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You C, Ren J, Cheng L, Peng C, Lu P, Guo K, Zhong F, Wang J, Gao X, Cao J, Liu H, Liu T. Development and validation of a machine learning-based postoperative prognostic model for plasma cell neoplasia with spinal lesions as initial clinical manifestations: a single-center cohort study. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2024:10.1007/s00586-024-08223-8. [PMID: 38584243 DOI: 10.1007/s00586-024-08223-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 02/13/2024] [Accepted: 03/07/2024] [Indexed: 04/09/2024]
Abstract
BACKGROUND Spinal multiple myeloma (MM) and solitary plasmacytoma of bone (SPB), both plasma cell neoplasms, greatly affect patients' quality of life due to spinal involvement. Accurate prediction of surgical outcomes is crucial for personalized patient care, but systematic treatment guidelines and predictive models are lacking. OBJECTIVE This study aimed to develop and validate a machine learning (ML)-based model to predict postoperative outcomes and identify prognostic factors for patients with spinal MM and SPB. METHODS A retrospective analysis was conducted on patients diagnosed with MM or SPB from 2011 to 2015, followed by prospective data collection from 2016 to 2017. Patient demographics, tumor characteristics, clinical treatments, and laboratory results were analyzed as input features. Four types of ML algorithms were employed for model development. The performance was assessed using discrimination and calibration measures, and the Shapley Additive exPlanations (SHAP) method was applied for model interpretation. RESULTS A total of 169 patients were included, with 119 for model training and 50 for validation. The Gaussian Naïve Bayes (GNB) model exhibited superior predictive accuracy and stability. Prospective validation on the 50 patients revealed an area under the curve (AUC) of 0.863, effectively distinguishing between 5-year survivors and non-survivors. Key prognostic factors identified included International Staging System (ISS) stage, Durie-Salmon (DS) stage, targeted therapy, and age. CONCLUSIONS The GNB model has the best performance and high reliability in predicting postoperative outcomes. Variables such as ISS stage and DS stage were significant in influencing patient prognosis. This study enhances the ability to identify patients at risk of poor outcomes, thereby aiding clinical decision-making.
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Affiliation(s)
- Chaoqun You
- Department of Joint Surgery, Affiliated Hospital of Shandong Second Medical University, School of Clinical Medicine, Shandong Second Medical University, Weifang, 261061, China
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China
| | - Jiaji Ren
- Department of Joint Surgery, Affiliated Hospital of Shandong Second Medical University, School of Clinical Medicine, Shandong Second Medical University, Weifang, 261061, China
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China
| | - Linfei Cheng
- Department of Joint Surgery, Affiliated Hospital of Shandong Second Medical University, School of Clinical Medicine, Shandong Second Medical University, Weifang, 261061, China
- School of Medicine, Anhui University of Science and Technology, No.168 Taifeng Road, Huainan, 232001, China
| | - Cheng Peng
- Department of Joint Surgery, Affiliated Hospital of Shandong Second Medical University, School of Clinical Medicine, Shandong Second Medical University, Weifang, 261061, China
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China
| | - Peng Lu
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, 200003, China
| | - Kai Guo
- Department of Orthopedics, Putuo Hospital, Shanghai University of Traditional Chinese Medicine, No. 164 Lanxi Road, Shanghai, 200062, China
| | - Fulong Zhong
- Department of Joint Surgery, Affiliated Hospital of Shandong Second Medical University, School of Clinical Medicine, Shandong Second Medical University, Weifang, 261061, China
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China
| | - Jing Wang
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China
| | - Xin Gao
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China
| | - Jiashi Cao
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China.
- Department of Orthopedics, No. 455 Hospital of the Chinese People's Liberation Army, The Navy Medical University, No. 338 Huaihai West Road, Shanghai, 200052, China.
| | - Huancai Liu
- Department of Joint Surgery, Affiliated Hospital of Shandong Second Medical University, School of Clinical Medicine, Shandong Second Medical University, Weifang, 261061, China.
| | - Tielong Liu
- Department of Joint Surgery, Affiliated Hospital of Shandong Second Medical University, School of Clinical Medicine, Shandong Second Medical University, Weifang, 261061, China.
- Department of Orthopaedic Oncology, Changzheng Hospital of the Navy Medical University, No. 415 Fengyang Road, Shanghai, 200003, China.
