tumor-positive and -negative cfDNA after two cycles of treatment was 1.6 and 17.6 months, respectively (HR 7.6, P < 0.0001). Multivariate hazard modelling confirmed cfDNA as independent risk factor (HR 96.6, P = 6.92e-05). While correlating with serum-free light chains and bone marrow, cfDNA additionally discriminated patients with poor PFS among those with the same response by IMWG criteria. In summary, detectability of MM-derived cfDNA, as a measure of substantial tumor burden with therapy, independently predicts poor PFS and may provide refinement for standard-of-care response parameters to identify patients with poor response to treatment earlier than is currently feasible.
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Affiliation(s)
- Johannes M. Waldschmidt
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA,Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Andrew J. Yee
- Harvard Medical School, Boston, MA, USA,Massachusetts General Hospital, Boston, MA, USA
| | - Tushara Vijaykumar
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Ricardo A. Pinto Rengifo
- Broad Institute of MIT and Harvard, Cambridge, MA, USA,Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA, USA,Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Julia Frede
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA,Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Praveen Anand
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA,Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Giada Bianchi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Guangwu Guo
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Sayalee Potdar
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Charles Seifer
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Monica S. Nair
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Antonis Kokkalis
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA,Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jake A. Kloeber
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | | | - Mason Mann
- Massachusetts General Hospital, Boston, MA, USA
| | | | - Brea Lipe
- University of Rochester, Rochester, NY, USA
| | | | - Elizabeth K. O’Donnell
- Harvard Medical School, Boston, MA, USA,Massachusetts General Hospital, Boston, MA, USA
| | - Cheng-Zhong Zhang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA,Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA, USA,Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Jacob P. Laubach
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Nikhil C. Munshi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Paul G. Richardson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Kenneth C. Anderson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA
| | - Noopur S. Raje
- Harvard Medical School, Boston, MA, USA,Massachusetts General Hospital, Boston, MA, USA
| | - Birgit Knoechel
- Harvard Medical School, Boston, MA, USA,Broad Institute of MIT and Harvard, Cambridge, MA, USA,Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Jens G. Lohr
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA,Harvard Medical School, Boston, MA, USA,Broad Institute of MIT and Harvard, Cambridge, MA, USA
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15
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Garcés JJ, San-Miguel J, Paiva B. Biological Characterization and Clinical Relevance of Circulating Tumor Cells: Opening the Pandora's Box of Multiple Myeloma. Cancers (Basel) 2022; 14:cancers14061430. [PMID: 35326579 PMCID: PMC8946760 DOI: 10.3390/cancers14061430] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 02/28/2022] [Accepted: 03/09/2022] [Indexed: 01/27/2023] Open
Abstract
Simple Summary Bone marrow (BM) aspirates are mandatory for diagnosis and follow-up of patients with multiple myeloma (MM). However, they present two important caveats: Their invasiveness and limited scope to capture the broad tumor heterogeneity. Conversely, circulating tumor cells (CTCs) are detectable in the peripheral blood of patients with precursor and malignant disease states and have strong prognostic value. Moreover, the high genetic and transcriptomic overlap between both plasma cell compartments suggests that CTCs might reflect with notable precision the medullar clone. Furthermore, the study of CTCs could be used as a model to identify mechanisms favoring BM egression and disease spreading. Here, we summarize the state of the art on MM CTCs and provide insights on what they may offer in research and clinical scenarios. Abstract Bone marrow (BM) aspirates are the gold standard for patient prognostication and genetic characterization in multiple myeloma (MM). However, they represent an important limitation for periodic disease monitoring because they entail an aggressive procedure. Moreover, recent findings show that a single BM aspirate is unable to reflect the complex MM heterogeneity. Recent advances in flow cytometry, microfluidics, and “omics” technologies have opened Pandora’s box of MM: The detection and isolation of circulating tumor cells (CTCs) offer a promising and minimally invasive alternative for tumor assessment and metastasis study. CTCs are detectable in premalignant and active MM states, and their enumeration has strong prognostic value, to the extent that it is challenging current stratification systems. In addition, CTCs reflect with high precision both intra- and extra-medullary disease at the phenotypic, genomic, and transcriptomic levels. Despite this high resemblance between tumor clones in distinct locations, some subtle (not random) differences might shed some light on the metastatic process. Thus, it has been suggested that a hypoxic and pro-inflammatory microenvironment could induce an arrest in proliferation forcing tumor cells to recirculate. Herein, we summarize data on the characterization of MM CTCs as well as their clinical and research potential.
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16
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Colmenares R, Álvarez N, Barrio S, Martínez-López J, Ayala R. The Minimal Residual Disease Using Liquid Biopsies in Hematological Malignancies. Cancers (Basel) 2022; 14:1310. [PMID: 35267616 PMCID: PMC8909350 DOI: 10.3390/cancers14051310] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 02/23/2022] [Accepted: 02/27/2022] [Indexed: 12/02/2022] Open
Abstract
The study of cell-free DNA (cfDNA) and other peripheral blood components (known as "liquid biopsies") is promising, and has been investigated especially in solid tumors. Nevertheless, it is increasingly showing a greater utility in the diagnosis, prognosis, and response to treatment of hematological malignancies; in the future, it could prevent invasive techniques, such as bone marrow (BM) biopsies. Most of the studies about this topic have focused on B-cell lymphoid malignancies; some of them have shown that cfDNA can be used as a novel way for the diagnosis and minimal residual monitoring of B-cell lymphomas, using techniques such as next-generation sequencing (NGS). In myelodysplastic syndromes, multiple myeloma, or chronic lymphocytic leukemia, liquid biopsies may allow for an interesting genomic representation of the tumor clones affecting different lesions (spatial heterogeneity). In acute leukemias, it can be helpful in the monitoring of the early treatment response and the prediction of treatment failure. In chronic lymphocytic leukemia, the evaluation of cfDNA permits the definition of clonal evolution and drug resistance in real time. However, there are limitations, such as the difficulty in obtaining sufficient circulating tumor DNA for achieving a high sensitivity to assess the minimal residual disease, or the lack of standardization of the method, and clinical studies, to confirm its prognostic impact. This review focuses on the clinical applications of cfDNA on the minimal residual disease in hematological malignancies.
