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Liu Y, Huang W, Yang Y, Cai W, Sun Z. Recent advances in imaging and artificial intelligence (AI) for quantitative assessment of multiple myeloma. AMERICAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 2024; 14:208-229. [PMID: 39309415 PMCID: PMC11411189 DOI: 10.62347/nllv9295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 07/18/2024] [Indexed: 09/25/2024]
Abstract
Multiple myeloma (MM) is a malignant blood disease, but there have been significant improvements in the prognosis due to advancements in quantitative assessment and targeted therapy in recent years. The quantitative assessment of MM bone marrow infiltration and prognosis prediction is influenced by imaging and artificial intelligence (AI) quantitative parameters. At present, the primary imaging methods include computed tomography (CT), magnetic resonance imaging (MRI), and positron emission tomography (PET). These methods are now crucial for diagnosing MM and evaluating myeloma cell infiltration, extramedullary disease, treatment effectiveness, and prognosis. Furthermore, the utilization of AI, specifically incorporating machine learning and radiomics, shows great potential in the field of diagnosing MM and distinguishing between MM and lytic metastases. This review discusses the advancements in imaging methods, including CT, MRI, and PET/CT, as well as AI for quantitatively assessing MM. We have summarized the key concepts, advantages, limitations, and diagnostic performance of each technology. Finally, we discussed the challenges related to clinical implementation and presented our views on advancing this field, with the aim of providing guidance for future research.
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Affiliation(s)
- Yongshun Liu
- Department of Nuclear Medicine, Peking University First HospitalBeijing 100034, China
| | - Wenpeng Huang
- Department of Nuclear Medicine, Peking University First HospitalBeijing 100034, China
| | - Yihan Yang
- Department of Nuclear Medicine, Peking University First HospitalBeijing 100034, China
| | - Weibo Cai
- Department of Radiology and Medical Physics, University of Wisconsin-MadisonMadison, WI 53705, USA
| | - Zhaonan Sun
- Department of Medical Imaging, Peking University First HospitalBeijing 100034, China
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Andresen JR, Widhalm H, Andresen R. Transoral balloon kyphoplasty in a myeloma patient with painful osseous destruction of the corpus vertebrae axis. J Surg Case Rep 2024; 2024:rjae009. [PMID: 38304318 PMCID: PMC10832603 DOI: 10.1093/jscr/rjae009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 01/05/2024] [Indexed: 02/03/2024] Open
Abstract
Multiple myeloma is the most common primary malignant disease of the spine, which can lead to pathological fractures with consecutive instability and immobilizing pain, due to osseous destruction of individual vertebral bodies. The different surgical care is challenging, although good stabilization should be achieved if possible. The resulting blocking of micro-movements leads to pain minimization. However, this is a symptomatic therapy and does not address the primary disease. In the following, we report on successful transoral balloon kyphoplasty for the treatment of myeloma-related osteolysis with a pathological fracture of vertebral body C2, which led to a significant clinical improvement.
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Affiliation(s)
- Julian Ramin Andresen
- Department of Orthopedics and Trauma Surgery, Medical University of Vienna, Vienna AT-1090, Austria
| | - Harald Widhalm
- Department of Orthopedics and Trauma Surgery, Medical University of Vienna, Vienna AT-1090, Austria
| | - Reimer Andresen
- Institute of Diagnostic and Interventional Radiology/Neuroradiology, Westkuestenklinikum Heide, Academic Teaching Hospital of the Universities of Kiel, Luebeck and Hamburg, Heide DE-25746, Germany
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Xu L, Wu S. New diagnostic strategy for multiple myeloma: A review. Medicine (Baltimore) 2023; 102:e36660. [PMID: 38206744 PMCID: PMC10754592 DOI: 10.1097/md.0000000000036660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Accepted: 11/22/2023] [Indexed: 01/13/2024] Open
Abstract
Multiple myeloma (MM) is the second most prevalent hematological malignancy and is distinguished by the aberrant proliferation of monoclonal plasma cells inside the bone marrow and production of M-protein. This condition frequently results in bone deterioration, acute kidney damage, anemia, and hypercalcemia. However, the clinical manifestations and accompanying symptoms of MM vary and may change as the condition evolves. Therefore, diagnosis of MM is difficult. At present, the confirmation of MM diagnosis necessitates the use of bone marrow biopsy, a procedure that is both invasive and challenging for assessing dynamic alterations in the disease. The integration of laboratory testing technologies with imaging technology has the potential to enhance the diagnostic effectiveness and provide a thorough evaluation of disease progression and prognosis in patients with MM. All the examination methods have advantages and disadvantages. Therefore, diagnosis is determined by the application of clinical characteristics, serological tests, and imaging investigations.
