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Lv W, Li X, Xu J, Wang Y, Huang H, Hu F, Cui Y, Song Y, Chen L, Wu B, Liang Y. Prognosis of hepatitis B virus reactivation in newly diagnosed multiple myeloma in modern era therapy: a retrospective study. PeerJ 2024; 12:e18475. [PMID: 39498289 PMCID: PMC11533906 DOI: 10.7717/peerj.18475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2024] [Accepted: 10/16/2024] [Indexed: 11/07/2024] Open
Abstract
Studies on the prognosis of hepatitis B virus (HBV) reactivation following modern therapies for newly diagnosed MM (NDMM) are lacking. In this retrospective study, we aimed to assess the incidence, risk factors and prognosis of HBV reactivation in NDMM. A total of 33 of 355 patients with NDMM and HBV reactivation were included in this study. Multivariable analysis showed that hepatitis B surface antigen-positivity, hepatitis B core antibody-positivity, bortezomib-containing regimens, autologous stem cell transplantation, and gain of 1q21 were identified as independent risk factors of HBV reactivation in NDMM patients. The NDMM patients with HBV reactivation had poorer 3-year overall survival (OS) and progression-free survival (PFS) than did those without HBV reactivation, as confirmed by multivariate analysis. In conclusion, HBV reactivation in patients with NDMM constitutes a significant complication, correlating with reduced OS and PFS, and emerges as a potential adverse prognostic factor in the contemporary era of treatment.
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Affiliation(s)
- Weiran Lv
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Xiaojin Li
- Hematology, Faculty of Environmental Science and Engineering, Kunming University of Science and Technology, Kunming, China
| | - Jingbo Xu
- Hematology, The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Yun Wang
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Hanying Huang
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Fang Hu
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yingying Cui
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yuanbin Song
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Lezong Chen
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Bingyi Wu
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yang Liang
- Hematology, Sun Yat-sen University Cancer Center, Guangzhou, China
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Wang S, Wang S, Pan W, Yi Y, Lu J. Construct prognostic models of multiple myeloma with pathway information incorporated. PLoS Comput Biol 2024; 20:e1012444. [PMID: 39255326 DOI: 10.1371/journal.pcbi.1012444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Revised: 09/20/2024] [Accepted: 08/28/2024] [Indexed: 09/12/2024] Open
Abstract
Multiple myeloma (MM) is a hematological disease exhibiting aberrant clonal expansion of cancerous plasma cells in the bone marrow. The effects of treatments for MM vary between patients, highlighting the importance of developing prognostic models for informed therapeutic decision-making. Most previous models were constructed at the gene level, ignoring the fact that the dysfunction of the pathway is closely associated with disease development and progression. The present study considered two strategies that construct predictive models by taking pathway information into consideration: pathway score method and group lasso using pathway information. The former simply converted gene expression to sample-wise pathway scores for model fitting. We considered three methods for pathway score calculation (ssGSEA, GSVA, and z-scores) and 14 data sources providing pathway information. We implemented these methods in microarray data for MM (GSE136324) and obtained a candidate model with the best prediction performance in interval validation. The candidate model is further compared with the gene-based model and previously published models in two external data. We also investigated the effects of missing values on prediction. The results showed that group lasso incorporating Vax pathway information (Vax(grp)) was more competitive in prediction than the gene model in both internal and external validation. Immune information, including VAX pathways, seemed to be more predictive for MM. Vax(grp) also outperformed the previously published models. Moreover, the new model was more resistant to missing values, and the presence of missing values (<5%) would not evidently deteriorate its prediction accuracy using our missing data imputation method. In a nutshell, pathway-based models (using group lasso) were competitive alternatives to gene-based models for MM. These models were documented in an R package (https://github.com/ShuoStat/MMMs), where a missing data imputation method was also integrated to facilitate future validation.