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Affiliation(s)
- Rafael Colmenares
- Hematology Department, Hospital Universitario 12 de Octubre, Instituto de Investigación Sanitaria Imas12, 28041 Madrid, Spain; (R.C.); (N.Á.); (S.B.); (J.M.-L.)
| | - Noemí Álvarez
- Hematology Department, Hospital Universitario 12 de Octubre, Instituto de Investigación Sanitaria Imas12, 28041 Madrid, Spain; (R.C.); (N.Á.); (S.B.); (J.M.-L.)
- Hematological Malignancies Clinical Research Unit, CNIO, 28029 Madrid, Spain
| | - Santiago Barrio
- Hematology Department, Hospital Universitario 12 de Octubre, Instituto de Investigación Sanitaria Imas12, 28041 Madrid, Spain; (R.C.); (N.Á.); (S.B.); (J.M.-L.)
- Hematological Malignancies Clinical Research Unit, CNIO, 28029 Madrid, Spain
| | - Joaquín Martínez-López
- Hematology Department, Hospital Universitario 12 de Octubre, Instituto de Investigación Sanitaria Imas12, 28041 Madrid, Spain; (R.C.); (N.Á.); (S.B.); (J.M.-L.)
- Hematological Malignancies Clinical Research Unit, CNIO, 28029 Madrid, Spain
- Department of Medicine, Complutense University of Madrid, 28040 Madrid, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto Carlos III, 28029 Madrid, Spain
| | - Rosa Ayala
- Hematology Department, Hospital Universitario 12 de Octubre, Instituto de Investigación Sanitaria Imas12, 28041 Madrid, Spain; (R.C.); (N.Á.); (S.B.); (J.M.-L.)
- Hematological Malignancies Clinical Research Unit, CNIO, 28029 Madrid, Spain
- Department of Medicine, Complutense University of Madrid, 28040 Madrid, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto Carlos III, 28029 Madrid, Spain
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17
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Ye X, Li W, Zhang L, Yu J. Clinical Significance of Circulating Cell-Free DNA Detection in Multiple Myeloma: A Meta-Analysis. Front Oncol 2022; 12:852573. [PMID: 35252019 PMCID: PMC8894433 DOI: 10.3389/fonc.2022.852573] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 01/31/2022] [Indexed: 11/13/2022] Open
Abstract
Circulating cell-free DNA (cfDNA) detection, a non-invasive method, appears promising for genetic analyses as well as quantitative assessment of tumor burden in patients with cancer. Although the analysis of cfDNA for clinical prognosis and monitoring disease burden in multiple myeloma (MM) has been recently studied, the results are unclear. In this meta-analysis, we explored the clinical significance of circulating cfDNA detection in patients with MM. We searched PubMed, Embase, and the Cochrane Library for eligible studies published up until July 25, 2021. Diagnostic accuracy variables were calculated and analyzed using Meta-Disc, and prognostic data were analyzed using Review Manager. Overall, seven studies comprising 235 myeloma patients met our inclusion criteria. The overall sensitivity and specificity of cfDNA to detect minimal residual disease (MRD) were 0.58 and 0.91, respectively. Moreover, higher levels of cfDNA were associated with worse progression-free survival as well as with poor overall survival. Our meta-analysis revealed that ctDNA detection has an obvious advantage in terms of MRD detection specificity, but it showed no superiority over bone marrow assessment in terms of MRD detection sensitivity, and higher levels of cfDNA were indicative of worse prognosis in patients with MM. cfDNA detection is a non-invasive method and thus shows promise as a good alternative to BM biopsies for monitoring clonal evolution and tumor burden so as to guide the treatment of patients with MM.
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Affiliation(s)
- Xueshi Ye
- Department of Hematology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, China
- *Correspondence: Xueshi Ye,
| | - Wanli Li
- Department of Orthopedics, the Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Lifei Zhang
- Department of Hematology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Junyao Yu
- Department of Hematology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, China
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18
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Hansen MH, Cédile O, Larsen TS, Abildgaard N, Nyvold CG. Perspective: sensitive detection of residual lymphoproliferative disease by NGS and clonal rearrangements-how low can you go? Exp Hematol 2021; 98:14-24. [PMID: 33823225 DOI: 10.1016/j.exphem.2021.03.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 03/22/2021] [Accepted: 03/30/2021] [Indexed: 01/12/2023]
Abstract
Malignant lymphoproliferative disorders collectively constitute a large fraction of the hematological cancers, ranging from indolent to highly aggressive neoplasms. Being a diagnostically important hallmark, clonal gene rearrangements of the immunoglobulins enable the detection of residual disease in the clinical course of patients down to a minute fraction of malignant cells. The introduction of next-generation sequencing (NGS) has provided unprecedented assay specificity, with a sensitivity matching that of polymerase chain reaction-based measurable residual disease (MRD) detection down to the 10-6 level. Although reaching 10-6 to 10-7 is theoretically feasible, employing a sufficient amount of DNA and sequencing coverage is placed in the perspective of the practical challenges when relying on clinical samples in contrast to controlled serial dilutions. As we discuss, the randomness of subsampling must be taken into account to accommodate the sensitivity threshold-in terms of both the required number of cells and sequencing coverage. As a substantial part of the reviewed studies do not state the depth of coverage or even amount of DNA in some cases, we call for increased transparency to enable critical assessment of the MRD assays for clinical implementation and feasibility.