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Zinc oxide nanoparticles induce human multiple myeloma cell death via reactive oxygen species and Cyt-C/Apaf-1/Caspase-9/Caspase-3 signaling pathway in vitro. Biomed Pharmacother 2019; 122:109712. [PMID: 31918281 DOI: 10.1016/j.biopha.2019.109712] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 11/11/2019] [Accepted: 11/25/2019] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Human multiple myeloma (MM) is a malignant and incurable B cell tumor. Zinc oxide nanoparticles (ZnO NPs) have been widely used in biomedical fields including anti-bacterial and anti-tumor. However, the influence of ZnO NPs on MM cells is still unclear. The present study aimed to investigate the effect of ZnO NPs on MM cell (a human myeloma-derived RPMI8226 cell line) death in vitro and the underlying mechanism. METHODS The morphology of ZnO NPs was characterized by transmission electron microscopy (TEM), and the inhibitory and apoptotic effect of ZnO NPs on human MM cells was monitored by a CCK-8 method and an Annexin V-FITC/PI assay. Meanwhile, the morphological change in the cells after exposure to ZnO NPs was observed by a light field microscope. Moreover, the effects of ZnO NPs on the ATP level, reactive oxygen species (ROS) generation, and apoptosis were separately explored by the DCFH-DA fluorescent probe, flow cytometry, and ATP bioluminescence assay. Moreover, the expression of cytochrome C (Cyt-C), Apaf-1, Caspase-9 and Caspase-3 at mRNA and protein levels was further determined by using quantitative PCR (Q-PCR) and western blotting. In the present study, the human peripheral blood mononuclear cells (PBMCs) were used as normal control samples for the relevant experiment. RESULTS The results indicated that ZnO NPs could significantly inhibit human MM cell proliferation and cell death in a time- and dose-dependent manner in vitro, and this outcome can be confirmed by cell morphology and apoptosis assay. Meanwhile, the results also showed that ZnO NPs could effectively increase ROS production and decrease ATP levels in human MM cells. ZnO NPs could also significantly elevate the expression of Cyt-C, Apaf-1, Caspase-9 and Caspase-3 at mRNA and protein levels, leading to cell death. By contrast, ZnO NPs showed little cytotoxic influence on PBMCs. CONCLUSION ZnO NPs can significantly induce human MM cell death in a time- and dose-dependent manner in vitro, decrease the ATP production and enhance the ROS generation. ZnO NPs can also increase Cyt-C, Apaf-1, Caspase-9 and Caspase-3 expression at mRNA and protein levels in human MM cells, and initiate MM cell apoptosis, indicating that Cyt-C, Apaf-1, Caspase-9 and Caspase-3 play crucial roles in ZnO NPs-induced, mitochondria-mediated apoptosis in human MM cells. Overall, ZnO NPs may be a potential agent in treating human multiple myeloma in clinical practice.
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Gao Y, Fang P, Li WJ, Zhang J, Wang GP, Jiang DF, Chen FP. LncRNA NEAT1 sponges miR-214 to regulate M2 macrophage polarization by regulation of B7-H3 in multiple myeloma. Mol Immunol 2019; 117:20-28. [PMID: 31731055 DOI: 10.1016/j.molimm.2019.10.026] [Citation(s) in RCA: 76] [Impact Index Per Article: 15.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Revised: 10/30/2019] [Accepted: 10/30/2019] [Indexed: 12/24/2022]
Abstract
BACKGROUND LncRNA NEAT1 was associated with the tumorigenesis of multiple myeloma (MM). However, the mechanisms of M2 macrophage polarization involved with NEAT1 in MM are still unknown. METHODS Bone marrow samples, multiple myeloma cells RPMI 8226 and monocyte cell line THP-1 were used in this study. The expression of NEAT1 and miR-214 was modified by transfection with the shNEAT1 or miR-214 inhibitor. The expression of NEAT1, miR-214 and B7-H3 in MM patient tissues and cells was analyzed by RT-qPCR. ELISA assay was used to determine the release of B7-H3 in the supernatant of cell culture. The patient survival curve was analyzed using Kaplan-Meier method. The macrophage polarization markers were examined by RT-qPCR and western blotting. The interaction between NEAT1, miR-214 and B7-H3 was analyzed by Dual-Luciferase reporter and RIP assays. AG490 was used to block the JAK2/STAT3 signaling. Co-culture of THP-1 and RPMI 8226 cells was used for macrophage polarization. RESULTS NEAT1 and B7-H3 were up-regulated, but miR-214 was obviously down-regulated in MM patients. B7-H3, NEAT1 and miR-214 were associated with overall survival time of MM patients. NEAT1 silencing induced miR-214 and inhibited the expression and release of B7-H3 and then suppressed M2 macrophage polarization via inhibiting the JAK2/STAT3 signaling. NEAT1 directly targeted miR-214, and miR-214 directly bound to B7-H3. MiR-214 inhibitor reversed the down-regulation and release of B7-H3 and M2 macrophage polarization caused by shNEAT1. The specific JAK2/STAT3 signaling inhibitor AG490 abrogated M2 macrophage polarization. CONCLUSION NEAT1 promoted M2 macrophage polarization by sponging miR-214 and then regulating B7-H3, thus accelerating MM progression via the JAK2/STAT3 signaling pathway. Our study revealed novel mechanisms of M2 macrophage polarization and provided new potential clinical therapeutic targets for MM.