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Affiliation(s)
- Shuo Wang
- Department of Spinal Surgery, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, China
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center-University of Freiburg, Freiburg, Germany
- Institute of Computation Biomedicine and Center for Infectiology, Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany
| | - ShanJin Wang
- Department of Spinal Surgery, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Wei Pan
- Department of Spinal Surgery, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, China
| | - YuYang Yi
- Department of Spinal Surgery, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Junyan Lu
- Institute of Computation Biomedicine and Center for Infectiology, Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany
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Mizuno S, Takami A, Takamatsu H, Hanamura I, Shimazu Y, Hangaishi A, Tsukada N, Kako S, Kikuchi T, Ota S, Shimizu H, Iida S, Yoshioka S, Sawa M, Fukuda T, Kanda Y, Atsuta Y, Kawamura K. Autologous hematopoietic cell transplantation for myeloma patients with hepatitis B virus or hepatitis C virus in the era of novel agents. Bone Marrow Transplant 2022; 57:846-848. [PMID: 35332303 DOI: 10.1038/s41409-022-01640-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 03/09/2022] [Accepted: 03/11/2022] [Indexed: 11/09/2022]
Affiliation(s)
- Shohei Mizuno
- Division of Hematology, Department of Internal Medicine, Aichi Medical University School of Medicine, Nagakute, Japan.
| | - Akiyoshi Takami
- Division of Hematology, Department of Internal Medicine, Aichi Medical University School of Medicine, Nagakute, Japan
| | - Hiroyuki Takamatsu
- Department of Hematology, Faculty of Medicine, Institute of Medical, Pharmaceutical and Health Sciences/ Faculty of Transdisciplinary Sciences, Institute of Transdisciplinary Sciences, Kanazawa University, Kanazawa, Japan
| | - Ichiro Hanamura
- Division of Hematology, Department of Internal Medicine, Aichi Medical University School of Medicine, Nagakute, Japan
| | - Yutaka Shimazu
- Department of Hematology, Kyoto University Hospital, Kyoto, Japan
| | - Akira Hangaishi
- Department of Hematology, National Center for Global Health and Medicine, Tokyo, Japan
| | - Nobuhiro Tsukada
- Division of Hematology, Japanese Red Cross Medical Center, Tokyo, Japan
| | - Shinichi Kako
- Division of Hematology, Jichi Medical University Saitama Medical Center, Saitama, Japan
| | - Taku Kikuchi
- Division of Hematology, Department of Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Shuichi Ota
- Department of Hematology, Sapporo Hokuyu Hospital, Sapporo, Japan
| | - Hiroaki Shimizu
- Hematology Division, Tokyo Metropolitan Cancer and Infectious Diseases Center, Komagome Hospital, Tokyo, Japan
| | - Shinsuke Iida
- Department of Hematology and Oncology, Nagoya City University Hospital, Nagoya, Japan
| | - Satoshi Yoshioka
- Department of Hematology, Kobe City Medical Center General Hospital, Kobe, Japan
| | - Masashi Sawa
- Department of Hematology and Oncology, Anjo Kosei Hospital, Anjo, Japan
| | - Takahiro Fukuda
- Hematopoietic Stem Cell Transplantation Division, National Cancer Center Hospital, Tokyo, Japan
| | - Yoshinobu Kanda
- Division of Hematology, Jichi Medical University Saitama Medical Center, Saitama, Japan.,Division of Hematology, Jichi Medical University, Shimotsuke, Japan
| | - Yoshiko Atsuta
- Japanese Data Center for Hematopoietic Cell Transplantation, Nagoya, Japan.,Department of Registry Science for Transplant and Cellular Therapy, Aichi Medical University School of Medicine, Nagakute, Japan
| | - Koji Kawamura
- Department of Hematology, Tottori University Hospital, Yonago, Japan
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Dong X, Lu G, Su X, Liu J, Chen X, Tian Y, Chang Y, Wang L, Wang W, Zhou J. Identification of key miRNA signature and pathways involved in multiple myeloma by integrated bioinformatics analysis. Hematology 2021; 26:976-984. [PMID: 34871535 DOI: 10.1080/16078454.2021.2003980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
Abstract
Multiple myeloma (MM) is one of the most common types of hematologic malignancy for which the underlying molecular mechanisms remain largely unclear. Dysregulated miRNA expression has been shown to be involved in MM tumorigenesis, progression and drug response. Therefore, a comprehensive analysis based on miRNA-level integrated strategy was performed. This study aimed to elucidate key miRNA signatures and pathways in MM by integrated bioinformatics analysis. Expression profiles GSE24371, GSE49261 and GSE54156 were obtained from the Gene Expression Omnibus database, and differentially expressed miRNAs (DEMirs) with p < 0.05 were identified. The target genes of these DEMirs were obtained from ENCORI database, and functional enrichment, subpathway