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Affiliation(s)
- Marcus H Hansen
- Hematology-Pathology Research Laboratory, Research Unit for Hematology and Research Unit for Pathology, University of Southern Denmark and Odense University Hospital, Odense, Denmark; Department of Hematology, Odense University Hospital, Odense, Denmark.
| | - Oriane Cédile
- Hematology-Pathology Research Laboratory, Research Unit for Hematology and Research Unit for Pathology, University of Southern Denmark and Odense University Hospital, Odense, Denmark; Department of Hematology, Odense University Hospital, Odense, Denmark
| | - Thomas S Larsen
- Department of Hematology, Odense University Hospital, Odense, Denmark
| | - Niels Abildgaard
- Hematology-Pathology Research Laboratory, Research Unit for Hematology and Research Unit for Pathology, University of Southern Denmark and Odense University Hospital, Odense, Denmark; Department of Hematology, Odense University Hospital, Odense, Denmark
| | - Charlotte G Nyvold
- Hematology-Pathology Research Laboratory, Research Unit for Hematology and Research Unit for Pathology, University of Southern Denmark and Odense University Hospital, Odense, Denmark; Department of Hematology, Odense University Hospital, Odense, Denmark
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19
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A longitudinal analysis of chromosomal abnormalities in disease progression from MGUS/SMM to newly diagnosed and relapsed multiple myeloma. Ann Hematol 2021; 100:437-443. [PMID: 33392702 DOI: 10.1007/s00277-020-04384-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 12/16/2020] [Indexed: 12/30/2022]
Abstract
We analyzed variations in terms of chromosomal abnormalities (CA) by fluorescence in situ hybridization (FISH) analysis on purified bone marrow plasma cells throughout the progression from monoclonal gammopathy of undetermined significance/smoldering multiple myeloma (MGUS/SMM) to newly diagnosed MM/plasma cell leukemia (NDMM/PCL) at diagnosis and from diagnostic samples to progressive disease. High risk was defined by the presence of at least del(17p), t(4;14), and/or t(14;16). 1p/1q detection (in the standard FISH panel from 2012 onward) was not available for all patients. We analyzed 139 MM/PCL diagnostic samples from 144 patients, with a median follow-up of 71 months: high-risk CA at diagnosis (MGUS/SMM or NDMM) was present in 28% of samples, whereas 37-39% showed high-risk CA at relapse. In 115 patients with NDMM who evolved to relapsed/refractory MM, we identified 3 different populations: (1) 31/115 patients (27%) with gain of new CA (del13, del17p, t(4;14), t(14;16) or 1q CA when available); (2) 10/115 (9%) patients with loss of a previously identified CA; and (3) 74 patients with no changes. The CA gain group showed a median overall survival of 66 months vs. 84 months in the third group (HR 0.56, 95% CI 0.34-0.92, p = 0.023). Clonal evolution occurs as disease progresses after different chemotherapy lines. Patients who acquired high-risk CA had the poorest prognosis. Our findings highlight the importance of performing FISH analysis both at diagnosis and at relapse.
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20
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Bolli N, Martinelli G, Cerchione C. The molecular pathogenesis of multiple myeloma. Hematol Rep 2020; 12:9054. [PMID: 33408844 PMCID: PMC7772755 DOI: 10.4081/hr.2020.9054] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 12/15/2020] [Indexed: 11/29/2022] Open
Abstract
Multiple Myeloma (MM) is characterized by uncontrolled proliferation and accumulation of clonal plasma cells within the bone marrow. However, the cell of origin is a B-lymphocyte acquiring aberrant genomic events in the germinal center of a lymph node as off-target events during somatichypermutation and class-switch recombination driven by activation-induced-deaminase. Whether pre-germinal center events are also required for transformation, and which additional events are required for disease progression is still matter of debate. As early treatment in asymptomatic phases is gaining traction in the clinic, a better understanding of the molecular pathogenesis of myeloma progression would allow stratification of patients based on their risk of progression, thus rationalizing efficacy and cost of clinical interventions. In this review, we will discuss the development of MM, from the cell of origin through asymptomatic stages such as monoclonal gammopathy of undetermined significance and smoldering MM, to the development of symptomatic disease. We will explain the genetic heterogeneity of MM, one of the major drivers of disease recurrence. In this context, moreover, we will propose how this knowledge may influence future diagnostic and therapeutic interventions.
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Affiliation(s)
- Niccolò Bolli
- Department of Oncology and Hemato- Oncology, University of Milan, Italy
- Hematology Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Giovanni Martinelli
- Hematology Unit, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
| | - Claudio Cerchione
- Hematology Unit, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
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21
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Da Vià MC, Ziccheddu B, Maeda A, Bagnoli F, Perrone G, Bolli N. A Journey Through Myeloma Evolution: From the Normal Plasma Cell to Disease Complexity. Hemasphere 2020; 4:e502. [PMID: 33283171 PMCID: PMC7710229 DOI: 10.1097/hs9.0000000000000502] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 10/19/2020] [Indexed: 02/06/2023] Open
Abstract
The knowledge of cancer origin and the subsequent tracking of disease evolution represent unmet needs that will soon be within clinical reach. This will provide the opportunity to improve patient's stratification and to personalize treatments based on cancer biology along its life history. In this review, we focus on the molecular pathogenesis of multiple myeloma (MM), a hematologic malignancy with a well-known multi-stage disease course, where such approach can sooner translate into a clinical benefit. We describe novel insights into modes and timing of disease initiation. We dissect the biology of the preclinical and pre-malignant phases, elucidating how knowledge of the genomics of the disease and the composition of the microenvironment allow stratification of patients based on risk of disease progression. Then, we explore cell-intrinsic and cell-extrinsic drivers of MM evolution to symptomatic disease. Finally, we discuss how this may relate to the development of refractory disease after treatment. By integrating an evolutionary view of myeloma biology with the recent acquisitions on its clonal heterogeneity, we envision a way to drive the clinical management of the disease based on its detailed biological features more than surrogates of disease burden.