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Affiliation(s)
- Yin Gao
- Department of Hematology, Xiangya Hospital, Central South University, Changsha 410008, Hunan Province, P.R. China
| | - Peng Fang
- Department of Hematology, Xiangya Hospital, Central South University, Changsha 410008, Hunan Province, P.R. China
| | - Wen-Jin Li
- Department of Hematology, JiangXi PingXiang People's Hospital, Pingxiang 337000, Jiangxi Province, P.R. China
| | - Jian Zhang
- Department of Hematology, The Third Xiangya Hospital, Central South University, Changsha 410003, Hunan Province, P.R. China
| | - Guang-Ping Wang
- Department of Hematology, Xiangya Hospital, Central South University, Changsha 410008, Hunan Province, P.R. China
| | - Duan-Feng Jiang
- Department of Hematology, The Third Xiangya Hospital, Central South University, Changsha 410003, Hunan Province, P.R. China
| | - Fang-Ping Chen
- Department of Hematology, Xiangya Hospital, Central South University, Changsha 410008, Hunan Province, P.R. China; Department of Hematology, The Third Xiangya Hospital, Central South University, Changsha 410003, Hunan Province, P.R. China.
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Ailawadhi S, Parikh K, Abouzaid S, Zhou Z, Tang W, Clancy Z, Cheung C, Zhou ZY, Xie J. Racial disparities in treatment patterns and outcomes among patients with multiple myeloma: a SEER-Medicare analysis. Blood Adv 2019; 3:2986-2994. [PMID: 31648322 PMCID: PMC6849958 DOI: 10.1182/bloodadvances.2019000308] [Citation(s) in RCA: 77] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2019] [Accepted: 07/26/2019] [Indexed: 01/18/2023] Open
Abstract
The objective of the study was to assess racial disparities in the treatment and outcomes among white, African American, and Hispanic patients with multiple myeloma (MM). Patients with an MM diagnosis from the Surveillance Epidemiology and End Results (SEER)-Medicare (2007-2013) database were included. Continuous Medicare enrollment for 6 months before (baseline) and after MM diagnosis was required unless death occurred. Time from MM diagnosis to novel therapy initiation and autologous stem cell transplant (ASCT), overall survival (OS), and MM-specific survival (MSS) was evaluated. Unadjusted and multivariable regressions compared African Americans and Hispanics vs whites. Trends of novel therapy and ASCT use across MM diagnosis years were assessed using linear regression models. The study included 3504 whites, 858 African Americans, and 468 Hispanics. African Americans and Hispanics had a longer time from MM diagnosis to novel therapy initiation vs whites (median: 5.2 and 4.6 vs 2.7 months, respectively). All cohorts had an increasing trend of novel therapy initiation within 6 months of MM diagnosis, particularly whites (all P < .05). Median MSS was significantly longer for African Americans (5.4 years) than whites (4.5 years; P < .05), and was comparable for Hispanics and whites. Median OS was similar overall (2.6-2.8 years). ASCT rate within 1 year of MM diagnosis rose among whites and African Americans (P < .05), but not Hispanics, who were less likely to receive ASCT vs whites. Significant variations in novel therapy and ASCT use were observed among different racial/ethnic groups with MM. Although OS was similar, both African Americans and Hispanics may not be fully benefitting from the introduction of novel therapies, as they receive them later than whites.
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Lee EM, Kim B. Clinical significance of trabecular bone score for prediction of pathologic fracture risk in patients with multiple myeloma. Osteoporos Sarcopenia 2019; 4:73-76. [PMID: 30775546 PMCID: PMC6362949 DOI: 10.1016/j.afos.2018.05.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Revised: 05/16/2018] [Accepted: 05/28/2018] [Indexed: 12/16/2022] Open
Abstract
Objectives Osteolytic bone lesions are common complications in multiple myeloma (MM), and can have an impact on quality of life due to the risk of fractures. Trabecular bone score (TBS) is a novel texture index derived from dual energy x-ray absorptiometry (DXA) of lumbar spine (LS) images that provides information about bone microarchitecture. The aim of this study was to evaluate whether TBS is useful in predicting bone fractures in MM patients. Methods TBS was calculated retrospectively from existing DXA images of the LS, in 20 patients with newly diagnosed MM. We analyzed the development of fractures in these patients. Results The median age of the patients was 66 years (range, 49–77 years). Osteolytic bone lesions were observed in 18 patients (90%) at the time of diagnosis. The median duration of follow-up was 40.0 months (95% confidence interval [CI], 33.2–46.2), 6 fracture events (long-bone fractures in 5 events, vertebral fracture in 1) occurred in 5 patients (25%). There were no significant differences between patients who experienced new onset fractures and patients who did not for all TBSs and T-scores, although the fracture group had lower levels than the no fracture group. However, among TBSs of individual LSs, only L2 showed significantly lower scores in patients who developed fractures (1.135 ± 0.085 [95% CI, 1.030–1.241] vs. 1.243 ± 0.169 [95% CI, 1.149–1.336], P = 0.032). Conclusions TBS of the LS in MM patients may be helpful in predicting development of fractures; however, further investigation is needed.
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Affiliation(s)
| | - Bukyung Kim
- Corresponding author. Department of Internal Medicine, Kosin University College of Medicine, 262 Gamcheon-ro, Seo-gu, Busan, 49267, Korea.
