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Li J, Lu L, Zhang YH, Xu Y, Liu M, Feng K, Chen L, Kong X, Huang T, Cai YD. Identification of leukemia stem cell expression signatures through Monte Carlo feature selection strategy and support vector machine. Cancer Gene Ther 2019; 27:56-69. [PMID: 31138902 DOI: 10.1038/s41417-019-0105-y] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Revised: 04/28/2019] [Accepted: 05/04/2019] [Indexed: 01/09/2023]
Abstract
Acute myeloid leukemia (AML) is a type of blood cancer characterized by the rapid growth of immature white blood cells from the bone marrow. Therapy resistance resulting from the persistence of leukemia stem cells (LSCs) are found in numerous patients. Comparative transcriptome studies have been previously conducted to analyze differentially expressed genes between LSC+ and LSC- cells. However, these studies mainly focused on a limited number of genes with the most obvious expression differences between the two cell types. We developed a computational approach incorporating several machine learning algorithms, including Monte Carlo feature selection (MCFS), incremental feature selection (IFS), support vector machine (SVM), Repeated Incremental Pruning to Produce Error Reduction (RIPPER), to identify gene expression features specific to LSCs. One thousand 0ne hudred fifty-nine features (genes) were first identified, which can be used to build the optimal SVM classifier for distinguishing LSC+ and LSC- cells. Among these 1159 genes, the top 17 genes were identified as LSC-specific biomarkers. In addition, six classification rules were produced by RIPPER algorithm. The subsequent literature review on these features/genes and the classification rules and functional enrichment analyses of the 1159 features/genes confirmed the relevance of extracted genes and rules to the characteristics of LSCs.
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Affiliation(s)
- JiaRui Li
- Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, P. R. China.,School of Life Sciences, Shanghai University, Shanghai, 200444, P. R. China
| | - Lin Lu
- Department of Radiology, Columbia University Medical Center, New York, NY, 10032, USA
| | - Yu-Hang Zhang
- Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, P. R. China
| | - YaoChen Xu
- Institute of Biochemistry and Cell Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, P. R. China
| | - Min Liu
- College of Information Engineering, Shanghai Maritime University, Shanghai, 201306, P. R. China
| | - KaiYan Feng
- Department of Computer Science, Guangdong AIB Polytechnic, Guangzhou, 510507, P. R. China
| | - Lei Chen
- College of Information Engineering, Shanghai Maritime University, Shanghai, 201306, P. R. China.,Shanghai Key Laboratory of PMMP, East China Normal University, Shanghai, 200241, P. R. China
| | - XiangYin Kong
- Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, P. R. China.
| | - Tao Huang
- Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, P. R. China.
| | - Yu-Dong Cai
- School of Life Sciences, Shanghai University, Shanghai, 200444, P. R. China.
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Dzieciatkowski T, Tomaszewska A, Przybylski M, Rusicka P, Basak GW, Jedrzejczak WW, Wroblewska M, Halaburda K. Analysis of the shedding of three β-herpesviruses DNA in Polish patients subjected to allogeneic hematopoietic stem cell transplantation: Six-year follow up. J Clin Virol 2016; 76:30-5. [PMID: 26809130 DOI: 10.1016/j.jcv.2016.01.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2015] [Revised: 10/25/2015] [Accepted: 01/07/2016] [Indexed: 11/29/2022]
Abstract
BACKGROUND Infections with human β-herpesviruses are common worldwide and are still frequent in patients after hematopoietic stem cell transplantation. Some data suggest that HHV-6 and HHV-7 could take part in CMV reactivation from latency and/or progression of CMV disease in immunosupressed patients. OBJECTIVES The aims of this study were: (1) to summarise retrospectively the results of β-herpesviruses DNA detection in a large group of adult allogeneic haematopoietic stem cell transplant recipients; and (2) to find a potential correlation between viruses belonging to this subfamily. STUDY DESIGN AlloHSCT recipients (N=142) were examined in the early post-transplant period (median=89 days). The presence of CMV, HHV-6 and HHV-7 was confirmed through detection and quantification of viral DNA, isolated from 1679 sera samples. RESULTS CMV DNA alone was detected in 23.9% of patients, while single HHV-6 and HHV-7 were detected in 14.8% and 9.9% of individuals, respectively. The reactivation of more than one virus was identified in 31% of analysed patients. In cases of concurrent infection, HHV-7 was detected at the same time as HHV-6, and both of them were usually reactivated before CMV. The kinetics of virus reactivation and measured viral load may suggest a potential role of HHV-6 and HHV-7 as co-factors in CMV reactivation. CONCLUSIONS The observed kinetics of virus reactivation may strongly suggest a potential role of HHV-6 and/or HHV-7 as co-factors of CMV reactivation. The co-infection with these β-herpesviruses could predispose patients after hematopoietic stem cell transplantation to a longer and more severe CMV infection.