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Affiliation(s)
- Matteo C. Da Vià
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Bachisio Ziccheddu
- Department of Molecular Biotechnologies and Health Sciences, University of Turin, Turin, Italy
| | - Akihiro Maeda
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Filippo Bagnoli
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
- Department of Clinical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Giulia Perrone
- Department of Clinical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Niccolò Bolli
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
- Department of Clinical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
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22
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Ntanasis-Stathopoulos I, Gavriatopoulou M, Terpos E, Fotiou D, Kastritis E, Dimopoulos MA. Monitoring Plasma Cell Dyscrasias With Cell-free DNA Analysis. CLINICAL LYMPHOMA MYELOMA & LEUKEMIA 2020; 20:e905-e909. [PMID: 32723621 DOI: 10.1016/j.clml.2020.06.025] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Revised: 06/24/2020] [Accepted: 06/30/2020] [Indexed: 12/17/2022]
Abstract
The analysis of cell-free tumor DNA (cfDNA) has emerged as a promising method to determine the evolving genomic landscape of the whole tumor compartment, mainly in solid malignancies. Plasma cell dyscrasias are characterized by complex and constantly changing genomic aberrations that are important in terms of prognosis, evaluation of the minimal residual disease, and response monitoring. In multiple myeloma, the detection of clonal immunoglobulin rearrangements and driver gene mutations in the cfDNA has shown high concordance rates with their identification in bone marrow-derived tumor DNA. In Waldenström macroglobulinemia, cfDNA can be a reliable alternative to bone marrow aspiration for determining the mutational status of the MYD88 and CXCR4 genes. Importantly, cfDNA can be representative of the whole bone marrow compartment and of extramedullary sites in contrast to the sampling of a single bone marrow site. However, standardization and validation of the techniques are necessary before integrating cfDNA in the clinical practice. Therefore, we encourage the conduction of clinical trials with novel cfDNA-based designs and the adoption of cfDNA-guided endpoints in order to precisely determine the role of cfDNA in the current management of plasma cell dyscrasias.
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Affiliation(s)
- Ioannis Ntanasis-Stathopoulos
- Department of Clinical Therapeutics, National and Kapodistrian University of Athens, School of Medicine, Alexandra General Hospital, Athens, Greece
| | - Maria Gavriatopoulou
- Department of Clinical Therapeutics, National and Kapodistrian University of Athens, School of Medicine, Alexandra General Hospital, Athens, Greece.
| | - Evangelos Terpos
- Department of Clinical Therapeutics, National and Kapodistrian University of Athens, School of Medicine, Alexandra General Hospital, Athens, Greece
| | - Despoina Fotiou
- Department of Clinical Therapeutics, National and Kapodistrian University of Athens, School of Medicine, Alexandra General Hospital, Athens, Greece
| | - Efstathios Kastritis
- Department of Clinical Therapeutics, National and Kapodistrian University of Athens, School of Medicine, Alexandra General Hospital, Athens, Greece
| | - Meletios A Dimopoulos
- Department of Clinical Therapeutics, National and Kapodistrian University of Athens, School of Medicine, Alexandra General Hospital, Athens, Greece
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23
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Limits and Applications of Genomic Analysis of Circulating Tumor DNA as a Liquid Biopsy in Asymptomatic Forms of Multiple Myeloma. Hemasphere 2020; 4:e402. [PMID: 32903996 PMCID: PMC7448367 DOI: 10.1097/hs9.0000000000000402] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 04/27/2020] [Indexed: 12/20/2022] Open
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24
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Thakral D, Das N, Basnal A, Gupta R. Cell-free DNA for genomic profiling and minimal residual disease monitoring in Myeloma- are we there yet? AMERICAN JOURNAL OF BLOOD RESEARCH 2020; 10:26-45. [PMID: 32685257 PMCID: PMC7364270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 04/26/2020] [Accepted: 06/11/2020] [Indexed: 06/11/2023]
Abstract
OBJECTIVE Multiple myeloma (MM), a plasma cell neoplasm, afflicts elder individuals accounting for 10% of hematologic malignancies. The MM plasma cells largely reside within the bone marrow niche and are accessible through an invasive bone marrow biopsy, which is challenging during serial monitoring of patients. In this setting, cell free DNA (cfDNA) may have a role to ascertain the molecular aberrations at diagnosis and in assessment of residual disease during therapy. The aim of this review was to explore the utility and current status of cfDNA in MM. METHOD PubMed was searched with terms including cell-free DNA, circulating-tumor DNA, Multiple Myeloma, diagnosis, genomic profiling, Minimal Residual Disease individually or in combination to shortlist the relevant studies. RESULT cfDNA serves as a non-invasive source of tumor-specific molecular biomarker, ctDNA that has immense potential in facilitating management of cancer patients. The mutation detection platforms for ctDNA include hybrid capture and ultra-deep sequencing. Hybrid capture allows full length gene sequencing for mutation and CNV detection. The disease progression can be monitored by profiling prognostic somatic copy number alterations by ultra-low pass whole genome sequencing of ctDNA cost-effectively. Evolution of both the laboratory protocols and bioinformatics tools may further improve the sensitivity of ctDNA detection for better disease management. Only a limited number of studies were available in MM exploring the potential utility of cfDNA. CONCLUSION In this review, we discuss the nuances and challenges associated with molecular evaluation of cfDNA and its potential role in diagnosis and monitoring of treatment response in MM.
