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1.
J Med Syst ; 48(1): 30, 2024 Mar 08.
Artigo em Inglês | MEDLINE | ID: mdl-38456950

RESUMO

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.


Assuntos
Aprendizado Profundo , Mieloma Múltiplo , Humanos , Inteligência Artificial , Mieloma Múltiplo/diagnóstico por imagem , Estudos Retrospectivos , Imageamento por Ressonância Magnética/métodos
2.
Sci Rep ; 14(1): 249, 2024 01 02.
Artigo em Inglês | MEDLINE | ID: mdl-38167742

RESUMO

Tennis is a popular leisure sport, and studies have indicated that playing tennis regularly provides many health benefits. We aimed to clarify the characteristics of physical activity during beginner-level group tennis lessons and daily physical activity of the participants. Physical activity was measured using an accelerometer sensor device for four weeks, including the 80-min duration tennis lessons held twice a week. Valid data were categorized for tennis and non-tennis days. The mean physical activity intensity during the tennis lesson was 3.37 METs. The mean ratio of short-bout rest periods to the tennis lesson time in 90 and 120 s was 7% and 4%, respectively. The mean physical activity intensity was significantly higher (p < 0.0001) and the duration of vigorous-intensity physical activity (VPA) was increased in 76% of participants on days with tennis lessons compared to without tennis lessons. Beginner-level tennis lesson has characteristics of less short-bout rest physical activity than previously reported competitive tennis match and increased the duration of VPA in daily activity compared to without tennis lessons, suggesting that beginner-level tennis lessons contribute physical activity of health benefits.


Assuntos
Esportes , Tênis , Humanos , Exercício Físico , Fatores de Tempo , Descanso
3.
Hematol Oncol ; 39(1): 51-59, 2021 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-32978820

RESUMO

Bendamustine and rituximab (BR) are widely used in patients with follicular lymphoma (FL) previously treated with conventional immunochemotherapy, but the role of consolidation radioimmunotherapy in these patients is unknown. This study evaluated the efficacy and safety of consolidation with 90 Yttrium-ibritumomab tiuxetan (90 Y-IT) after re-induction therapy with BR in patients with previously treated FL. This study included adult patients with relapsed FL who had undergone one or two prior therapies. Re-induction therapy with BR was administered every 4 weeks up to 4-6 cycles. If patients achieved at least partial response, 90 Y-IT was administered as consolidation therapy. The primary endpoint was 2-year progression-free survival (PFS) after consolidation. A total of 24 FL patients (median age 60 years) who had undergone one (n = 17) or two (n = 7) prior treatments received BR. After BR therapy, 22 patients proceeded to consolidation with 90 Y-IT, resulting in an overall 88% response rate to the protocol treatment. Within a median observation period of 46.8 months, the estimated 2-year PFS rate after the consolidation among the 22 patients receiving 90 Y-IT was 59% (95% confidence interval [CI], 38%-77%). Patients whose remission after previous treatment had lasted ≥2 years had a significantly higher 2-year PFS rate than patients whose remission after previous treatment had been <2 years (68% vs. 33%, Wilcoxon p = 0.0211). Major adverse events during the protocol treatment and within 2 years after the consolidation were hematological toxicities, but they were generally acceptable. Consequently, the estimated 2-year overall survival after the consolidation was 95% (95% CI, 74%-99%). In conclusion, in a subset of patients with previously treated FL, 90 Y-IT consolidation after BR re-induction conferred a durable remission, indicating that consolidation therapy using 90 Y-IT may be a novel therapeutic option for patients with relapsed FL (UMIN000008793).