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Shekarriz R, Janbabaei G, Abedian Kenari S. Prognostic Value of IL-10 and Its Relationship with Disease Stage in Iranian Patients with Multiple Myeloma. Asian Pac J Cancer Prev 2018; 19:27-32. [PMID: 29373876 PMCID: PMC5844629 DOI: 10.22034/apjcp.2018.19.1.27] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Background: Several studies have demonstrated roles of interleukins in the pathogenesis of multiple myeloma (MM). Objective: Here we considered correlations among serum levels of IL-10, stage of disease and clinical laboratory disease markers in Iranian MM patients to investigate whether the interleukin might have prognostic significance. Materials and Methods: In this cross-sectional study, a total of 60 subjects (40 patients and 20 controls) were recruited. After preliminary laboratory tests, disease stage was evaluated and serum levels of IL-10 were measured using an enzyme-linked immunosorbent assay (ELISA). Results: The mean concentration of serum IL-10 in patients (2.39±0.82 ng/ml) was significantly higher (p<0.0001) than that in healthy controls (0.34±0.15 ng/ml). A positive and significant correlation (p<0.0001) was observed with the disease stage. The highest plasma cell proportions were recorded for MM stage III patients (68.8±9.21%), differing significantly from those of stage I patients (50.0±10.0%; p=0.011). The Beta-2 microglobulin value in stage III patients (7.7±1.13mg/l) was significantly higher than in those with stage II (4.31±0.64 mg/l; p<0.0001) and stage I (2.8±0.4 mg/l; p<0.0001). There was also a positive and significant correlation (p=0.002) between IL-10 levels and B2M. A trend (p=0.06) for positive correlation was observed between IL-10 levels and plasma cells. Conclusions: The correlation of IL-10 with disease stage and markers of disease activity indicates important roles in MM pathogenesis and progression. Therefore, measurement of serum IL-10 might be helpful for predicting stage and clinical management of MM.
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Affiliation(s)
- Ramin Shekarriz
- Department of Hematology and Oncology, Gastrointestinal Cancer Research Center, Mazandaran University of medical sciences, Sari, Iran.
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Lv H, Wu X, Ma G, Sun L, Meng J, Song X, Zhang J. An integrated bioinformatical analysis of miR-19a target genes in multiple myeloma. Exp Ther Med 2017; 14:4711-4720. [PMID: 29201171 PMCID: PMC5704339 DOI: 10.3892/etm.2017.5173] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Accepted: 05/19/2017] [Indexed: 12/20/2022] Open
Abstract
MicroRNA (miR)-19a, as an oncomiR, has been studied in several types of cancer; however, its role in the development and progression of multiple myeloma (MM) remains unclear. The present study used a bioinformatics approach to investigate the involvement of miR-19a in MM. miR-19a targets were predicted using target prediction programs, followed by screening for differentially expressed genes in MM. The function of these genes was then annotated using gene ontology term enrichment, signaling pathway enrichment and protein-protein interaction (PPI) analysis. In addition, natural language processing (NLP) was performed to identify genes associated with MM. A total of 715 putative targets of miR-19a were identified in the present study, of which 40 were experimentally validated. A total of 121 genes were identified to be differentially expressed in MM, including 80 upregulated genes and 41 downregulated genes. Among the differentially expressed genes, ras homolog family member B, clathrin heavy chain, prosaposin and protein phosphatase 6 regulatory subunit 2 were predicted target genes of miR-19a. The results of NLP revealed that 2 of the differentially expressed genes, Y-box binding protein 1 and TP53 regulated inhibitor of apoptosis 1, were reported to be associated with MM. In addition, 41 target genes of miR-19a were identified to be associated with the development and progression of MM. These results may aid in understanding the molecular mechanisms of miR-19a in the development and progression of MM. In addition, the results of the present study indicate that targets genes of miR-19a are potential candidate biomarkers for MM.