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Affiliation(s)
- Deepshi Thakral
- Laboratory Oncology Unit, Dr BR Ambedkar Institute Rotary Cancer Hospital, All India Institute of Medical Sciences New Delhi, India
| | - Nupur Das
- Laboratory Oncology Unit, Dr BR Ambedkar Institute Rotary Cancer Hospital, All India Institute of Medical Sciences New Delhi, India
| | - Atul Basnal
- Laboratory Oncology Unit, Dr BR Ambedkar Institute Rotary Cancer Hospital, All India Institute of Medical Sciences New Delhi, India
| | - Ritu Gupta
- Laboratory Oncology Unit, Dr BR Ambedkar Institute Rotary Cancer Hospital, All India Institute of Medical Sciences New Delhi, India
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25
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Manzoni M, Marchica V, Storti P, Ziccheddu B, Sammarelli G, Todaro G, Pelizzoni F, Salerio S, Notarfranchi L, Pompa A, Baldini L, Bolli N, Neri A, Giuliani N, Lionetti M. Application of Next-Generation Sequencing for the Genomic Characterization of Patients with Smoldering Myeloma. Cancers (Basel) 2020; 12:cancers12051332. [PMID: 32456143 PMCID: PMC7281620 DOI: 10.3390/cancers12051332] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 05/12/2020] [Accepted: 05/20/2020] [Indexed: 12/12/2022] Open
Abstract
Genomic analysis could contribute to a better understanding of the biological determinants of the evolution of multiple myeloma (MM) precursor disease and an improved definition of high-risk patients. To assess the feasibility and value of next-generation sequencing approaches in an asymptomatic setting, we performed a targeted gene mutation analysis and a genome-wide assessment of copy number alterations (CNAs) by ultra-low-pass whole genome sequencing (ULP-WGS) in six patients with monoclonal gammopathy of undetermined significance and 25 patients with smoldering MM (SMM). Our comprehensive genomic characterization highlighted heterogeneous but substantial values of the tumor fraction, especially in SMM; a rather high degree of genomic complexity, in terms of both mutations and CNAs, and inter-patient variability; a higher incidence of gene mutations and CNAs in SMM, confirming ongoing evolution; intraclonal heterogeneity; and instances of convergent evolution. ULP-WGS of these patients proved effective in revealing the marked genome-wide level of their CNAs, most of which are not routinely investigated. Finally, the analysis of our small SMM cohort suggested that chr(8p) deletions, the DNA tumor fraction, and the number of alterations may have clinical relevance in the progression to overt MM. Although validation in larger series is mandatory, these findings highlight the promising impact of genomic approaches in the clinical management of SMM.
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Affiliation(s)
- Martina Manzoni
- Department of Oncology and Hemato-oncology, University of Milan, 20122 Milan, Italy; (M.M.); (L.B.); (N.B.); (M.L.)
| | - Valentina Marchica
- Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (V.M.); (P.S.); (L.N.); (N.G.)
| | - Paola Storti
- Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (V.M.); (P.S.); (L.N.); (N.G.)
| | - Bachisio Ziccheddu
- Department of Clinical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy;
| | - Gabriella Sammarelli
- Hematology, “Azienda Ospedaliero-Universitaria di Parma”, 43126 Parma, Italy; (G.S.); (G.T.)
| | - Giannalisa Todaro
- Hematology, “Azienda Ospedaliero-Universitaria di Parma”, 43126 Parma, Italy; (G.S.); (G.T.)
| | - Francesca Pelizzoni
- Hematology Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy; (F.P.); (S.S.); (A.P.)
| | - Simone Salerio
- Hematology Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy; (F.P.); (S.S.); (A.P.)
| | - Laura Notarfranchi
- Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (V.M.); (P.S.); (L.N.); (N.G.)
| | - Alessandra Pompa
- Hematology Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy; (F.P.); (S.S.); (A.P.)
| | - Luca Baldini
- Department of Oncology and Hemato-oncology, University of Milan, 20122 Milan, Italy; (M.M.); (L.B.); (N.B.); (M.L.)
- Hematology Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy; (F.P.); (S.S.); (A.P.)
| | - Niccolò Bolli
- Department of Oncology and Hemato-oncology, University of Milan, 20122 Milan, Italy; (M.M.); (L.B.); (N.B.); (M.L.)
- Department of Clinical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy;
| | - Antonino Neri
- Department of Oncology and Hemato-oncology, University of Milan, 20122 Milan, Italy; (M.M.); (L.B.); (N.B.); (M.L.)
- Hematology Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy; (F.P.); (S.S.); (A.P.)
- Correspondence:
| | - Nicola Giuliani
- Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (V.M.); (P.S.); (L.N.); (N.G.)
- Hematology, “Azienda Ospedaliero-Universitaria di Parma”, 43126 Parma, Italy; (G.S.); (G.T.)
| | - Marta Lionetti
- Department of Oncology and Hemato-oncology, University of Milan, 20122 Milan, Italy; (M.M.); (L.B.); (N.B.); (M.L.)
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26
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Ferreira B, Caetano J, Barahona F, Lopes R, Carneiro E, Costa-Silva B, João C. Liquid biopsies for multiple myeloma in a time of precision medicine. J Mol Med (Berl) 2020; 98:513-525. [PMID: 32246161 PMCID: PMC7198642 DOI: 10.1007/s00109-020-01897-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 03/06/2020] [Accepted: 03/11/2020] [Indexed: 12/17/2022]
Abstract
Multiple myeloma (MM) is a challenging, progressive, and highly heterogeneous hematological malignancy. MM is characterized by multifocal proliferation of neoplastic plasma cells in the bone marrow (BM) and sometimes in extramedullary organs. Despite the availability of novel drugs and the longer median overall survival, some patients survive more than 10 years while others die rapidly. This heterogeneity is mainly driven by biological characteristics of MM cells, including genetic abnormalities. Disease progressions are mainly due to the inability of drugs to overcome refractory disease and inevitable drug-resistant relapse. In clinical practice, a bone marrow biopsy, mostly performed in one site, is still used to access the genetics of MM. However, BM biopsy use is limited by its invasive nature and by often not accurately reflecting the mutational profile of MM. Recent insights into the genetic landscape of MM provide a valuable opportunity to implement precision medicine approaches aiming to enable better patient profiling and selection of targeted therapies. In this review, we explore the use of the emerging field of liquid biopsies in myeloma patients considering current unmet medical needs, such as assessing the dynamic mutational landscape of myeloma, early predictors of treatment response, and a less invasive response monitoring.
