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1.
J Med Syst ; 48(1): 30, 2024 Mar 08.
Article in English | MEDLINE | ID: mdl-38456950

ABSTRACT

Although magnetic resonance imaging (MRI) data of patients with multiple myeloma (MM) are used to predict prognosis, few reports have applied artificial intelligence (AI) techniques for this purpose. We aimed to analyze whole-body diffusion-weighted MRI data using three-dimensional (3D) convolutional neural networks (CNNs) and Gradient-weighted Class Activation Mapping (Grad-CAM), an explainable AI, to predict prognosis and explore the factors involved in prediction. We retrospectively analyzed the MRI data of a total of 142 patients with MM obtained from two medical centers. We defined the occurrence of progressive disease after MRI evaluation within 12 months as a poor prognosis and constructed a 3D CNN-based deep learning model to predict prognosis. Images from 111 cases were used as the training and internal validation data; images from 31 cases were used as the external validation data. Internal validation of the AI model with stratified 5-fold cross-validation resulted in a significant difference in progression-free survival (PFS) between good and poor prognostic cases (2-year PFS, 91.2% versus [vs.] 61.1%, P = 0.0002). The AI model clearly stratified good and poor prognostic cases in the external validation cohort (2-year PFS, 92.9% vs. 55.6%, P = 0.004), with an area under the receiver operating characteristic curve of 0.804. According to Grad-CAM, the MRI signals of the spleen and bones of the vertebrae and pelvis contributed to prognosis prediction. This study is the first to show that image analysis of whole-body MRI using a 3D CNN without any other clinical data is effective in predicting the prognosis of patients with MM.


Subject(s)
Deep Learning , Multiple Myeloma , Humans , Artificial Intelligence , Multiple Myeloma/diagnostic imaging , Retrospective Studies , Magnetic Resonance Imaging/methods
2.
Int J Hematol ; 115(6): 882-889, 2022 Jun.
Article in English | MEDLINE | ID: mdl-35397766

ABSTRACT

In April 2014, the Japan Society for Hematopoietic Cell Transplantation started a prospective observational study entitled "A short-term follow-up investigation of related hematopoietic stem cell donors receiving biosimilar G-CSF to mobilize peripheral blood stem cells." A total of 106 donors were registered from 25 transplant facilities through the end of March 2017. The study cohort consisted of 47 men and 58 women, and their median age was 38.5 years (range 15-65 years). The mean total count of collected CD34-positive cells/recipient body weight for all 106 donors was 4.40 ± 2.38 × 10 6/kg. The yield of CD34-positive cells was weakly correlated with donor age was observed. However, gender, WBC count on day 4, G-CSF dose reduction, type of apheresis device, collection speed, and treated blood volume had no significant impact on the collection efficacy of CD34-positive cells. The safety profile of biosimilar G-CSF was also acceptable: 126 adverse events in 73 donors were reported, but none was serious. The most common adverse events were low back pain, headache, and bone pain. This prospective study confirmed that biosimilar G-CSF had comparable efficacy and safety to reference G-CSF for CD34-positive cell mobilization in healthy related donors.


Subject(s)
Biosimilar Pharmaceuticals , Hematopoietic Stem Cell Transplantation , Adolescent , Adult , Aged , Antigens, CD34 , Biosimilar Pharmaceuticals/adverse effects , Female , Filgrastim/adverse effects , Granulocyte Colony-Stimulating Factor/adverse effects , Hematopoietic Stem Cell Mobilization , Hematopoietic Stem Cell Transplantation/adverse effects , Humans , Male , Middle Aged , Prospective Studies , Recombinant Proteins , Tissue Donors , Young Adult
3.
Int J Hematol ; 114(1): 109-115, 2021 Jul.
Article in English | MEDLINE | ID: mdl-33728556