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Affiliation(s)
- Ligong Xu
- Department of Radiology, The First Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
| | - Shuang Wu
- Department of Nuclear Medicine and PET Center, The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
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Rau A, Neubauer J, Taleb L, Stein T, Schuermann T, Rau S, Faby S, Wenger S, Engelhardt M, Bamberg F, Weiss J. Impact of Photon-Counting Detector Computed Tomography on Image Quality and Radiation Dose in Patients With Multiple Myeloma. Korean J Radiol 2023; 24:1006-1016. [PMID: 37724589 PMCID: PMC10550734 DOI: 10.3348/kjr.2023.0211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 07/19/2023] [Accepted: 08/01/2023] [Indexed: 09/21/2023] Open
Abstract
OBJECTIVE Computed tomography (CT) is an established method for the diagnosis, staging, and treatment of multiple myeloma. Here, we investigated the potential of photon-counting detector computed tomography (PCD-CT) in terms of image quality, diagnostic confidence, and radiation dose compared with energy-integrating detector CT (EID-CT). MATERIALS AND METHODS In this prospective study, patients with known multiple myeloma underwent clinically indicated whole-body PCD-CT. The image quality of PCD-CT was assessed qualitatively by three independent radiologists for overall image quality, edge sharpness, image noise, lesion conspicuity, and diagnostic confidence using a 5-point Likert scale (5 = excellent), and quantitatively for signal homogeneity using the coefficient of variation (CV) of Hounsfield Units (HU) values and modulation transfer function (MTF) via the full width at half maximum (FWHM) in the frequency space. The results were compared with those of the current clinical standard EID-CT protocols as controls. Additionally, the radiation dose (CTDIvol) was determined. RESULTS We enrolled 35 patients with multiple myeloma (mean age 69.8 ± 9.1 years; 18 [51%] males). Qualitative image analysis revealed superior scores (median [interquartile range]) for PCD-CT regarding overall image quality (4.0 [4.0-5.0] vs. 4.0 [3.0-4.0]), edge sharpness (4.0 [4.0-5.0] vs. 4.0 [3.0-4.0]), image noise (4.0 [4.0-4.0] vs. 3.0 [3.0-4.0]), lesion conspicuity (4.0 [4.0-5.0] vs. 4.0 [3.0-4.0]), and diagnostic confidence (4.0 [4.0-5.0] vs. 4.0 [3.0-4.0]) compared with EID-CT (P ≤ 0.004). In quantitative image analyses, PCD-CT compared with EID-CT revealed a substantially lower FWHM (2.89 vs. 25.68 cy/pixel) and a significantly more homogeneous signal (mean CV ± standard deviation [SD], 0.99 ± 0.65 vs. 1.66 ± 0.5; P < 0.001) at a significantly lower radiation dose (mean CTDIvol ± SD, 3.33 ± 0.82 vs. 7.19 ± 3.57 mGy; P < 0.001). CONCLUSION Whole-body PCD-CT provides significantly higher subjective and objective image quality at significantly reduced radiation doses than the current clinical standard EID-CT protocols, along with readily available multi-spectral data, facilitating the potential for further advanced post-processing.