enrichment and protein-protein interaction network construction were performed. The key target genes were identified by random walk algorithm and survival verification was performed. and discussion: First, six up-regulated and four down-regulated DEMirs shared between any two GSE data sets were identified. Second, target genes (DEMirTGs) by up-regulated and down-regulated DEMirs were obtained. Functional and subpathway enrichment analysis showed that these up-regulated DEMirs are consistently involved in the Wnt signaling pathway. Moreover, enrichment of the down-regulated DEMirs is mainly in the MAPK signaling pathway. Finally, a protein-protein interaction sub-network for these DEMirTGs was constructed, the correlations between the two key genes were identified and survival in MM was evaluated using multiple independent data sets. We identified miRNA signatures and key target genes that were closely related to MM biology, and these genes might serve as potential therapeutic targets for MM patients.
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Affiliation(s)
- Xiushuai Dong
- Department of Hematology, The First Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China.,Department of Hematology, The Second Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
| | - Gang Lu
- CUHK-SDU Joint Laboratory on Reproductive Genetics, School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, People's Republic of China
| | - Xianwei Su
- CUHK-SDU Joint Laboratory on Reproductive Genetics, School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong, People's Republic of China
| | - Jie Liu
- Department of Hematology, The First Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
| | - Xi Chen
- Department of Hematology, The Second Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
| | - Yaoyao Tian
- Department of Hematology, The Second Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
| | - Yuying Chang
- Department of Hematology, The Second Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
| | - Lianjie Wang
- Department of Hematology, The Second Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
| | - Wei Wang
- Department of Hematology, The Second Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
| | - Jin Zhou
- Department of Hematology, The First Affiliated Hospital, Harbin Medical University, Harbin, People's Republic of China
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Lu J. [Progress in the treatment of multiple myeloma with daratumumab]. ZHONGHUA XUE YE XUE ZA ZHI = ZHONGHUA XUEYEXUE ZAZHI 2021; 42:260-264. [PMID: 33910316 PMCID: PMC8081942 DOI: 10.3760/cma.j.issn.0253-2727.2021.03.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Indexed: 11/12/2022]
Affiliation(s)
- J Lu
- Peking University People's Hospital, Peking University Institute of Hematology, National Clinical Research Center for Hematologic Disease, Beijing 100044, China Collaborative Innovation Center of Hematology, Soochow University, Suzhou 215006, China
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Kaweme NM, Changwe GJ, Zhou F. Approaches and Challenges in the Management of Multiple Myeloma in the Very Old: Future Treatment Prospects. Front Med (Lausanne) 2021; 8:612696. [PMID: 33718400 PMCID: PMC7947319 DOI: 10.3389/fmed.2021.612696] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 02/03/2021] [Indexed: 12/14/2022] Open
Abstract
The increasing incidence of geriatric patients with multiple myeloma has elevated concerns in clinical practice. While the introduction of novel therapeutic agents has substantially improved outcomes in younger patients with myeloma, poorer outcomes remain in older patients. Managing older patients requires a multidisciplinary team approach to consider factors that may influence both treatment selection and outcomes. Aging is associated with remodeling of vital organs, physiological downregulations of basal metabolism, susceptibility to multiple comorbidities with ultimate frailty, thereby contributing to the underrepresentation and exclusion of very old patients from clinical trials. Therefore, timely confirmation of a precise diagnosis is crucial for prompt initiation of treatment if the desired outcome is to be achieved. Adequate and judicious assessment using comprehensive geriatric assessment tools minimizes toxicities and treatment discontinuation. Initiating treatment with combinational therapy requires knowledge of indications and anticipated outcomes, as well as individualized therapy with appropriate dose-adjustment. Individualized therapy based on good clinical acumen and best practices obverts unwanted polypharmacy, preventing iatrogenic harm. This review will therefore address the approaches and challenges faced in managing myeloma in geriatric patients aged 80 years and older, highlighting recommended therapeutic strategies and future prospective regimens.