ABSTRACT

Although some studies have suggested the effectiveness of hyperbaric oxygen (HBO) therapy for hemorrhagic cystitis (HC) after allogeneic hematopoietic stem cell transplantation (HSCT), the role of HBO has not been established. We compared the treatment outcomes of 8 patients with viral HC (adenovirus [ADV], n = 2; BK virus [BKV], n = 6) treated with HBO (HBO[+]) and 8 patients (ADV, n = 2; BKV, n = 6) treated with conventional therapy (HBO[-]), such as urinary catheterization and intravenous cidofovir. HBO therapy was performed at 2.1 atmospheres for 90 min/day until clinical improvement was achieved. The median number of HBO treatments was 10 (range 8-12). The median duration of HBO treatment was 19.5 days (range 10-23 days). All 8 HBO(+) patients achieved complete remission (CR) at a median of 14.5 days (range 5-25 days). Of the 8 HBO(-) patients, 5 (62.5%) obtained CR and 3 remained symptomatic for 2-6 months. The cumulative incidence of transplant-related mortality at day 100 after allogeneic HSCT was significantly higher in the HBO(-) patients than in the HBO(+) patients (14.2 vs. 0%, P < 0.05). No severe HBO-related adverse effects were observed. In conclusion, HBO is a feasible option for treating viral HC after allogeneic HSCT.


Subject(s)
Cystitis/therapy , Cystitis/virology , Hematopoietic Stem Cell Transplantation , Hemorrhage/therapy , Hemorrhage/virology , Hyperbaric Oxygenation , Adenoviridae/isolation & purification , Adenoviridae Infections/complications , Adult , BK Virus/isolation & purification , Cystitis/etiology , Female , Hematopoietic Stem Cell Transplantation/adverse effects , Hemorrhage/etiology , Humans , Hyperbaric Oxygenation/methods , Male , Middle Aged , Polyomavirus Infections/complications , Transplantation, Homologous/adverse effects , Treatment Outcome , Young Adult
4.
Rinsho Ketsueki ; 61(3): 240-244, 2020.
Article in Japanese | MEDLINE | ID: mdl-32224584

ABSTRACT

A 78-year-old man was hospitalized because of rapid progression of chronic renal failure and diagnosed with multiple myeloma (MM) IgG-λ type ISS-III R-ISS-II with complex karyotype including t(14;19). Even after receiving bortezomib-based regimens, his renal failure progressed. He became dependent on dialysis, which was required three times a week. After introducing the daratumumab (DARA)-based regimen, his renal function improved, the frequency of dialysis decreased to twice a week, and the free light chain (FLC) ratio also improved. However, his myeloma eventually followed a refractory course; therefore, pomalidomide (POM)-dexamethasone (Pd) regimen was administered. Pd regimen had a marked effect and normalized the FLC ratio after three courses of the treatment. However, his myeloma reprogressed with multiple extramedullary masses and he became del(17p) positive; eventually, he died on the 470th day of disease. MM with t(14;19) is rare and has a poor prognosis with a highly aggressive course; however, early introduction of DARA or POM may provide long-term response.


Subject(s)
Multiple Myeloma , Aged , Antineoplastic Combined Chemotherapy Protocols , Bortezomib , Chromosomes, Human, Pair 14 , Chromosomes, Human, Pair 19 , Dexamethasone , Humans , Karyotype , Male , Multiple Myeloma/genetics , Thalidomide
5.
Int J Hematol ; 110(6): 648-653, 2019 Dec.
Article in English | MEDLINE | ID: mdl-31542851

ABSTRACT

A "biosimilar" is a biotechnological product with a lower cost profile and equivalent efficacy and safety to the originator, but post-marketing clinical evaluation of biosimilar products has not been adequately conducted. We prospectively investigated the utility of biosimilar filgrastim in 13 peripheral blood stem cell (PBSC) donors from June 2014 to January 2017. In addition, we retrospectively compared these to another 13 PBSC donors mobilized with the originator filgrastim in the same period. Donor characteristics were equivalent between the groups. The median number of CD34+ cells per donor body weight (BW) and blood volume processed (BV) were 4.87 × 106/kg and 25.5 × 103/mL in the biosimilar group and 4.93 × 106/kg and 16.6 × 103/mL in the originator group, respectively. There were no significant differences between the groups in the number of CD34+ cells per donor BW or BV. All adverse events associated with G-CSF were permissive. The total G-CSF cost was significantly lower in the biosimilar group than in the originator group. These findings suggest that biosimilar filgrastim has the same efficacy and short-term safety as originator filgrastim for PBSC mobilization in healthy donors, with economic superiority. Longer follow-up studies are needed to evaluate the incidence of long-term adverse events.