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Quimioterapia de Consolidação , Linfoma Folicular/tratamento farmacológico , Idoso , Anticorpos Monoclonais/administração & dosagem , Anticorpos Monoclonais/efeitos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Cloridrato de Bendamustina/administração & dosagem , Cloridrato de Bendamustina/efeitos adversos , Feminino , Humanos , Linfoma Folicular/metabolismo , Linfoma Folicular/patologia , Masculino , Pessoa de Meia-Idade , Recidiva , Rituximab/administração & dosagem , Rituximab/efeitos adversos
4.
Sci Rep ; 10(1): 8948, 2020 06 02.
Artigo em Inglês | MEDLINE | ID: mdl-32488088

RESUMO

During cell division, mitotic chromosomes assemble and are equally distributed into two new daughter cells. The chromosome organisation of the two chromatids is essential for even distribution of genetic materials. Although the 11-nm fibre or nucleosome structure is well-understood as a fundamental fibrous structure of chromosomes, the reports on organisation of 30-nm basic chromatin fibres have been controversial, with debates on the contribution of 30-nm or thicker fibres to the higher order inner structure of chromosomes. Here, we used focused ion beam/scanning electron microscopy (FIB/SEM) to show that both 11-nm and 30-nm fibres are present in the human metaphase chromosome, although the higher-order periodical structure could not be detected under the conditions employed. We directly dissected the chromosome every 10-nm and observed 224 cross-section SEM images. We demonstrated that the chromosome consisted of chromatin fibres of an average diameter of 16.9-nm. The majority of the chromatin fibres had diameters between 5 and 25-nm, while those with 30-nm were in the minority. The reduced packaging ratio of the chromatin fibres was detected at axial regions of each chromatid. Our results provide a strong basis for further discussions on the chromosome higher-order structure.


Assuntos
Cromatina/fisiologia , Cromossomos/metabolismo , Metáfase/fisiologia , Cromátides/metabolismo , Cromátides/fisiologia , Cromatina/metabolismo , Cromossomos/genética , Cromossomos Humanos , Células HeLa , Humanos , Microscopia Eletrônica de Varredura , Nucleossomos/fisiologia
5.
Rinsho Ketsueki ; 60(7): 791-796, 2019.
Artigo em Japonês | MEDLINE | ID: mdl-31391368

RESUMO

Here, we present the case of a 72-year-old male who presented with swelling, stiffness, and dysesthesia in the bilateral fingers, wrists, and ankles. Although rheumatoid arthritis was initially suspected, laboratory tests were negative for rheumatoid factor (RF) and anti-cyclic citrullinated peptide (CCP) antibody. Based on the findings of immune globulin G (IgG)-λ M proteins and 26% plasma cells in the bone marrow, multiple myeloma was diagnosed. Joint sonography revealed thickening of the tendon synovial sheaths around the bilateral wrist joints, palmar flexor tendon sheaths, and extensor digitorum tendon sheaths, and magnetic resonance imaging (MRI) revealed soft tissue masses around the bilateral hip joints. Carpal tunnel syndrome associated with amyloid arthritis was suspected. Amyloid deposits were observed in synovectomy specimens, and the patient was then diagnosed with amyloid arthritis. He had concurrent pulmonary fibrosis, and treatment with lenalidomide/dexamethasone (Ld therapy) was initiated. The symptoms in the bilateral fingers, wrists, and ankles improved with the treatment course, and joint sonography revealed that thickening of tendon sheath and soft tissue masses disappeared after seven courses of Ld therapy. However, MRI still revealed soft tissue masses around the bilateral hip joints. In patients with joint symptoms that do not fulfill the diagnostic criteria for rheumatoid arthritis, differentiation with amyloid arthritis is necessary.