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Affiliation(s)
| | | | - Fuling Zhou
- Department of Hematology, Zhongnan Hospital, Wuhan University, Wuhan, China
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Reynolds G, Stewart T, Harrison SJ, Spencer A, Teh BW. Hepatitis B reverse seroconversion despite entecavir prophylaxis in a myeloma patient on multiple novel agents: a case report and review of the literature. Leuk Lymphoma 2020; 62:1271-1274. [PMID: 33275059 DOI: 10.1080/10428194.2020.1855343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Gemma Reynolds
- Department of Infectious Diseases, Peter MacCallum Cancer Centre, Melbourne, Australia
| | - Tamasine Stewart
- Department of Clinical Haematology, Peter MacCallum Cancer Centre and Royal Melbourne Hospital, Melbourne, Australia
| | - Simon J Harrison
- Department of Clinical Haematology, Peter MacCallum Cancer Centre and Royal Melbourne Hospital, Melbourne, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, Australia
| | - Andrew Spencer
- Department of Malignant Haematology and Stem Cell Transplantation, Alfred Health, Melbourne, Australia
| | - Benjamin W Teh
- Department of Infectious Diseases, Peter MacCallum Cancer Centre, Melbourne, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, Australia.,National Centre for Infections in Cancer, Melbourne, Australia
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Zhang X, Liang Y, Li X, Wang W, Tong J, Xu Y. Clearance of HBsAg in a patient with familial multiple myeloma after a bortezomib-based regimen combined with anti-HBV drug: A case report. Medicine (Baltimore) 2020; 99:e22642. [PMID: 33019490 PMCID: PMC7535632 DOI: 10.1097/md.0000000000022642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2020] [Revised: 07/18/2020] [Accepted: 09/09/2020] [Indexed: 11/26/2022] Open
Abstract
RATIONALE Reactivation of hepatitis B virus (HBV) after treatment with bortezomib-based regimens in HBV-positive patients with multiple myeloma (MM) has been reported in the past few years. Nevertheless, there is evidence of inhibition of HBV replication by bortezomib in transgenic mice. However, there is still no clinical evidence that bortezomib inhibits HBV. PATIENT CONCERNS A 55-year-old MM patient with a family history of MM, who was also a chronic HBV carrier, achieved HBV clearance after treatment with a bortezomib-based regimen in combination with anti-HBV drugs. DIAGNOSES The diagnosis was MM with chronic carrier of HBV. INTERVENTIONS He received bortezomib-based regimen for MM as well as entecavir as a prophylaxis to prevent HBV reactivation. OUTCOMES This patient achieved HBsAg and HBV-DNA clearance after 2 months and the remission was maintained during the next 2 years. He also achieved complete remission of MM and underwent consolidation therapy with autologous hematopoietic stem cell transplantation. LESSONS This is the first case of MM with HBV clearance after receiving a bortezomib-based regimen combined with anti-HBV drug. Research on related mechanisms might provide new suggestions and hope for better management of HBV positive patients with MM and for the treatment of HBV patients.
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Affiliation(s)
- Xuzhao Zhang
- Department of Hematology
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education), The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
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Latest Development in Multiple Myeloma. Cancers (Basel) 2020; 12:cancers12092544. [PMID: 32906677 PMCID: PMC7563652 DOI: 10.3390/cancers12092544] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 09/01/2020] [Accepted: 09/04/2020] [Indexed: 12/17/2022] Open
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