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Affiliation(s)
- Bruna Ferreira
- Myeloma and Lymphoma Research Programme, Champalimaud Centre for the Unknown, Lisbon, Portugal
| | - Joana Caetano
- Hemato-Oncology Unit, Myeloma and Lymphoma Research Programme, Champalimaud Centre for the Unknown, Lisbon, Portugal
| | - Filipa Barahona
- Myeloma and Lymphoma Research Programme, Champalimaud Centre for the Unknown, Lisbon, Portugal
| | - Raquel Lopes
- Myeloma and Lymphoma Research Programme, Champalimaud Centre for the Unknown, Lisbon, Portugal
| | - Emilie Carneiro
- Myeloma and Lymphoma Research Programme, Champalimaud Centre for the Unknown, Lisbon, Portugal
| | - Bruno Costa-Silva
- Systems Oncology Group, Champalimaud Centre for the Unknown, Lisbon, Portugal
| | - Cristina João
- Hemato-Oncology Unit, Myeloma and Lymphoma Research Programme, Nova Medical School, Champalimaud Centre for the Unknown, Lisbon, Portugal.
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27
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Bolli N, Genuardi E, Ziccheddu B, Martello M, Oliva S, Terragna C. Next-Generation Sequencing for Clinical Management of Multiple Myeloma: Ready for Prime Time? Front Oncol 2020; 10:189. [PMID: 32181154 PMCID: PMC7057289 DOI: 10.3389/fonc.2020.00189] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Accepted: 02/04/2020] [Indexed: 12/22/2022] Open
Abstract
Personalized treatment is an attractive strategy that promises increased efficacy with reduced side effects in cancer. The feasibility of such an approach has been greatly boosted by next-generation sequencing (NGS) techniques, which can return detailed information on the genome and on the transcriptome of each patient's tumor, thus highlighting biomarkers of response or druggable targets that may differ from case to case. However, while the number of cancers sequenced is growing exponentially, much fewer cases are amenable to a molecularly-guided treatment outside of clinical trials to date. In multiple myeloma, genomic analysis shows a variety of gene mutations, aneuploidies, segmental copy-number changes, translocations that are extremely heterogeneous, and more numerous than other hematological malignancies. Currently, in routine clinical practice we employ reduced FISH panels that only capture three high-risk features as part of the R-ISS. On the contrary, recent advances have suggested that extending genomic analysis to the full spectrum of recurrent mutations and structural abnormalities in multiple myeloma may have biological and clinical implications. Furthermore, increased efficacy of novel treatments can now produce deeper responses, and standard methods do not have enough sensitivity to stratify patients in complete biochemical remission. Consequently, NGS techniques have been developed to monitor the size of the clone to a sensitivity of up to a cell in a million after treatment. However, even these techniques are not within reach of standard laboratories. In this review we will recapitulate recent advances in multiple myeloma genomics, with special focus on the ones that may have immediate translational impact. We will analyze the benefits and pitfalls of NGS-based diagnostics, highlighting crucial aspects that will need to be taken into account before this can be implemented in most laboratories. We will make the point that a new era in myeloma diagnostics and minimal residual disease monitoring is close and conventional genetic testing will not be able to return the required information. This will mandate that even in routine practice NGS should soon be adopted owing to a higher informative potential with increasing clinical benefits.
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Affiliation(s)
- Niccolo Bolli
- Department of Clinical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.,Department of Oncology and Onco-Hematology, University of Milan, Milan, Italy
| | - Elisa Genuardi
- Department of Molecular Biotechnologies and Health Sciences, University of Turin, Turin, Italy
| | - Bachisio Ziccheddu
- Department of Clinical Oncology and Hematology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.,Department of Molecular Biotechnologies and Health Sciences, University of Turin, Turin, Italy
| | - Marina Martello
- Seràgnoli Institute of Hematology, Bologna University School of Medicine, Bologna, Italy
| | - Stefania Oliva
- Department of Molecular Biotechnologies and Health Sciences, University of Turin, Turin, Italy
| | - Carolina Terragna
- Seràgnoli Institute of Hematology, Azienda Ospedaliero-Universitaria Sant'Orsola-Malpighi, Bologna, Italy
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28
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Hultcrantz M, Yellapantula V, Rustad EH. Genomic profiling of multiple myeloma: New insights and modern technologies. Best Pract Res Clin Haematol 2020; 33:101153. [PMID: 32139018 DOI: 10.1016/j.beha.2020.101153] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 01/23/2020] [Indexed: 02/06/2023]
Abstract
Advances in technologies for genomic profiling, primarily with next generation sequencing, have lead to a better understanding of the complex genomic landscape in multiple myeloma. Integrated analysis of whole genome, exome and transcriptome sequencing has lead to new insights on disease drivers including translocations, copy number alterations, somatic mutations, and altered gene expression. Disease progression in multiple myeloma is largely driven by structural variations including the traditional immunoglobulin heavy chain (IGH) translocations and hyperdiploidy which are early events in myelomagenesis as well as more complex events spanning over multiple chromosomes and involving amplifications and deletions. In this review, we will discuss recent insights on the genomic landscape of multiple myeloma and their implications for disease progression and personalized treatment. We will review how sequencing assays compare to current clinical methods and give an overview of modern technologies for interrogating genomic aberrations.