Assuntos
Amiloidose/complicações , Mieloma Múltiplo/diagnóstico , Idoso , Anticorpos Antiproteína Citrulinada , Artrite Reumatoide , Diagnóstico Diferencial , Humanos , Imageamento por Ressonância Magnética , Masculino , Mieloma Múltiplo/complicações
6.
Cancer Res ; 79(15): 3903-3915, 2019 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-31189648

RESUMO

Cancer cell-intrinsic properties caused by oncogenic mutations have been well characterized; however, how specific oncogenes and tumor suppressors impact the tumor microenvironment (TME) is not well understood. Here, we present a novel non-cell-autonomous function of the retinoblastoma (RB) tumor suppressor in controlling the TME. RB inactivation stimulated tumor growth and neoangiogenesis in a syngeneic and orthotropic murine soft-tissue sarcoma model, which was associated with recruitment of tumor-associated macrophages (TAM) and immunosuppressive cells such as Gr1+CD11b+ myeloid-derived suppressor cells (MDSC) or Foxp3+ regulatory T cells (Treg). Gene expression profiling and analysis of genetically engineered mouse models revealed that RB inactivation increased secretion of the chemoattractant CCL2. Furthermore, activation of the CCL2-CCR2 axis in the TME promoted tumor angiogenesis and recruitment of TAMs and MDSCs into the TME in several tumor types including sarcoma and breast cancer. Loss of RB increased fatty acid oxidation (FAO) by activating AMP-activated protein kinase that led to inactivation of acetyl-CoA carboxylase, which suppresses FAO. This promoted mitochondrial superoxide production and JNK activation, which enhanced CCL2 expression. These findings indicate that the CCL2-CCR2 axis could be an effective therapeutic target in RB-deficient tumors. SIGNIFICANCE: These findings demonstrate the cell-nonautonomous role of the tumor suppressor retinoblastoma in the tumor microenvironment, linking retinoblastoma loss to immunosuppression.


Assuntos
Quimiocina CCL2/metabolismo , Proteína do Retinoblastoma/metabolismo , Animais , Neoplasias da Mama/metabolismo , Neoplasias da Mama/patologia , Técnicas de Cultura de Células , Linhagem Celular Tumoral , Quimiocina CCL2/biossíntese , Feminino , Perfilação da Expressão Gênica/métodos , Humanos , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Receptores CCR2/metabolismo , Proteína do Retinoblastoma/deficiência , Neoplasias de Tecidos Moles/metabolismo , Neoplasias de Tecidos Moles/patologia , Microambiente Tumoral , Regulação para Cima
7.
Biol Blood Marrow Transplant ; 24(7): 1392-1398, 2018 07.
Artigo em Inglês | MEDLINE | ID: mdl-29555314

RESUMO

Although allogeneic hematopoietic stem cell transplantation (allo-HSCT) is considered a potentially curative therapy for patients with multiple myeloma, the role of allo-HSCT remains unclear in the novel agent era. We conducted a retrospective study of 65 patients with multiple myeloma who underwent allo-HSCT at 19 institutions from 2009 to 2016. Patients received a median of 3 (range, 1 to 7) lines of prior therapy, including at least 1 novel agent, except for autologous HSCT. The 3-year progression-free survival (PFS) and overall survival (OS) rates were 18.8% (95% confidence interval [CI], 9.6% to 30.3%) and 47.2% (95% CI, 33.9% to 59.4%), respectively. In a multivariate analysis, an age ≥50 years and less than a very good partial response (VGPR) before allo-HSCT were independent significant adverse factors for PFS (hazard ratio [HR], 2.30, P = .0063; HR, 2.86; P = .0059) and OS (HR, 2.37, P = .013; and HR, 2.74; P = .040). In contrast, the 3-year PFS and OS rates in patients <50 years of age who achieved a VGPR or better before allo-HSCT were 64.3% (95% CI, 29.8% to 85.1%) and 80.2% (95% CI, 40.3% to 94.8%), respectively. The overall response rate was 86.4% (95% CI, 75.0% to 94.0%). The proportion of VGPR or better increased from 29% before allo-HSCT to 71% after allo-HSCT. The nonrelapse mortality at 3 years was 23.4% (95% CI, 13.8% to 34.4%). Only an age ≥50 years was associated with higher nonrelapse mortality (HR, 4.71; P = .015). We showed that allo-HSCT is feasible for heavily pretreated patients with multiple myeloma, even in the novel agent era. Allo-HSCT in particular is a promising therapy for young and chemosensitive patients.