Subject(s)
Biosimilar Pharmaceuticals/standards , Filgrastim/therapeutic use , Granulocyte Colony-Stimulating Factor/analysis , Hematopoietic Stem Cell Mobilization/methods , Tissue Donors , Adult , Antigens, CD34/blood , Biosimilar Pharmaceuticals/adverse effects , Biosimilar Pharmaceuticals/economics , Female , Filgrastim/adverse effects , Filgrastim/economics , Filgrastim/standards , Humans , Japan , Male , Middle Aged , Peripheral Blood Stem Cells , Prospective Studies , Retrospective Studies
6.
Leuk Lymphoma ; 57(7): 1625-32, 2016 07.
Article in English | MEDLINE | ID: mdl-26727336

ABSTRACT

Human herpesvirus-8-unrelated primary effusion lymphoma characterized by lymphomatous effusion without nodal lesions occasionally exhibits spontaneous remission. To elucidate the factors associated with a good prognosis, this study analyzed the clinical parameters of four patients treated in the department and 109 patients reported in case reports. The median age was 71 years and the median overall survival was 20 months. Patients possessing two independent favorable factors, an elderly status (≥ 70 years) and low serum lactate dehydrogenase (< 500 IU/L) showed a markedly higher 1-year survival than patients lacking either of the two factors in the absence of chemotherapy (94% vs 20%, p = 3 × 10(-5)), which was similarly observed in the chemotherapy group (94% vs 51%, p = 0.002). The use of rituximab was also a strong predictor of survival (89% vs 49%, p = 7 × 10(-6)). Elderly patients not exhibiting an increased lactate dehydrogenase may represent a benign sub-group of effusion lymphoma, which do not require chemotherapy to achieve remission.


Subject(s)
Herpesviridae Infections/complications , Herpesvirus 8, Human , Lactate Dehydrogenases/blood , Lymphoma, Primary Effusion/blood , Lymphoma, Primary Effusion/etiology , Age Factors , Aged , Aged, 80 and over , Biomarkers , Biopsy , Chromosome Aberrations , Chromosome Banding , Coinfection , Female , Herpesviridae Infections/virology , Humans , Immunophenotyping , Lymphoma, Primary Effusion/diagnosis , Lymphoma, Primary Effusion/drug therapy , Male , Middle Aged , Positron Emission Tomography Computed Tomography , Risk Factors
7.
Exp Hematol ; 41(10): 894-902, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23727584

ABSTRACT

Polymerase chain reaction (PCR)-negative molecular complete remission (mCR) can be induced by stem cell transplantation in some patients with multiple myeloma (MM) and is associated with long-term progression-free survival (PFS). The detection of molecular minimal residual disease (MRD), however, requires fresh or frozen materials for designing clone-specific primers, which are not always readily available. In this study, we used DNA extracted from archival bone marrow (BM) slides for PCR to detect MRD in 50 patients with MM who received various induction therapies and autologous peripheral blood stem cell transplantation (ASCT). Clonotype-specific immunoglobulin (Ig) H PCR primers were prepared for 32 of 50 cases (64%) using BM slides, and for 9 of 14 cases (64%) using fresh BM cells. DNA in peripheral blood stem cell autografts of the 22 patients who achieved at least a partial response after ASCT was subjected to PCR to amplify clonotype-specific rearranged IgH gene sequences. The median PFS of the eight patients with MRD-positive autografts was 18 months, whereas that of 14 patients with MRD-negative autografts was not reached at a median follow-up of 27 months (p = 0.012). Post-ASCT PFS of the four patients who achieved mCR was 100% at a median follow-up of 47 months. These results indicate that archival BM slides can serve as a source of DNA for preparing clonotype-specific primers for MRD monitoring in patients with MM whose cryopreserved myeloma cells are not available for DNA preparation. Our results also suggest that patients with MM who received MRD-negative autografts and achieved mCR have a long PFS.


Subject(s)
Bone Marrow/pathology , DNA Primers/genetics , Multiple Myeloma/diagnosis , Neoplasm, Residual/diagnosis , Polymerase Chain Reaction , Adult , Aged , Female , Genes, Immunoglobulin Heavy Chain/genetics , Histocytological Preparation Techniques , Humans , Immunoglobulins/genetics , Male , Middle Aged , Multiple Myeloma/genetics , Neoplasm, Residual/genetics , Predictive Value of Tests , Prognosis , Retrospective Studies
8.
Ann Hematol ; 90(10): 1209-17, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21695388