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Affiliation(s)
- Alexander Rau
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.
| | - Jakob Neubauer
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Laetitia Taleb
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Thomas Stein
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Till Schuermann
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Stephan Rau
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | | | - Sina Wenger
- Department of Hematology and Oncology, Interdisciplinary Cancer Center, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Monika Engelhardt
- Department of Hematology and Oncology, Interdisciplinary Cancer Center, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Fabian Bamberg
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Jakob Weiss
- Department of Diagnostic and Interventional Radiology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Newly Diagnosed Multiple Myeloma Patients with Skeletal-Related Events and Abnormal MRI Pattern Have Poor Survival Outcomes: A Prospective Study on 370 Patients. J Clin Med 2022; 11:jcm11113088. [PMID: 35683473 PMCID: PMC9181401 DOI: 10.3390/jcm11113088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 05/14/2022] [Accepted: 05/27/2022] [Indexed: 11/21/2022] Open
Abstract
Contemporary information is sparse on the frequency of skeletal-related events (SREs) in multiple myeloma (MM) patients at a population-based level in the era of novel agents. In this context, we conducted this single-center, prospective, observational study to determine the incidence of SREs among newly diagnosed MMs (NDMM) and to explore the possible correlations with disease characteristics, imaging finding, and patient prognosis. A total of 370 patients with available baseline MRIs were included. Among them, 208 (56%) presented with at least one SRE at diagnosis. Fractures were the most common reported SREs (48%). The incidence of SREs at diagnosis was higher in patients with osteolytic lesions, abnormal MRI pattern, hypercalcemia, and at least 60% bone marrow infiltration by plasma cells. Importantly, the patients with normal MRI pattern, who did not present with SREs at diagnosis, had statistically significant improved median OS in comparison with the patients who had abnormal MRI patterns and/or the presence of SREs at diagnosis (9.3 vs. 6.6 years, p = 0.048). Our data, which represent one of a few systematic reports on the incidence and characteristics of SREs in the era of novel agents, was indicative of a high incidence of SREs at the time of MM diagnosis. Early detection of myeloma bone disease and tailored patient management are essential to optimize patient outcomes.
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Pierro A, Posa A, Astore C, Sciandra M, Tanzilli A, Petrosino A, del Balso MS, Fraticelli V, Cilla S, Iezzi R. Whole-Body Low-Dose Multidetector-Row CT in Multiple Myeloma: Guidance in Performing, Observing, and Interpreting the Imaging Findings. Life (Basel) 2021; 11:life11121320. [PMID: 34947851 PMCID: PMC8707516 DOI: 10.3390/life11121320] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 11/20/2021] [Accepted: 11/26/2021] [Indexed: 01/21/2023] Open
Abstract
Multiple myeloma is a hematological malignancy of plasma cells usually detected due to various bone abnormalities on imaging and rare extraosseous abnormalities. The traditional approach for disease detection was based on plain radiographs, showing typical lytic lesions. Still, this technique has many limitations in terms of diagnosis and assessment of response to treatment. The new approach to assess osteolytic lesions in patients newly diagnosed with multiple myeloma is based on total-body low-dose CT. The purpose of this paper is to suggest a guide for radiologists in performing and evaluating a total-body low-dose CT in patients with multiple myeloma, both newly-diagnosed and in follow-up (pre and post treatment).
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Affiliation(s)
- Antonio Pierro
- Department of Radiology, “A. Cardarelli” Regional Hospital, ASReM, Contrada Tappino, 86100 Campobasso, Italy; (A.P.); (M.S.); (M.S.d.B.)
| | - Alessandro Posa
- Department of Diagnostic Imaging, Oncologic Radiotherapy and Hematology, Fondazione Policlinico Universitario A. Gemelli IRCCS, L.go A. Gemelli 8, 00168 Rome, Italy; (A.T.); (A.P.); (R.I.)
- Correspondence:
| | - Costanzo Astore
- Radiology Unit, Gemelli Molise Hospital, L.go A. Gemelli 1, 86100 Campobasso, Italy;
| | - Mariacarmela Sciandra
- Department of Radiology, “A. Cardarelli” Regional Hospital, ASReM, Contrada Tappino, 86100 Campobasso, Italy; (A.P.); (M.S.); (M.S.d.B.)
| | - Alessandro Tanzilli
- Department of Diagnostic Imaging, Oncologic Radiotherapy and Hematology, Fondazione Policlinico Universitario A. Gemelli IRCCS, L.go A. Gemelli 8, 00168 Rome, Italy; (A.T.); (A.P.); (R.I.)
| | - Antonella Petrosino
- Department of Diagnostic Imaging, Oncologic Radiotherapy and Hematology, Fondazione Policlinico Universitario A. Gemelli IRCCS, L.go A. Gemelli 8, 00168 Rome, Italy; (A.T.); (A.P.); (R.I.)