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Affiliation(s)
- Hongyan Lv
- Department of Hematology, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei 050051, P.R. China
| | - Xianda Wu
- Department of Hematology, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei 050051, P.R. China
| | - Guiru Ma
- Department of Hematology, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei 050051, P.R. China
| | - Lixia Sun
- Department of Hematology, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei 050051, P.R. China
| | - Jianbo Meng
- Department of Hematology, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei 050051, P.R. China
| | - Xiaoning Song
- Department of Hematology, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei 050051, P.R. China
| | - Jinqiao Zhang
- Department of Hematology, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei 050051, P.R. China
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Borggrefe J, Giravent S, Thomsen F, Peña J, Campbell G, Wulff A, Günther A, Heller M, Glüer CC. Association of QCT Bone Mineral Density and Bone Structure With Vertebral Fractures in Patients With Multiple Myeloma. J Bone Miner Res 2015; 30:1329-37. [PMID: 25545497 DOI: 10.1002/jbmr.2443] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2014] [Revised: 09/08/2014] [Accepted: 09/16/2014] [Indexed: 02/04/2023]
Abstract
Computed tomography (CT) is used for staging osteolytic lesions and detecting fractures in patients with multiple myeloma (MM). In the OsteoLysis of Metastases and Plasmacell-infiltration Computed Tomography 2 study (OLyMP-CT) study we investigated whether patients with and without vertebral fractures show differences in bone mineral density (BMD) or microstructure that could be used to identify patients at risk for fracture. We evaluated whole-body CT scans in a group of 104 MM patients without visible osteolytic lesions using an underlying lightweight calibration phantom (Image Analysis Inc., Columbia, KY, USA). QCT software (StructuralInsight) was used for the assessment of BMD and bone structure of the T11 or T12 vertebral body. Age-adjusted standardized odds ratios (sORs) per SD change were derived from logistic regression analyses, and areas under the receiver operating characteristics (ROC) curve (AUCs) analyses were calculated. Forty-six of the 104 patients had prevalent vertebral fractures (24/60 men, 22/44 women). Patients with fractures were not significantly older than patients without fractures (mean ± SD, 64 ± 9.2 versus 62 ± 12.3 years; p = 0.4). Trabecular BMD in patients with fractures versus without fractures was 169 ± 41 versus 192 ± 51 mg/cc (AUC = 0.62 ± 0.06, sOR = 1.6 [1.1 to 2.5], p = 0.02). Microstructural variables achieved optimal discriminatory power at bone thresholds of 150 mg/cc. Best fracture discrimination for single microstructural variables was observed for trabecular separation (Tb.Sp) (AUC = 0.72 ± 0.05, sOR = 2.4 (1.5 to 3.9), p < 0.0001). In multivariate models AUCs improved to 0.77 ± 0.05 for BMD and Tb.Sp, and 0.79 ± 0.05 for Tb.Sp and trabecular thickness (Tb.Th). Compared to BMD values, these improvements of AUC values were statistically significant (p < 0.0001). In MM patients, QCT-based analyses of bone structure derived from routine CT scans permit discrimination of patients with and without vertebral fractures. Rarefaction of the trabecular network due to plasma cell infiltration and osteoporosis can be measured. Deterioration of microstructural measures appear to be of value for vertebral fracture risk assessment and may indicate early stages of osteolytic processes not yet visible.
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Affiliation(s)
- Jan Borggrefe
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany.,Institute for Diagnostic and Interventional Radiology, University-Clinics Cologne, Cologne, Germany
| | - Sarah Giravent
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany
| | - Felix Thomsen
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany.,Department of Engineering, National University of the South, Bahia Blanca, Argentina
| | - Jaime Peña
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany
| | - Graeme Campbell
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany
| | - Asmus Wulff
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany
| | - Andreas Günther
- Section for Immun- and Stemcell- Therapy, Department of Inner Medicine, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany
| | - Martin Heller
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany
| | - Claus C Glüer
- Section for Biomedical Imaging, Department of Radiology and Neuroradiology, University-Clinics Schleswig Holstein, Campus Kiel, Kiel, Germany
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Killing multiple myeloma cells with the small molecule 3-bromopyruvate: implications for therapy. Anticancer Drugs 2015; 25:673-82. [PMID: 24557015 DOI: 10.1097/cad.0000000000000094] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
The small molecule 3-bromopyruvate (3-BP), which has emerged recently as the first member of a new class of potent anticancer agents, was tested for its capacity to kill multiple myeloma (MM) cancer cells. Human MM cells (RPMI 8226) begin to lose viability significantly within 8 h of incubation in the presence of 3-BP. The Km (0.3 mmol/l) for intracellular accumulation of 3-BP in MM cells is 24 times lower than that in control cells (7.2 mmol/l). Therefore, the uptake of 3-BP by MM cells is significantly higher than that by peripheral blood mononuclear cells. Further, the IC50 values for human MM cells and control peripheral blood mononuclear cells are 24 and 58 µmol/l, respectively. Therefore, specificity and selectivity of 3-BP toward MM cancer cells are evident on the basis of the above. In MM cells the transcription levels of the gene encoding the monocarboxylate transporter MCT1 is significantly amplified compared with control cells. The level of intracellular ATP in MM cells decreases by over 90% within 1 h after addition of 100 µmol/l 3-BP. The cytotoxicity of 3-BP, exemplified by a marked decrease in viability of MM cells, is potentiated by the inhibitor of glutathione synthesis buthionine sulfoximine. In addition, the lack of mutagenicity and its superior capacity relative to Glivec to kill MM cancer cells are presented in this study.
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Abstract
Proteasome (PS) is a sophisticated protein degradation machinery comprising a 20S proteolytic core particle provided with caspase-like, trypsin-like and chymotrypsin-like activities on ubiquitinilated proteins. The products of this selective, complex, controlled and strictly coordinated system play a crucial role in cell cycle progression and apoptosis; activation of transcription factors, cytokines and chemokines; degradation and generation of MHC class I-presented peptides. PS has recently emerged as a promising drug target in cancer therapy, and bortezomib has been approved for refractory multiple myeloma. PS proteolysis is crucial for the degradation of the inhibitory protein IkB of nuclear factor kB (NF-kB), and hence, an interesting field of research has been developed on possible benefits of drugs with anti-PS activity in disease conditions with hyper-expression of NF-kB. PS inhibitors are being adopted in pilot studies in antibody-mediated renal rejection and in AL amyloidosis, with increasing scientific interest in possible applications in lupus, IgA nephropathy, idiopathic nephrotic syndrome and renal fibrosis. The most often used PS inhibitor, bortezomib, has a severe peripheral neurotoxicity, and the search for effective and less toxic PS-targeted drugs is a challenging area also in nephrology.