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Affiliation(s)
- Malin Hultcrantz
- Myeloma Service, Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
| | - Venkata Yellapantula
- Myeloma Service, Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Even H Rustad
- Myeloma Service, Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
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29
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Waldschmidt JM, Vijaykumar T, Knoechel B, Lohr JG. Tracking myeloma tumor DNA in peripheral blood. Best Pract Res Clin Haematol 2020; 33:101146. [PMID: 32139012 DOI: 10.1016/j.beha.2020.101146] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Accepted: 01/09/2020] [Indexed: 01/03/2023]
Abstract
Over the past years, the emergence of liquid biopsy technologies has dramatically expanded our ability to assess multiple myeloma without the need for invasive sampling. Interrogation of cell-free DNA from the peripheral blood recapitulates the mutational landscape at excellent concordance with matching bone marrow aspirates. It can quantify disease burden and identify previously undetected resistance mechanisms which may inform clinical management in real-time. The convenience of sample acquisition and storage provides strong procedural benefits over currently available testing. Further investigations will have to define the role of cell-free DNA as a diagnostic measure by determining clinically relevant tumor thresholds in comparison to existing routine parameters. This review presents an overview of currently available assays and discusses the clinical value, potential and limitations of cell-free DNA technologies for the assessment of this challenging disease.
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Affiliation(s)
- Johannes M Waldschmidt
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA; Harvard Medical School, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Tushara Vijaykumar
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Birgit Knoechel
- Harvard Medical School, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Jens G Lohr
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA; Harvard Medical School, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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30
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The combination of WGS and RNA-Seq is superior to conventional diagnostic tests in multiple myeloma: Ready for prime time? Cancer Genet 2020; 242:15-24. [PMID: 31980417 DOI: 10.1016/j.cancergen.2020.01.001] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Revised: 01/09/2020] [Accepted: 01/09/2020] [Indexed: 12/13/2022]
Abstract
The diagnosis and risk stratification of multiple myeloma (MM) is based on clinical and cytogenetic tests. Magnetic CD138 enrichment followed by interphase FISH (fluorescence in situ hybridisation) is the gold standard to identify prognostic translocations and copy number alterations (CNA). Although clinical implications of gene expression profiling (GEP) or panel based sequencing results are evident, those tests have not yet reached routine clinical application. We set up a single workflow to analyse MM of 211 patients at first diagnosis by whole genome sequencing (WGS) and RNA-Seq and validate the results by FISH analysis. We observed a 96% concordance of FISH and WGS results when assessing translocations involving the IGH locus and an overall concordance of FISH and WGS of 92% when assessing CNA. WGS analysis resulted in the identification of 17 additional MYC-translocations that were missed by FISH analysis. RNA-Seq followed by supervised clustering grouped patients in their expected genetically defined subgroup and prompted the assessment of WGS data in cases that were not congruent with FISH. This allowed the identification of additional IGH-translocations and hyperdiploid cases. We show the reliability of WGS an RNA-Seq in a clinical setting, which is a prerequisite for a novel routine diagnostic test.
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31
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Vrabel D, Sedlarikova L, Besse L, Rihova L, Bezdekova R, Almasi M, Kubaczkova V, Brožová L, Jarkovsky J, Plonkova H, Jelinek T, Sandecka V, Stork M, Pour L, Sevcikova S, Hajek R. Dynamics of tumor-specific cfDNA in response to therapy in multiple myeloma patients. Eur J Haematol 2019; 104:190-197. [PMID: 31763708 PMCID: PMC7065130 DOI: 10.1111/ejh.13358] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2019] [Revised: 11/12/2019] [Accepted: 11/13/2019] [Indexed: 12/14/2022]
Abstract
Objectives Progress in multiple myeloma treatment allows patients to achieve deeper responses, for which the assessment of minimal residual disease (MRD) is critical. Typically, bone marrow samples are used for this purpose; however, this approach is site‐limited. Liquid biopsy represents a minimally invasive and more comprehensive technique that is not site‐limited, but equally challenging. Methods While majority of current data comes from short‐term studies, we present a long‐term study on blood‐based MRD monitoring using tumor‐specific cell‐free DNA detection by ASO‐qPCR. One hundred and twelve patients were enrolled into the study, but long‐term sampling and analysis were feasible only in 45 patients. Results We found a significant correlation of quantity of tumor‐specific cell‐free DNA levels with clinically meaningful events [induction therapy (P = .004); ASCT (P = .012)]. Moreover, length of cfDNA fragments is associated with better treatment response of patients. Conclusions These results support the concept of tumor‐specific cell‐free DNA as a prognostic marker.
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Affiliation(s)
- David Vrabel
- Babak Myeloma Group, Department of Pathophysiology, Faculty of Medicine, Masaryk University, Brno, Czech Republic.,Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czech Republic
| | - Lenka Sedlarikova
- Department of Immunology, Faculty of Medicine and Dentistry, Palacky University and University Hospital, Olomouc, Czech Republic
| | - Lenka Besse
- Laboratory of Experimental Oncology, Department of Oncology and Hematology, Cantonal Hospital St. Gallen, St. Gallen, Switzerland
| | - Lucie Rihova
- Department of Clinical Hematology, University Hospital Brno, Brno, Czech Republic
| | - Renata Bezdekova
- Department of Clinical Hematology, University Hospital Brno, Brno, Czech Republic
| | - Martina Almasi
- Department of Clinical Hematology, University Hospital Brno, Brno, Czech Republic
| | - Veronika Kubaczkova
- Babak Myeloma Group, Department of Pathophysiology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Lucie Brožová
- Institute of Biostatistics and Analyses, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Jiri Jarkovsky
- Institute of Biostatistics and Analyses, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Hana Plonkova
- Department of Hematooncology, University Hospital Ostrava and Faculty of Medicine, University of Ostrava, Ostrava, Czech Republic
| | - Tomas Jelinek
- Department of Hematooncology, University Hospital Ostrava and Faculty of Medicine, University of Ostrava, Ostrava, Czech Republic
| | - Viera Sandecka
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno, Brno, Czech Republic
| | - Martin Stork
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno, Brno, Czech Republic
| | - Ludek Pour
- Department of Internal Medicine, Hematology and Oncology, University Hospital Brno, Brno, Czech Republic
| | - Sabina Sevcikova
- Babak Myeloma Group, Department of Pathophysiology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Roman Hajek
- Department of Hematooncology, University Hospital Ostrava and Faculty of Medicine, University of Ostrava, Ostrava, Czech Republic
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32
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Soekojo CY, de Mel S, Ooi M, Yan B, Chng WJ. Potential Clinical Application of Genomics in Multiple Myeloma. Int J Mol Sci 2018; 19:ijms19061721. [PMID: 29890777 PMCID: PMC6032230 DOI: 10.3390/ijms19061721] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Revised: 06/02/2018] [Accepted: 06/07/2018] [Indexed: 12/19/2022] Open
Abstract
Multiple myeloma is a heterogeneous disease with different characteristics, and genetic aberrations play important roles in this heterogeneity. Studies have shown that these genetic aberrations are crucial in prognostication and response assessment; recent efforts have focused on their possible therapeutic implications. Despite many emerging studies being published, the best way to incorporate these results into clinical practice remains unclear. In this review paper we describe the different genomic techniques available, including the latest advancements, and discuss the potential clinical application of genomics in multiple myeloma.