Assuntos
Transplante de Células-Tronco Hematopoéticas/métodos , Mieloma Múltiplo/terapia , Condicionamento Pré-Transplante/métodos , Transplante Homólogo/métodos , Adulto , Idoso , Feminino , Humanos , Japão , Masculino , Pessoa de Meia-Idade , Mieloma Múltiplo/patologia , Estudos Retrospectivos , Adulto Jovem
8.
Oncotarget ; 8(8): 13872-13885, 2017 Feb 21.
Artigo em Inglês | MEDLINE | ID: mdl-28099924

RESUMO

We established an in vitro cell culture system to determine novel activities of the retinoblastoma (Rb) protein during tumor progression. Rb depletion in p53-null mouse-derived soft tissue sarcoma cells induced a spherogenic phenotype. Cells retrieved from Rb-depleted spheres exhibited slower proliferation and less efficient BrdU incorporation, however, much higher spherogenic activity and aggressive behavior. We discovered six miRNAs, including mmu-miR-18a, -25, -29b, -140, -337, and -1839, whose expression levels correlated tightly with the Rb status and spherogenic activity. Among these, mmu-miR-140 appeared to be positively controlled by Rb and to antagonize the effect of Rb depletion on spherogenesis and tumorigenesis. Furthermore, among genes potentially targeted by mmu-miR-140, Il-6 was upregulated by Rb depletion and downregulated by mmu-mir-140 overexpression. Altogether, we demonstrate the possibility that mmu-mir-140 mediates the Rb function to downregulate Il-6 by targeting its 3'-untranslated region. Finally, we detected the same relationship among RB, hsa-miR-140 and IL-6 in a human breast cancer cell line MCF-7. Because IL-6 is a critical modulator of malignant features of cancer cells and the RB pathway is impaired in the majority of cancers, hsa-miR-140 might be a promising therapeutic tool that disrupts linkage between tumor suppressor inactivation and pro-inflammatory cytokine response.


Assuntos
Regulação Neoplásica da Expressão Gênica/fisiologia , Interleucina-6/metabolismo , MicroRNAs/metabolismo , Neoplasias/patologia , Células-Tronco Neoplásicas/patologia , Proteína do Retinoblastoma/metabolismo , Animais , Linhagem Celular Tumoral , Humanos , Immunoblotting , Camundongos , Camundongos Knockout , MicroRNAs/genética , Neoplasias/genética , Análise de Sequência com Séries de Oligonucleotídeos , Reação em Cadeia da Polimerase , Proteína do Retinoblastoma/genética , Transcriptoma
9.
Leuk Lymphoma ; 57(7): 1625-32, 2016 07.
Artigo em Inglês | MEDLINE | ID: mdl-26727336

RESUMO

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.


Assuntos
Infecções por Herpesviridae/complicações , Herpesvirus Humano 8 , Lactato Desidrogenases/sangue , Linfoma de Efusão Primária/sangue , Linfoma de Efusão Primária/etiologia , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Biomarcadores , Biópsia , Aberrações Cromossômicas , Bandeamento Cromossômico , Coinfecção , Feminino , Infecções por Herpesviridae/virologia , Humanos , Imunofenotipagem , Linfoma de Efusão Primária/diagnóstico , Linfoma de Efusão Primária/tratamento farmacológico , Masculino , Pessoa de Meia-Idade , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Fatores de Risco
10.
Mol Carcinog ; 55(12): 1974-1989, 2016 12.
Artigo em Inglês | MEDLINE | ID: mdl-26621780