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Affiliation(s)
- Rosanna Coppo
- Nephrology, Dialysis and Transplantation Unit, City of Health and Science of Turin, Regina Margherita University Children's Hospital, Turin, Italy
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Gao M, Yang G, Tompkins VS, Gao L, Wu X, Tao Y, Hu X, Hou J, Han Y, Xu H, Zhan F, Shi J. Early versus deferred treatment for smoldering multiple myeloma: a meta-analysis of randomized, controlled trials. PLoS One 2014; 9:e109758. [PMID: 25279718 PMCID: PMC4184905 DOI: 10.1371/journal.pone.0109758] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2014] [Accepted: 09/04/2014] [Indexed: 11/19/2022] Open
Abstract
Purpose Whether patients with smoldering multiple myeloma (SMM) needed to receive early interventional treatment remains controversial. Herein, we conducted a meta-analysis comparing the efficacy and safety of early treatment over deferred treatment for patients with SMM. Methods MEDLINE and Cochrane Library were searched to May 2014 for randomized controlled trials (RCTs) that assessed the effect of early treatment over deferred treatment. Primary outcome measure was mortality, and secondary outcome measures were progression, response rate, and adverse events. Results Overall, 5 trials including 449 patients were identified. There was a markedly reduced risk of disease progression with early treatment (Odds Ratio [OR] = 0.13, 95% confidence interval [CI] = 0.07 to 0.24). There were no significant differences in mortality and response rate (OR = 0.85, 95% CI = 0.45 to 1.60, and OR = 0.63, 95% CI = 0.32 to 1.23, respectively). More patients in the early treatment arm experienced gastrointestinal toxicities (OR = 10.02, 95%CI = 4.32 to 23.23), constipation (OR = 8.58, 95%CI = 3.20 to 23.00) and fatigue or asthenia (OR = 2.72, 95%CI = 1.30 to 5.67). No significant differences were seen with the development of acute leukemia (OR = 2.80, 95%CI = 0.42 to 18.81), hematologic cancer (OR = 2.07, 95%CI = 0.43 to 10.01), second primary tumors (OR = 3.45, 95%CI = 0.81 to 14.68), nor vertebral compression (OR = 0.18, 95%CI = 0.02 to 1.59). Conclusions Early treatment delayed disease progression but increased the risk of gastrointestinal toxicities, constipation and fatigue or asthenia. The differences on vertebral compression, acute leukemia, hematological cancer and second primary tumors were not statistically significant. Based on the current evidence, early treatment didn’t significantly affect mortality and response rate. However, further much larger trials were needed to provide more evidence.
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Affiliation(s)
- Minjie Gao
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Guang Yang
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Van S. Tompkins
- Department of Pathology, University of Iowa Carver College of Medicine, Iowa City, Iowa, United States of America
| | - Lu Gao
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xiaosong Wu
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Yi Tao
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xiaojing Hu
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Jun Hou
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Ying Han
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Hongwei Xu
- Department of Internal Medicine, University of Iowa Carver College of Medicine, Iowa City, Iowa, United States of America
| | - Fenghuang Zhan
- Department of Internal Medicine, University of Iowa Carver College of Medicine, Iowa City, Iowa, United States of America
- * E-mail: (JMS); (FHZ)
| | - Jumei Shi
- Department of Hematology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
- * E-mail: (JMS); (FHZ)
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12
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Dotterweich J, Ebert R, Kraus S, Tower RJ, Jakob F, Schütze N. Mesenchymal stem cell contact promotes CCN1 splicing and transcription in myeloma cells. Cell Commun Signal 2014; 12:36. [PMID: 24965524 PMCID: PMC4081546 DOI: 10.1186/1478-811x-12-36] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2014] [Accepted: 06/06/2014] [Indexed: 12/31/2022] Open
Abstract
CCN family member 1 (CCN1), also known as cysteine-rich angiogenic inducer 61 (CYR61), belongs to the extracellular matrix-associated CCN protein family. The diverse functions of these proteins include regulation of cell migration, adhesion, proliferation, differentiation and survival/apoptosis, induction of angiogenesis and cellular senescence. Their functions are partly overlapping, largely non-redundant, cell-type specific, and depend on the local microenvironment. To elucidate the role of CCN1 in the crosstalk between stromal cells and myeloma cells, we performed co-culture experiments with primary mesenchymal stem cells (MSC) and the interleukin-6 (IL-6)-dependent myeloma cell line INA-6. Here we show that INA-6 cells display increased transcription and induction of splicing of intron-retaining CCN1 pre-mRNA when cultured in contact with MSC. Protein analyses confirmed that INA-6 cells co-cultured with MSC show increased levels of CCN1 protein consistent with the existence of a pre-mature stop codon in intron 1 that abolishes translation of unspliced mRNA. Addition of recombinant CCN1-Fc protein to INA-6 cells was also found to induce splicing of CCN1 pre-mRNA in a concentration-dependent manner. Only full length CCN1-Fc was able to induce mRNA splicing of all introns, whereas truncated recombinant isoforms lacking domain 4 failed to induce intron splicing. Blocking RGD-dependent integrins on INA-6 cells resulted in an inhibition of these splicing events. These findings expand knowledge on splicing of the proangiogenic, matricellular factor CCN1 in the tumor microenvironment. We propose that contact with MSC-derived CCN1 leads to splicing and enhanced transcription of CCN1 which further contributes to the translation of angiogenic factor CCN1 in myeloma cells, supporting tumor viability and myeloma bone disease.