| | - Maria Saveria del Balso
- Department of Radiology, “A. Cardarelli” Regional Hospital, ASReM, Contrada Tappino, 86100 Campobasso, Italy; (A.P.); (M.S.); (M.S.d.B.)
| | - Vincenzo Fraticelli
- Hematology Unit, Gemelli Molise Hospital, L.go A. Gemelli 1, 86100 Campobasso, Italy;
| | - Savino Cilla
- Medical Phisics Unit, Gemelli Molise Hospital, L.go A. Gemelli 1, 86100 Campobasso, Italy;
| | - Roberto Iezzi
- Department of Diagnostic Imaging, Oncologic Radiotherapy and Hematology, Fondazione Policlinico Universitario A. Gemelli IRCCS, L.go A. Gemelli 8, 00168 Rome, Italy; (A.T.); (A.P.); (R.I.)
- Radiology Unit, Gemelli Molise Hospital, L.go A. Gemelli 1, 86100 Campobasso, Italy;
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Updates and Ongoing Challenges in Imaging of Multiple Myeloma: AJR Expert Panel Narrative Review. AJR Am J Roentgenol 2021; 217:775-785. [PMID: 33978464 DOI: 10.2214/ajr.21.25878] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Advances in the understanding and treatment of multiple myeloma have led to the need for more sensitive and accurate imaging of intramedullary and extramedullary disease. This role of imaging is underscored by recently revised imaging recommendations of the International Myeloma Working Group (IMWG). This narrative review discusses these recommendations from the IMWG for different disease stages, focusing on advanced whole-body modalities, and addresses related challenges and controversies. In the recommendations, whole-body low-dose CT is central in initial patient assessment, replacing the conventional skeletal survey. Although the recommendations favor MRI for diagnosis because of its superior sensitivity and utility in identifying myeloma-defining events, FDG PET/CT is recommended as the modality of choice for assessing treatment response. Consensus opinions are offered regarding the role of imaging in multiple myeloma for characterization of disease distribution, determination of prognosis, and response evaluation.
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Ippolito D, Giandola T, Maino C, Gandola D, Ragusi M, Bonaffini PA, Sironi S. Whole Body Low Dose Computed Tomography (WBLDCT) Can Be Comparable to Whole-Body Magnetic Resonance Imaging (WBMRI) in the Assessment of Multiple Myeloma. Diagnostics (Basel) 2021; 11:diagnostics11050857. [PMID: 34064594 PMCID: PMC8150749 DOI: 10.3390/diagnostics11050857] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 05/07/2021] [Accepted: 05/08/2021] [Indexed: 02/07/2023] Open
Abstract
Aim of the study is to compare the agreement between whole-body low-dose computed tomography (WBLDCT) and magnetic resonance imaging (WBMRI) in the evaluation of bone marrow involvement in patients with multiple myeloma (MM). Patients with biopsy-proven MM, who underwent both WBLDCT and WBMRI were retrospectively enrolled. After identifying the presence of focal bone involvement (focal infiltration pattern), the whole skeleton was divided into five anatomic districts (skull, spine, sternum and ribs, pelvis, and limbs). Patients were grouped according to the number and location of the lytic lesions (<5, 5-20, and >20) and Durie and Salmon staging system. The agreement between CT and MRI regarding focal pattern, staging, lesion number, and distribution was assessed using the Cohen Kappa statistics. The majority of patients showed focal involvement. According to the distribution of the focal lesions and Durie Salmon staging, the agreement between CT and MRI was substantial or almost perfect (all κ > 0.60). The agreement increased proportionally with the number of lesions in the pelvis and spine (κ = 0.373 to κ = 0.564, and κ = 0.469-0.624), while for the skull the agreement proportionally decreased without reaching a statistically significant difference (p > 0.05). In conclusion, WBLDCT showed an almost perfect agreement in the evaluation of focal involvement, staging, lesion number, and distribution of bone involvement in comparison with WBMRI.
