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Miyamoto‐Nagai Y, Mimura N, Tsukada N, Aotsuka N, Ri M, Katsuoka Y, Wakayama T, Suzuki R, Harazaki Y, Matsumoto M, Kumagai K, Miyake T, Ozaki S, Shono K, Tanaka H, Shimura A, Kuroda Y, Sunami K, Suzuki K, Yamashita T, Shimizu K, Murakami H, Abe M, Nakaseko C, Sakaida E. Outcomes of poor peripheral blood stem cell mobilizers with multiple myeloma at the first mobilization: A multicenter retrospective study in Japan. EJHAEM 2022; 3:838-848. [PMID: 36051061 PMCID: PMC9422024 DOI: 10.1002/jha2.534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/21/2022] [Revised: 07/06/2022] [Accepted: 07/07/2022] [Indexed: 11/26/2022]
Abstract
Autologous stem cell transplantation (ASCT) remains an important therapeutic strategy for multiple myeloma; however, a proportion of patients fail to mobilize a sufficient number of peripheral blood stem cells (PBSCs) to proceed to ASCT. In the present study, we aimed to clarify the characteristics and outcomes of poor mobilizers. Clinical data on poorly mobilized patients who underwent PBSC harvest for almost 10 years were retrospectively collected from 44 institutions in the Japanese Society of Myeloma (JSM). Poor mobilizers were defined as patients with less than 2 × 106/kg of CD34+ cells harvested at the first mobilization. The proportion of poor mobilization was 15.1%. A sufficient dataset including overall survival (OS) was evaluable in 258 poor mobilizers. Overall, 92 out of 258 (35.7%) poor mobilizers did not subsequently undergo ASCT, mainly due to an insufficient number of PBSCs. Median OS from apheresis was longer for poor mobilizers who underwent ASCT than for those who did not (86.0 vs. 61.9 mon., p = 0.02). OS from the diagnosis of poor mobilizers who underwent ASCT in our cohort was similar to those who underwent ASCT in the JSM database (3y OS rate, 86.8% vs. 85.9%). In this cohort, one-third of poor mobilizers who did not undergo ASCT had relatively poor survival. In contrast, the OS improved in poor mobilizers who underwent ASCT. However, the OS of extremely poor mobilizers was short irrespective of ASCT.
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Affiliation(s)
| | - Naoya Mimura
- Department of HematologyChiba University HospitalChibaJapan
- Department of Transfusion Medicine and Cell TherapyChiba University HospitalChibaJapan
| | - Nobuhiro Tsukada
- Division of HematologyJapanese Red Cross Medical CenterTokyoJapan
| | - Nobuyuki Aotsuka
- Department of Hematology and OncologyJapanese Red Cross Narita HospitalNaritaJapan
| | - Masaki Ri
- Department of Hematology and OncologyNagoya City University Graduate School of Medical SciencesNagoyaJapan
| | - Yuna Katsuoka
- Department of HematologyNational Hospital Organization Sendai Medical CenterSendaiJapan
| | - Toshio Wakayama
- Department of Hematology and OncologyShimane Prefectural Central HospitalIzumoJapan
| | - Rikio Suzuki
- Department of Hematology and Oncology, Department of MedicineTokai University School of MedicineIseharaJapan
| | | | - Morio Matsumoto
- Department of HematologyNational Hospital Organization Shibukawa Medical CenterShibukawaJapan
| | - Kyoya Kumagai
- Division of Hematology‐OncologyChiba Cancer CenterChibaJapan
| | - Takaaki Miyake
- Department of Oncology and HematologyShimane University HospitalIzumoJapan
| | - Shuji Ozaki
- Department of HematologyTokushima Prefectural Central HospitalTokushimaJapan
| | - Katsuhiro Shono
- Department of HematologyChiba Aoba Municipal HospitalChibaJapan
| | - Hiroaki Tanaka
- Department of HematologyAsahi General HospitalAsahiJapan
| | - Arika Shimura
- Department of Hematology and Oncology, Graduate School of MedicineThe University of TokyoTokyoJapan
| | - Yoshiaki Kuroda
- Department of HematologyNational Hospital Organization Hiroshimanishi Medical CenterOtakeJapan
| | - Kazutaka Sunami
- Department of HematologyNational Hospital Organization Okayama Medical CenterOkayamaJapan
| | - Kazuhito Suzuki
- Department Clinical Oncology and HematologyThe Jikei University Kashiwa HospitalKashiwaJapan
| | | | - Kazuyuki Shimizu
- Department of Hematology/OncologyHigashi Nagoya National HospitalNagoyaJapan
| | - Hirokazu Murakami
- Faculty of Medical Technology and Clinical EngineeringGunma University of Health and WelfareMaebashiJapan
| | - Masahiro Abe
- Department of Hematology, Endocrinology and MetabolismTokushima University Graduate SchoolTokushimaJapan
| | - Chiaki Nakaseko
- Department of HematologyInternational University of Health and Welfare School of MedicineNaritaJapan
| | - Emiko Sakaida
- Department of HematologyChiba University HospitalChibaJapan
- Department of Transfusion Medicine and Cell TherapyChiba University HospitalChibaJapan