RESUMO

Mutations in RB and PTEN are linked to castration resistance and poor prognosis in prostate cancer. Identification of genes that are regulated by these tumor suppressors in a context that recapitulates cancer progression may be beneficial for discovering novel therapeutic targets. Although various genetically engineered mice thus far provided tumor models with various pathological stages, they are not ideal for detecting dynamic changes in gene transcription. Additionally, it is difficult to achieve an effect specific to tumor progression via gain of functions of these genes. In this study, we developed an in vitro model to help identify RB- and PTEN-loss signatures during the malignant progression of prostate cancers. Trp53-/- ; Rbf/f , Trp53-/- ; Ptenf/f , and Trp53-/- ; Rbf/f ; Ptenf/f prostate epithelial cells were infected with AD-LacZ or AD-Cre. We found that deletion of Rb, Pten or both stimulated prostasphere formation and tumor development in immune-compromised mice. The GO analysis of genes affected by the deletion of Rb or Pten in Trp53-/- prostate epithelial cells identified a number of genes encoding cytokines, chemokines and extracellular matrix remodeling factors, but only few genes related to cell cycle progression. Two genes (Il-6 and Lox) were further analyzed. Blockade of Il-6 signaling and depletion of Lox significantly attenuated prostasphere formation in 3D culture, and in the case of IL-6, strongly suppressed tumor growth in vivo. These findings suggest that our in vitro model may be instrumental in identifying novel therapeutic targets of prostate cancer progression, and further underscore IL-6 and LOX as promising therapeutic targets. © 2015 Wiley Periodicals, Inc.


Assuntos
Carcinogênese/patologia , Regulação Neoplásica da Expressão Gênica , PTEN Fosfo-Hidrolase/genética , Próstata/patologia , Neoplasias da Próstata/patologia , Proteína do Retinoblastoma/genética , Proteína Supressora de Tumor p53/genética , Animais , Carcinogênese/genética , Células Cultivadas , Progressão da Doença , Células Epiteliais/metabolismo , Células Epiteliais/patologia , Deleção de Genes , Masculino , Camundongos , Camundongos Knockout , Próstata/metabolismo , Neoplasias da Próstata/genética , Transdução de Sinais
11.
Biochem Biophys Res Commun ; 450(1): 837-43, 2014 Jul 18.
Artigo em Inglês | MEDLINE | ID: mdl-24960197

RESUMO

Acute myeloid leukaemia (AML) is a heterogeneous neoplastic disorder in which a subset of cells function as leukaemia-initiating cells (LICs). In this study, we prospectively evaluated the leukaemia-initiating capacity of AML cells fractionated according to the expression of a nucleolar GTP binding protein, nucleostemin (NS). To monitor NS expression in living AML cells, we generated a mouse AML model in which green fluorescent protein (GFP) is expressed under the control of a region of the NS promoter (NS-GFP). In AML cells, NS-GFP levels were correlated with endogenous NS mRNA. AML cells with the highest expression of NS-GFP were very immature blast-like cells, efficiently formed leukaemia colonies in vitro, and exhibited the highest leukaemia-initiating capacity in vivo. Gene expression profiling analysis revealed that cell cycle regulators and nucleotide metabolism-related genes were highly enriched in a gene set associated with leukaemia-initiating capacity that we termed the 'leukaemia stem cell gene signature'. This gene signature stratified human AML patients into distinct clusters that reflected prognosis, demonstrating that the mouse leukaemia stem cell gene signature is significantly associated with the malignant properties of human AML. Further analyses of gene regulation in leukaemia stem cells could provide novel insights into diagnostic and therapeutic approaches to AML.


Assuntos
Proteínas de Ligação ao GTP/genética , Predisposição Genética para Doença/genética , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/patologia , Células-Tronco Neoplásicas/metabolismo , Células-Tronco Neoplásicas/patologia , Proteínas Nucleares/genética , Regiões Promotoras Genéticas/genética , Animais , Transformação Celular Neoplásica/metabolismo , Transformação Celular Neoplásica/patologia , Marcadores Genéticos/genética , Humanos , Camundongos , Camundongos Transgênicos , Prognóstico
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