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Affiliation(s)
| | | | | | | | | | - Norbert Schütze
- Orthopedic Center for Musculoskeletal Research, Orthopedic Department, University of Würzburg, Brettreichstrasse 11, 97074 Würzburg, Germany.
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Neuzillet Y, van Rhijn BWG, Prigoda NL, Bapat B, Liu L, Bostrom PJ, Fleshner NE, Gallie BL, Zlotta AR, Jewett MAS, van der Kwast TH. FGFR3 mutations, but not FGFR3 expression and FGFR3 copy-number variations, are associated with favourable non-muscle invasive bladder cancer. Virchows Arch 2014; 465:207-13. [PMID: 24880661 DOI: 10.1007/s00428-014-1596-4] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2014] [Revised: 04/26/2014] [Accepted: 05/22/2014] [Indexed: 11/29/2022]
Abstract
The fibroblast growth factor receptor 3 (FGFR3) is a tyrosine kinase receptor frequently activated by point mutations in bladder cancer (BC). These mutations are associated with genetically stable, Ta and low-grade BC, representing the favourable BC pathway. Conversely, FGFR3 over-expression was recently found in 40 % of muscle invasive BC. We examined FGFR3 mutation status and protein expression in patients originally diagnosed as T1. We also investigated copy-number variations in FGFR3 as a possible alternative mechanism to activate FGFR3. We included 84 patients with T1 BC as their initial diagnosis. A uropathologist reviewed the slides for grade and (sub)stage. The FGFR3 mutation status was examined by PCR-SNaPshot and FGFR3 protein expression by standard immuno-histochemistry (FGFR3-B9). Copy-number status was determined in 69/84 cases with nine probes covering nine exons of the FGFR3 gene (MLPA). Of 27 BC with FGFR3 mutations, 26 (96 %) showed FGFR3 over-expression. Of the 57 wild-type BC, 27 (47 %) BC showed over-expression. Pathological parameters significantly differed (p < 0.01) between mutant and wild-type tumours with the FGFR3 mutation pointing to more favourable BC. However, if the BC exhibited wild-type FGFR3, FGFR3 protein status had no influence on grade and (sub)stage. We found six tumours with more than or equal to three copies of FGFR3. Only 1 of 22 wild-type tumours with over-expression of FGFR3 had more than or equal to three gene copies. In initially diagnosed T1 BC, only the FGFR3 mutation was significantly associated with favourable BC disease characteristics. In addition to almost all FGFR3 mutant BC, 47 % of wild-type BC displayed FGFR3 over-expression, suggesting an alternative mechanism to activate FGFR3. Increased FGFR3 copy number was a rare event and did not account for this mechanism. Nevertheless, FGFR3 wild-type tumours with over-expression of the protein may still represent a subset that might potentially benefit from FGFR3-targeted therapy.
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Affiliation(s)
- Yann Neuzillet
- Department of Surgical Oncology (Urology), The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX, Amsterdam, The Netherlands
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14
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Wang X, Cao X. Regulation of metastasis of pediatric multiple myeloma by MMP13. Tumour Biol 2014; 35:8715-20. [PMID: 24870599 DOI: 10.1007/s13277-014-2147-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2014] [Accepted: 05/22/2014] [Indexed: 02/02/2023] Open
Abstract
The molecular mechanism underlying metastasis of pediatric multiple myeloma (MM) remains elusive. Here, we showed that the levels of MMP13 are significantly higher in MM from young patients than those from adult patients. Moreover, a strong correlation of the MMP13 and phosphorylated fibroblast growth factor receptor 4 (FGFR4) levels was detected in MM from young patients. To prove a causal link between activation of fibroblast growth factor receptors (FGFR) signaling pathway and MMP13 expression, we used a human MM line, RPMI-8226 (8226), to study the underlying molecular basis. We found that FGF1-induced FGFR4 phosphorylation in 8,226 cells resulted in significant activation of MMP13, and consequently, an increase in cancer invasiveness. FGFR4 inhibition in 8,226 cells abolished FGF1-stimulated MMP13 expression, suggesting that activation of FGFR signaling pathway in MM may promote cancer metastasis by inducing MMP13 expression. To define the signaling cascades downstream of FGFR4 activation for MMP13 activation, we applied specific inhibitors for PI3K, Jun N-terminal kinase (JNK), and ERK/MAPK, respectively, to the FGF1-stimulated 8,226 cells. We found that only inhibition of ERK1/2 significantly decreased the activation of MMP13 in response to FGF stimulation, suggesting that activation of FGFR signaling may activate ERK/MAPK, rather than JNK or PI3K pathway to activate MMP13 expression in 8,226 cells. Our study thus highlights FGFR4 signaling pathway and MMP13 as novel therapeutic targets for MM.