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Sato K, Okazuka K, Ishida T, Sakamoto J, Kaneko S, Nashimoto J, Uto Y, Ogura M, Yoshiki Y, Abe Y, Maeda A, Hamazaki H, Tsukada N, Hiragohri Y, Suzuki K. Minimal residual disease detection in multiple myeloma: comparison between BML single-tube 10-color multiparameter flow cytometry and EuroFlow multiparameter flow cytometry. Ann Hematol 2021; 100:2989-2995. [PMID: 34430990 DOI: 10.1007/s00277-021-04634-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Accepted: 07/29/2021] [Indexed: 11/29/2022]
Abstract
Minimal residual disease (MRD)-negative status in multiple myeloma (MM) is associated with favorable outcomes. Although EuroFlow next-generation flow (NGF) is a global standard for MRD detection, its operating cost is high. Therefore, it is desirable to develop a less expensive method with equivalent sensitivity to that of EuroFlow-NGF. In this study, we compared the analytical ability of our BML 10-color multiparameter flow cytometry (MFC) to that of EuroFlow-NGF. Bone marrow samples collected from 51 patients with MM were subjected to MRD detection using BML 10-color-MFC and EuroFlow-NGF. Our antibody panel consisted of CD38 multiepitope, CD138, CD45, CD56, CD19, CD27, CD81, CD117, cytoplasmic immunoglobulin (cIg) κ, and cIgλ in a single tube. The median percentages of total plasma cells, as per 10-color-MFC and EuroFlow-NGF, were 0.2148% and 0.2200%, respectively, with a good correlation between the methods (r = 0.950). The median percentages of myeloma cells determined via 10-color-MFC and EuroFlow-NGF were 0.0012% and 0.0007%, respectively, with a strong correlation (r = 0.954). Our 10-color-MFC demonstrated high sensitivity to detect MRD; the results showed a good correlation with those obtained using EuroFlow-NGF. Therefore, our cost-effective single-tube MFC (approximately 100 USD/sample) is a promising alternative method for the detection of MRD in patients with MM.
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Affiliation(s)
- Kota Sato
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan.
| | - Kiyoshi Okazuka
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Tadao Ishida
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Jun Sakamoto
- Cellular Immunology Section, BML Incorporation, Tokyo, Japan
| | - Shigeto Kaneko
- Cellular Immunology Section, BML Incorporation, Tokyo, Japan
| | - Junichiro Nashimoto
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Yui Uto
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Mizuki Ogura
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Yumiko Yoshiki
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Yu Abe
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Aki Maeda
- Cellular Immunology Section, BML Incorporation, Tokyo, Japan
| | | | - Nobuhiro Tsukada
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
| | - Yuji Hiragohri
- Cellular Immunology Section, BML Incorporation, Tokyo, Japan
| | - Kenshi Suzuki
- Department of Hematology, Japanese Red Cross Medical Center, 4-1-22 Hiroo, Shibuya-ku, Tokyo, Japan
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Kostopoulos IV, Ntanasis-Stathopoulos I, Gavriatopoulou M, Tsitsilonis OE, Terpos E. Minimal Residual Disease in Multiple Myeloma: Current Landscape and Future Applications With Immunotherapeutic Approaches. Front Oncol 2020; 10:860. [PMID: 32537439 PMCID: PMC7267070 DOI: 10.3389/fonc.2020.00860] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 04/30/2020] [Indexed: 01/10/2023] Open
Abstract
The basic principle that deeper therapeutic responses lead to better clinical outcomes in cancer has emerged technologies capable of detecting rare residual tumor cells. The need for ultra-sensitive approaches for minimal residual disease (MRD) detection is particularly evident in Multiple Myeloma (MM), where patients will ultimately relapse despite the achievement of complete remission, which is commonplace due to remarkable therapeutic advances. Consequently, current response criteria on MM have been amended based on MRD status and MRD negativity is now considered the most dominant prognostic factor and the most valuable indicator for a subsequent relapse. However, there are particular limitations and several aspects for MRD assessment that remain open. This review summarizes current data on MRD in the clinical management of MM, highlights open issues and discusses the challenges and the endless opportunities arising for both patients and clinicians. Furthermore, it focuses on the current status of MRD in clinical trials, its dynamics in addressing debatable aspects in the clinical handling and its potential role as the prevailing factor for future MRD-driven tailored therapies.