ABSTRACT

This study was conducted as a prospective, multicenter trial to evaluate the efficacy and safety of micafungin as an empirical therapy for suspected invasive fungal infections (IFIs), including febrile neutropenia (FN), and to evaluate the usefulness of ß-D: -glucan (BG) and Aspergillus galactomannan (GM) antigen in patients with hematologic diseases. A total of 121 patients were enrolled and assessed for safety, and 119 were examined for clinical efficacy. The main underlying diseases were acute myeloid leukemia (38.0%), acute lymphoblastic leukemia (18.2%), and malignant lymphoma (18.2%). The median initial daily dose and duration of micafungin treatment were 150 mg/day and 13 days, respectively. The overall response rate for suspected IFIs (n = 119), based on four composite endpoints, including baseline IFI, breakthrough IFIs (proven and probable), survival, and premature discontinuation, was 79.0%. In addition, the response rate for FN (n = 81), based on these four endpoints as well as defervescence during neutropenia, was 39.5%. Breakthrough IFIs (proven, probable, and possible) occurred in five patients during micafungin treatment. All of these patients were positive for either BG or GM before the breakthrough IFIs. The incidence of adverse events (AEs) associated with micafungin was 10.7% and most were mild. The majority of AEs were liver dysfunction. These results indicate the effectiveness and safety of micafungin as an empirical therapy for suspected IFIs, including FN, and the usefulness of monitoring both BG and GM to detect breakthrough IFIs.


Subject(s)
Antifungal Agents/adverse effects , Echinocandins/adverse effects , Hematologic Neoplasms/complications , Lipopeptides/adverse effects , Mycoses/prevention & control , Adolescent , Adult , Aged , Aged, 80 and over , Antifungal Agents/therapeutic use , Antigens, Bacterial/blood , Aspergillosis/complications , Aspergillosis/diagnosis , Aspergillosis/drug therapy , Aspergillosis/prevention & control , Candidiasis, Invasive/complications , Candidiasis, Invasive/diagnosis , Candidiasis, Invasive/drug therapy , Candidiasis, Invasive/prevention & control , Chemical and Drug Induced Liver Injury/epidemiology , Early Diagnosis , Echinocandins/therapeutic use , Female , Galactose/analogs & derivatives , Humans , Leukemia, Myeloid, Acute/complications , Lipopeptides/therapeutic use , Lymphoma/complications , Male , Mannans/blood , Micafungin , Middle Aged , Mycoses/complications , Mycoses/diagnosis , Mycoses/drug therapy , Precursor Cell Lymphoblastic Leukemia-Lymphoma/complications , Young Adult , beta-Glucans/blood
9.
Rinsho Ketsueki ; 51(12): 1762-8, 2010 Dec.
Article in Japanese | MEDLINE | ID: mdl-21258186

ABSTRACT

The response criteria proposed by European Leukemia Net are useful to predict the prognosis of de novo chronic myeloid leukemia (CML) patients in the chronic phase (CP) treated with imatinib. However, the clinical significance of late suboptimal response, which is defined as the achievement of CCgR without MMR after 18 months, is controversial. In this study, we retrospectively analyzed the clinical courses of 16 CML-CP patients, who satisfied the criteria for late suboptimal response. The median duration of imatinib treatment was 62 (25∼87) months. The median starting dose of imatinib was 400 mg/day. Imatinib dose was escalated to 600∼800 mg/day in 10 patients for various reasons. Among 4 patients who continued high-dose imatinib for late suboptimal response, 2 patients subsequently achieved MMR, and BCR-ABL mRNA transcript levels were decreasing in 2 patients. However, imatinib was kept at 300 or 400 mg/day in 6 patients. Among these six patients, 4 patients achieved MMR, while 2 failed to achieve MMR. None of 16 patients progressed to the acute phase or blast phase. Imatinib dose escalation was effective for late suboptimal response. Furthermore, a second tyrosine kinase inhibitor such as nilotinib may be more potent to reduce the risk of disease progression by achieving earlier MMR.


Subject(s)
Antineoplastic Agents/administration & dosage , Piperazines/administration & dosage , Pyrimidines/administration & dosage , Adult , Antineoplastic Agents/adverse effects , Benzamides , Female , Humans , Imatinib Mesylate , Leukemia, Myelogenous, Chronic, BCR-ABL Positive , Male , Middle Aged , Piperazines/adverse effects , Prognosis , Pyrimidines/adverse effects , Time Factors , Young Adult
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