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Affiliation(s)
- Davide Ippolito
- Department of Diagnostic Radiology, “San Gerardo” Hospital, via Pergolesi 33, 20900 Monza, MB, Italy; (T.G.); (C.M.); (D.G.); (M.R.)
- School of Medicine, University of Milano-Bicocca, via Cadore 48, 20900 Monza, MB, Italy; (P.A.B.); (S.S.)
- Correspondence:
| | - Teresa Giandola
- Department of Diagnostic Radiology, “San Gerardo” Hospital, via Pergolesi 33, 20900 Monza, MB, Italy; (T.G.); (C.M.); (D.G.); (M.R.)
- School of Medicine, University of Milano-Bicocca, via Cadore 48, 20900 Monza, MB, Italy; (P.A.B.); (S.S.)
| | - Cesare Maino
- Department of Diagnostic Radiology, “San Gerardo” Hospital, via Pergolesi 33, 20900 Monza, MB, Italy; (T.G.); (C.M.); (D.G.); (M.R.)
- School of Medicine, University of Milano-Bicocca, via Cadore 48, 20900 Monza, MB, Italy; (P.A.B.); (S.S.)
| | - Davide Gandola
- Department of Diagnostic Radiology, “San Gerardo” Hospital, via Pergolesi 33, 20900 Monza, MB, Italy; (T.G.); (C.M.); (D.G.); (M.R.)
- School of Medicine, University of Milano-Bicocca, via Cadore 48, 20900 Monza, MB, Italy; (P.A.B.); (S.S.)
| | - Maria Ragusi
- Department of Diagnostic Radiology, “San Gerardo” Hospital, via Pergolesi 33, 20900 Monza, MB, Italy; (T.G.); (C.M.); (D.G.); (M.R.)
- School of Medicine, University of Milano-Bicocca, via Cadore 48, 20900 Monza, MB, Italy; (P.A.B.); (S.S.)
| | - Pietro Andrea Bonaffini
- School of Medicine, University of Milano-Bicocca, via Cadore 48, 20900 Monza, MB, Italy; (P.A.B.); (S.S.)
- Department of Diagnostic Radiology, H Papa Giovanni XXIII, Piazza OMS 1, 24127 Bergamo, BG, Italy
| | - Sandro Sironi
- School of Medicine, University of Milano-Bicocca, via Cadore 48, 20900 Monza, MB, Italy; (P.A.B.); (S.S.)
- Department of Diagnostic Radiology, H Papa Giovanni XXIII, Piazza OMS 1, 24127 Bergamo, BG, Italy
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Giannakoulas N, Ntanasis-Stathopoulos I, Terpos E. The Role of Marrow Microenvironment in the Growth and Development of Malignant Plasma Cells in Multiple Myeloma. Int J Mol Sci 2021; 22:ijms22094462. [PMID: 33923357 PMCID: PMC8123209 DOI: 10.3390/ijms22094462] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Revised: 04/20/2021] [Accepted: 04/22/2021] [Indexed: 12/16/2022] Open
Abstract
The development and effectiveness of novel therapies in multiple myeloma have been established in large clinical trials. However, multiple myeloma remains an incurable malignancy despite significant therapeutic advances. Accumulating data have elucidated our understanding of the genetic background of the malignant plasma cells along with the role of the bone marrow microenvironment. Currently, the interaction among myeloma cells and the components of the microenvironment are considered crucial in multiple myeloma pathogenesis. Adhesion molecules, cytokines and the extracellular matrix play a critical role in the interplay among genetically transformed clonal plasma cells and stromal cells, leading to the proliferation, progression and survival of myeloma cells. In this review, we provide an overview of the multifaceted role of the bone marrow microenvironment in the growth and development of malignant plasma cells in multiple myeloma.
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Affiliation(s)
- Nikolaos Giannakoulas
- Department of Hematology of University Hospital of Larisa, Faculty of Medicine, University of Thessaly, 41110 Larisa, Greece;
| | - Ioannis Ntanasis-Stathopoulos
- Department of Clinical Therapeutics, School of Medicine, National and Kapodistrian University of Athens, 11528 Athens, Greece;
| | - Evangelos Terpos
- Department of Clinical Therapeutics, School of Medicine, National and Kapodistrian University of Athens, 11528 Athens, Greece;
- Correspondence:
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