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Affiliation(s)
- Ioannis V Kostopoulos
- Department of Biology, School of Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Ioannis Ntanasis-Stathopoulos
- Department of Clinical Therapeutics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Maria Gavriatopoulou
- Department of Clinical Therapeutics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Ourania E Tsitsilonis
- Department of Biology, School of Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Evangelos Terpos
- Department of Clinical Therapeutics, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece
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Romano A, Palumbo GA, Parrinello NL, Conticello C, Martello M, Terragna C. Minimal Residual Disease Assessment Within the Bone Marrow of Multiple Myeloma: A Review of Caveats, Clinical Significance and Future Perspectives. Front Oncol 2019; 9:699. [PMID: 31482061 PMCID: PMC6710454 DOI: 10.3389/fonc.2019.00699] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2019] [Accepted: 07/15/2019] [Indexed: 12/11/2022] Open
Abstract
There is an increasing clinical interest in the measure and achievement of minimal residual disease (MRD) negativity in the bone marrow of Multiple Myeloma (MM) patients, as defined equally either by Multicolor Flow Cytometry (MFC) or by Next Generation Sequencing (NGS) technologies. At present, modern technologies allow to detect up to one on 104 or on 105 or even on 106 cells, depending on their throughput. MFC approaches, which have been progressively improved up to the so-called Next Generation Flow (NGF), and NGS, which proved clear advantages over ASO-PCR, can detect very low levels of residual disease in the BM. These methods are actually almost superimposable, in terms of MRD detection power, supporting the lack of unanimous preference for either technique on basis of local availability. However, some technical issues are still open: the optimal assay to use to detect either phenotype (e.g., next generation multidimensional flow cytometry, imaging) or genotype aberrations (e.g., ASO-RQ PCR, digital droplet PCR, NGS) and their standardization, the sample source (BM or peripheral blood, PB) and its pre-processing (red-cell lysis vs. Ficoll, fresh vs. frozen samples, requirement of CD138+ cells enrichment). Overall, MRD negativity is considered as the most powerful predictor of favorable long-term outcomes in MM and is likely to represent the major driver of treatment strategies in the near future. In this manuscript, we reviewed the main pitfalls and caveats of MRD detection within bone marrow in MM patients after front-line therapy, highlighting the improving of the currently employed technology and describing alternative methods for MRD testing in MM, such as liquid biopsy.
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Affiliation(s)
- Alessandra Romano
- Department of Surgery and Medical Specialties, University of Catania, Catania, Italy
| | - Giuseppe Alberto Palumbo
- Division of Hematology, Azienda Ospedaliero-Universitaria Policlinico Vittorio Emanuele di Catania, Catania, Italy
- Dipartimento di Scienze Mediche, Chirurgiche e Tecnologie avanzate “G.F. Ingrassia,” University of Catania, Catania, Italy
| | - Nunziatina Laura Parrinello
- Division of Hematology, Azienda Ospedaliero-Universitaria Policlinico Vittorio Emanuele di Catania, Catania, Italy
- Dipartimento di Scienze Mediche, Chirurgiche e Tecnologie avanzate “G.F. Ingrassia,” University of Catania, Catania, Italy
| | - Concetta Conticello
- Division of Hematology, Azienda Ospedaliero-Universitaria Policlinico Vittorio Emanuele di Catania, Catania, Italy
| | - Marina Martello
- Dipartimento di Medicina Specialistica, Diagnostica e Sperimentale (DIMES), Università degli Studi di Bologna, Bologna, Italy
| | - Carolina Terragna
- Istituto di Ematologia “L.A.Seràgnoli,” Azienda Ospedaliera Sant'Orsola-Malpighi, Bologna, Italy
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Takamatsu H, Takezako N, Zheng J, Moorhead M, Carlton VEH, Kong KA, Murata R, Ito S, Miyamoto T, Yokoyama K, Matsue K, Sato T, Kurokawa T, Yagi H, Terasaki Y, Ohata K, Matsumoto M, Yoshida T, Faham M, Nakao S. Prognostic value of sequencing-based minimal residual disease detection in patients with multiple myeloma who underwent autologous stem-cell transplantation. Ann Oncol 2018; 28:2503-2510. [PMID: 28945825 PMCID: PMC5834061 DOI: 10.1093/annonc/mdx340] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Background Most patients with multiple myeloma (MM) are considered to be incurable, and relapse owing to minimal residual disease (MRD) is the main cause of death among these patients. Therefore, new technologies to assess deeper response are required. Patients and methods We retrospectively analyzed 125 patients with