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Affiliation(s)
- Xiaoru Wang
- Department of Pediatrics, Provincial Hospital affiliated to Shandong University, 324 Jingwu Road, Jinan, Shandong, 250021, China,
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15
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Ocio EM, Mitsiades CS, Orlowski RZ, Anderson KC. Future agents and treatment directions in multiple myeloma. Expert Rev Hematol 2014; 7:127-41. [PMID: 24350987 PMCID: PMC4157182 DOI: 10.1586/17474086.2014.858595] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
The development of bortezomib and immunomodulatory agents resulted in a revolution in the treatment of multiple myeloma (MM). Moreover, second-generation proteasome inhibitors (carfilzomib) and immunomodulatory agents (pomalidomide) have recently been approved. Nevertheless, the incurability of this disease requires other drugs with different mechanisms of action to either prolong the survival of patients refractory to current therapies, or achieve cure. Active research has been done exploring the pathogenesis of MM and searching for novel, druggable targets. In this regard, some of these novel agents seem promising, such as monoclonal antibodies (anti-CD38 - daratumumab or anti-CS1 - elotuzumab) or the kinesin protein inhibitor Arry-520. Other agents under investigation are kinase inhibitors, signaling pathways inhibitors or deacetylase inhibitors. With so many novel agents under investigation, future therapy in MM will probably involve the combined use of the already approved drugs with some of those newly discovered.
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Affiliation(s)
- Enrique M Ocio
- Department of Hematology, University Hospital of Salamanca-IBSAL, IBMCC (USAL-CSIC),University Hospital & Cancer Research Center, P. San Vicente, 58-182, 37007 Salamanca, Spain
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16
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Feng X, Holmlund T, Zheng C, Fadeel B. Proapoptotic effects of the novel proteasome inhibitor b-AP15 on multiple myeloma cells and natural killer cells. Exp Hematol 2013; 42:172-82. [PMID: 24291587 DOI: 10.1016/j.exphem.2013.11.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2013] [Revised: 11/01/2013] [Accepted: 11/18/2013] [Indexed: 10/26/2022]
Abstract
The small molecule b-AP15 is a novel inhibitor of proteasome deubiquitination. Recent studies have shown that b-AP15 displays antitumor activity in several preclinical, solid tumor models. In this study, we show that b-AP15 triggers time- and dose-dependent apoptosis of the human multiple myeloma (MM) cell lines RPMI8226 and U266, as determined by phosphatidylserine exposure. Apoptosis was dependent on caspase activation and was partially dependent on cathepsin D. Furthermore, b-AP15 triggered processing of pro-caspase-3 and cleavage of poly (ADP-ribose) polymerase in MM cells. b-AP15 also induced caspase-independent apoptosis in primary human natural killer cells. We also demonstrate that b-AP15 induces activation of the mitochondrial apoptosis pathway in MM cells, with activation of the proapoptotic protein Bax and a pronounced loss of the mitochondrial transmembrane potential. The latter events, however, appeared largely independent of caspase activation. Our data suggest that proteasome deubiquitinase inhibitors may have potential for treatment of multiple myeloma patients.
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Affiliation(s)
- Xiaoli Feng
- Division of Molecular Toxicology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Teresa Holmlund
- Division of Molecular Toxicology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Chengyun Zheng
- Department of Hematology, The Second Hospital, Shandong University, Jinan, China; Childhood Cancer Research Unit, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Bengt Fadeel
- Division of Molecular Toxicology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden; Childhood Cancer Research Unit, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden.
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17
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Imaging and radioimmunotherapy of multiple myeloma with anti-idiotypic Nanobodies. Leukemia 2013; 28:444-7. [DOI: 10.1038/leu.2013.292] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Abstract
Maintenance of protein quality control is a critical function of the ubiquitin proteasome system (UPS). Evidence is rapidly mounting to link proteasome dysfunction with a multitude of cardiac diseases, including ischemia, reperfusion, atherosclerosis, hypertrophy, heart failure, and cardiomyopathies. Recent studies have demonstrated a remarkable level of complexity in the regulation of the UPS in the heart and suggest that our understanding of how UPS dysfunction might contribute to the pathophysiology of such a wide range of cardiac afflictions is still very limited. Whereas experimental systems, including animal models, are invaluable for exploring mechanisms and establishing pathogenicity of UPS dysfunction in cardiac disease, studies using human heart tissue provide a vital adjunct for establishing clinical relevance of experimental findings and promoting new hypotheses. Accordingly, this review will focus on UPS dysfunction in human dilated and hypertrophic cardiomyopathies and highlight areas rich for further study in this expanding field.
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Affiliation(s)
- Sharlene M Day
- Division of Cardiovascular Medicine, Department of Internal Medicine, University of Michigan Medical Center, Ann Arbor, MI, USA.
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