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Affiliation(s)
- Cinnie Yentia Soekojo
- Department of Hematology-Oncology, National University Cancer Institute, Singapore, National University Health System, 1E Kent Ridge Road, Singapore 119228, Singapore.
| | - Sanjay de Mel
- Department of Hematology-Oncology, National University Cancer Institute, Singapore, National University Health System, 1E Kent Ridge Road, Singapore 119228, Singapore.
| | - Melissa Ooi
- Department of Hematology-Oncology, National University Cancer Institute, Singapore, National University Health System, 1E Kent Ridge Road, Singapore 119228, Singapore.
| | - Benedict Yan
- Department of Laboratory Medicine, National University Hospital, National University Health System, 5 Lower Kent Ridge Road, Singapore 119074, Singapore.
| | - Wee Joo Chng
- Department of Hematology-Oncology, National University Cancer Institute, Singapore, National University Health System, 1E Kent Ridge Road, Singapore 119228, Singapore.
- Cancer Science Institute of Singapore, National University of Singapore,14 Medical Drive, Singapore 117599, Singapore.
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33
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Ibata S, Kobune M, Kikuchi S, Yoshida M, Miura S, Horiguchi H, Murase K, Iyama S, Takada K, Miyanishi K, Kato J. High expression of nucleoporin 133 mRNA in bone marrow CD138+ cells is a poor prognostic factor in multiple myeloma. Oncotarget 2018; 9:25127-25135. [PMID: 29861858 PMCID: PMC5982762 DOI: 10.18632/oncotarget.25350] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2018] [Accepted: 04/24/2018] [Indexed: 12/13/2022] Open
Abstract
Recent advances in plasma cell biology and molecularly-targeted therapy enable us to employ various types of drugs including immunomodulatory drugs, proteasome inhibitors, and immunotherapy. However, the optimal therapeutic strategies to introduce these drugs for heterogeneous patients with multiple myeloma (MM) have not yet been clarified. In the present study, we attempted to identify a new factor indicating poor prognosis in CD138+ myeloma cells using accumulated Gene Expression Omnibus (GEO) datasets from studies of MM and to assess the relationship between gene expression and survival using MAQC-II Project Myeloma (GSE24080). Five GEO datasets (GSE5900, GSE58133, GSE68871, GSE57317 and GSE16791) which were analyzed by the same microarray platform (GLP570) were combined into one MM database including various types of MM. However, we found that gene expression levels were quite heterogeneous. Hence, we focused on the differentially-expressed genes (DEGs) between newly-diagnosed MM and relapsed/refractory MM and found that the expression levels of more than 20 genes changed two-fold or more. Additionally, pathway analysis indicated that six pathways including Hippo signaling were significantly enriched. Then, we applied all DEGs and genes associated with core enrichment for GSE24080 to evaluate their involvement in disease prognosis. We found that nucleoporin 133 (NUP133) is an independent poor prognostic factor by Cox proportional hazard analysis. These results suggested that high expression of NUP133 could be useful when choosing the appropriate MM therapy and may be a new target of MM therapy.
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Affiliation(s)
- Soushi Ibata
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan.,Department of Medical Oncology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Masayoshi Kobune
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Shohei Kikuchi
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Masahiro Yoshida
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Shogo Miura
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Hiroto Horiguchi
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Kazuyuki Murase
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan.,Department of Medical Oncology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Satoshi Iyama
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Kohichi Takada
- Department of Hematology, Sapporo Medical University School of Medicine, Sapporo, Japan.,Department of Medical Oncology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Koji Miyanishi
- Department of Medical Oncology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Junji Kato
- Department of Medical Oncology, Sapporo Medical University School of Medicine, Sapporo, Japan
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Pugh TJ. Circulating Tumour DNA for Detecting Minimal Residual Disease in Multiple Myeloma. Semin Hematol 2018; 55:38-40. [PMID: 29759151 DOI: 10.1053/j.seminhematol.2018.03.002] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 03/05/2018] [Indexed: 12/23/2022]
Abstract
Circulating tumor DNA faithfully recapitulates somatic mutations detected in bone marrow aspirates from patients with newly diagnosed or relapsed or recurrent myeloma. Extending these methods to enable detection of minimal residual disease will require increased sensitivity and breadth of genomic assays to maximize information content from small quantities of cell-free DNA; as well as definition of a clinically meaningful ctDNA concentration in comparison with conventional bone marrow cell-count thresholds. This review describes the use of cell-free DNA sequencing in myeloma to date, identifies challenges associated with pushing limit of detection of these assays into the realm of detecting minimal residual disease, and describes potential strategies to overcome these challenges.
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Affiliation(s)
- Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada.
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