MM who underwent high-dose melphalan plus autologous stem-cell transplantation (ASCT) to detect MRD in autograft/bone marrow (BM) cells using a next-generation sequencing (NGS)-based method and allele-specific oligonucleotide-polymerase chain reaction (ASO-PCR). Results NGS-based method was applicable to 90% and this method had at least one to two logs greater sensitivity compared to ASO-PCR. MRD negative by NGS [MRDNGS(−)] (defined as <10−6) in post-ASCT BM cases (n = 26) showed a significantly better progression-free survival (PFS) (96% at 4 years, P < 0.001) and overall survival (OS) (100% at 4 years, P =0.04) than MRDNGS(+) in post-ASCT BM cases (n = 25). When restricting the analysis to the 39 complete response cases, patients who were MRDNGS(−) (n = 24) showed a significantly better PFS than those that were MRDNGS(+) (n = 15) (P =0.02). Moreover, MRDNGS(−) in post-ASCT BM cases (n = 12) showed significantly a better PFS than MRDNGS(+) cases (n = 7) where MRD was not detected by ASO-PCR (P = 0.001). Patients whose autografts were negative by NGS-based MRD assessment (<10−7) (n = 19) had 92% PFS and 100% OS at 4 years post-ASCT. Conversely, the NGS-based MRD positive patients who received post-ASCT treatment using novel agents (n = 49) had a significantly better PFS (P = 0.001) and tended to have a better OS (P= 0.214) than those that were untreated (n = 33). Conclusions Low level MRD detected by NGS-based platform but not ASO-PCR has significant prognostic value when assessing either the autograft product or BM cells post-ASCT.
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Affiliation(s)
- H Takamatsu
- Hematology/Respiratory Medicine, Faculty of Medicine, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa;.
| | - N Takezako
- Department of Hematology, National Hospital Organization Disaster Medical Center of Japan, Tachikawa, Japan
| | - J Zheng
- Adaptive Biotechnologies Corp., South San Francisco, USA
| | - M Moorhead
- Adaptive Biotechnologies Corp., South San Francisco, USA
| | - V E H Carlton
- Adaptive Biotechnologies Corp., South San Francisco, USA
| | - K A Kong
- Adaptive Biotechnologies Corp., South San Francisco, USA
| | - R Murata
- Division of Internal Medicine, Keiju Kanazawa Hospital, Kanazawa
| | - S Ito
- Department of Medical Oncology, Iwate Medical University School of Medicine, Morioka
| | - T Miyamoto
- Medicine and Biosystemic Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka
| | - K Yokoyama
- Department of Hematology/Oncology, Tokai University Hachioji Hospital, Hachioji
| | - K Matsue
- Division of Hematology/Oncology, Department of Medicine, Kameda Medical Center, Kamogawa
| | - T Sato
- Department of Medical Oncology and Hematology, Sapporo Medical University School of Medicine, Sapporo
| | - T Kurokawa
- Department of Hematology, Toyama Red Cross Hospital, Toyama
| | - H Yagi
- Department of Hematology, Kinki University School of Medicine Nara Hospital, Ikoma, Nara
| | - Y Terasaki
- Division of Internal Medicine, Toyama City Hospital, Toyama
| | - K Ohata
- Hematology/Respiratory Medicine, Faculty of Medicine, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa
| | - M Matsumoto
- Department of Hematology, National Hospital Organization Shibukawa Medical Center, Shibukawa
| | - T Yoshida
- Department of Hematology, Shizuoka City Shimizu Hospital, Shizuoka, Japan
| | - M Faham
- Adaptive Biotechnologies Corp., South San Francisco, USA
| | - S Nakao
- Hematology/Respiratory Medicine, Faculty of Medicine, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa
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Takamatsu H. Comparison of Minimal Residual Disease Detection by Multiparameter Flow Cytometry, ASO-qPCR, Droplet Digital PCR, and Deep Sequencing in Patients with Multiple Myeloma Who Underwent Autologous Stem Cell Transplantation. J Clin Med 2017; 6:jcm6100091. [PMID: 28946710 PMCID: PMC5664006 DOI: 10.3390/jcm6100091] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2017] [Revised: 09/17/2017] [Accepted: 09/20/2017] [Indexed: 12/28/2022] Open
Abstract
Multiple myeloma (MM) is a hematological malignancy with a poor prognosis, characterized by clonal proliferation of plasma cells in the bone marrow (BM). Relapse due to undetected minimal residual disease (MRD) is the leading cause of death among patients with MM. This review summarizes the methods and prognostic value of MRD assessment in BM and autografts from MM patients who underwent autologous stem cell transplantation (ASCT) by multiparameter flow cytometry (MFC), allele-specific oligonucleotide real-time quantitative PCR (ASO-qPCR), droplet digital PCR (ddPCR), and next-generation sequencing (NGS)-based detection methods. MRD assessment using NGS-based approaches has clear prognostic value and better sensitivity compared to traditional methods.
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Affiliation(s)
- Hiroyuki Takamatsu
- Hematology/Respiratory Medicine, Faculty of Medicine, Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, 13-1 Takaramachi, Kanazawa, Ishikawa 920-8641, Japan.
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7
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Sata H, Shibayama H, Maeda I, Habuchi Y, Nakatani E, Fukushima K, Fujita J, Ezoe S, Tadokoro S, Maeda T, Mizuki M, Kosugi S, Nakagawa M, Ueda S, Iida M, Tokumine Y, Azenishi Y, Mitsui H, Oritani K, Kanakura Y. Quantitative polymerase chain reaction analysis with allele-specific oligonucleotide primers for individual IgH VDJ regions to evaluate tumor burden in myeloma patients. Exp Hematol 2015; 43:374-381.e2. [PMID: 25591497 DOI: 10.1016/j.exphem.2015.01.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2014] [Revised: 12/02/2014] [Accepted: 01/05/2015] [Indexed: 01/05/2023]
Abstract
Quantitative polymerase chain reaction (PCR) with patient-specific, allele-specific oligonucleotide (ASO) primers for individual immunoglobulin H VDJ region (ASO-PCR) amplification was performed using several sources of clinical material, including mRNA from peripheral blood cells (PBMNCs), whole bone marrow cells (BMMNCs), and the CD20+ CD38- B-cell population in bone marrow, as well as cell-free DNA from the sera of patients with multiple myeloma (MM). We designed the ASO primers and produced sufficient PCR fragments to evaluate tumor burden in 20 of 30 bone marrow samples at diagnosis. Polymerase chain reaction amplification efficiency depended on primer sequences because the production of ASO-PCR fragments did not correlate with serum M-protein levels. However, the ASO-PCR levels in BMMNCs showed statistically significant correlations with those in PBMNCs and CD20+ CD38- B-cells. The good association between the BMMNC and PBMNC data indicated that PBMNCs could be a suitable source for monitoring minimal residual disease (MRD). In the case of cell-free DNA, ASO-PCR levels showed a unique pattern and remained high even after treatment. Because the sequence information for each ASO-PCR product was identical to the original, the cell-free DNA might also be useful for evaluating MRD. Moreover, the ASO-PCR products were clearly detected in 17 of 22 mRNA samples from CD20+ CD38- populations, suggesting that MM clones might exist in relatively earlier stages of B cells than in plasma cells. Thus, ASO-PCR analysis using various clinical materials is useful for detecting MRD in MM patients as well as for clarifying MM pathogenesis.
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Affiliation(s)
- Hiroshi Sata
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Hirohiko Shibayama
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan.
| | - Ikuhiro Maeda
- Central Laboratory for Clinical Investigation, Osaka University Hospital, Suita, Japan
| | - Yoko Habuchi
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Eiji Nakatani
- Department of Statistical Analysis, Translational Research Informatics Center, Kobe, Japan
| | - Kentaro Fukushima
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Jiro Fujita
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Sachiko Ezoe
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Seiji Tadokoro
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Tetsuo Maeda
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Masao Mizuki
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Satoru Kosugi
- Department of Internal Medicine, Toyonaka Municipal Hospital, Toyonaka, Japan
| | - Masashi Nakagawa
- Department of Hematology and Oncology, Nissay Hospital, Osaka, Japan
| | - Shuji Ueda
- Department of Internal Medicine, Hyogo Prefectural Nishinomiya Hospital, Nishinomiya, Japan
| | - Masato Iida
- Department of Hematology, Kawasaki Hospital, Kobe, Japan
| | | | | | - Hideki Mitsui
- Department of Hematology, Otemae Hospital, Osaka, Japan
| | - Kenji Oritani
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Yuzuru Kanakura
- Department of Hematology and Oncology, Osaka University Graduate School of Medicine, Suita, Japan
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