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Affiliation(s)
- Tomasz Dzieciatkowski
- Department of Microbiology, Central Clinical Hospital in Warsaw, 1A Banacha Str., 02-097 Warsaw, Poland; Chair and Department of Medical Microbiology, Medical University of Warsaw, 5 Chalubinskiego Str., 02-004 Warsaw, Poland
| | - Agnieszka Tomaszewska
- Department of Haematopoietic Stem Cell Transplantation, Institute of Haematology and Transfusion Medicine, 14 Gandhi Str., 02-776 Warsaw, Poland.
| | - Maciej Przybylski
- Department of Microbiology, Central Clinical Hospital in Warsaw, 1A Banacha Str., 02-097 Warsaw, Poland; Chair and Department of Medical Microbiology, Medical University of Warsaw, 5 Chalubinskiego Str., 02-004 Warsaw, Poland
| | - Patrycja Rusicka
- Department of Haematology, Oncology and Internal Medicine, Medical University of Warsaw, 1A Banacha Str., 02-097 Warsaw, Poland
| | - Grzegorz W Basak
- Department of Haematology, Oncology and Internal Medicine, Medical University of Warsaw, 1A Banacha Str., 02-097 Warsaw, Poland
| | - Wieslaw W Jedrzejczak
- Department of Haematology, Oncology and Internal Medicine, Medical University of Warsaw, 1A Banacha Str., 02-097 Warsaw, Poland
| | - Marta Wroblewska
- Department of Microbiology, Central Clinical Hospital in Warsaw, 1A Banacha Str., 02-097 Warsaw, Poland; Department of Dental Microbiology, Medical University of Warsaw, 1A Banacha Str., 02-097 Warsaw, Poland; Infection Control Unit, Institute of Haematology and Transfusion Medicine, 14 Gandhi Str., 02-776 Warsaw, Poland
| | - Kazimierz Halaburda
- Department of Haematopoietic Stem Cell Transplantation, Institute of Haematology and Transfusion Medicine, 14 Gandhi Str., 02-776 Warsaw, Poland
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Robles JDF, Cheuk DKL, Ha SY, Chiang AKS, Chan GCF. Norovirus infection in pediatric hematopoietic stem cell transplantation recipients: incidence, risk factors, and outcome. Biol Blood Marrow Transplant 2012; 18:1883-9. [PMID: 22796532 DOI: 10.1016/j.bbmt.2012.07.005] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2012] [Accepted: 07/05/2012] [Indexed: 10/28/2022]
Abstract
Norovirus infections are increasingly being recognized as important causes of diarrhea in hematopoietic stem cell transplantation (HSCT) recipients. This retrospective study aimed to evaluate the cumulative incidence, risk factors, and outcomes of norovirus infection in pediatric HSCT recipients. Among 55 patients age <21 years who underwent first HSCT between July 2007 and June 2011, 49 patients developed diarrhea and had stool tested for norovirus. Eight of these patients were found to be infected with norovirus. All were sporadic cases and manifested with nausea, vomiting, and diarrhea. The median age of these patients was 5.2 years (range, 0.5-18.5 years). Six were males. Seven patients underwent unrelated donor HSCT, and 1 patient underwent autologous cord blood HSCT. Two patients had norovirus infection before HSCT that persisted after transplantation. In the remaining 6 patients, norovirus developed at a median of 36.5 days posttransplantation (range, 5-517 days). The cumulative incidence of norovirus infection was 12.9% at 2 years posttransplantation. Risk factors for norovirus infection included the use of peripheral blood or cord blood as the stem cell source (P = .043) and administration of fludarabine (P = .002) and alemtuzumab (P = .011). The median time to viral clearance was 145 days (range, 13-263 days). Four-year survival was similar in norovirus-infected patients and noninfected patients (56.3% versus 58.3%).
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Affiliation(s)
- Joseph Delano F Robles
- Department of Paediatrics and Adolescent Medicine, Queen Mary Hospital, University of Hong Kong, Hong Kong
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Chatzidimitriou D, Gavriilaki E, Sakellari I, Diza E. Hematopoietic cell transplantation and emerging viral infections. J Med Virol 2010; 82:528-38. [PMID: 20087928 PMCID: PMC7166846 DOI: 10.1002/jmv.21696] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/21/2009] [Indexed: 12/11/2022]
Abstract
Viral infections remain important causes of morbidity and mortality in hematopoietic cell transplant recipients. More recent developments in preparative regimens and graft manipulations, as well as the control of well-recognized post-transplant infections by the introduction of prophylaxis and preemptive strategies, have influenced the timing and the epidemiology of infections. As new pathogens, such as human metapneumovirus (HMPV), human bocavirus, human coronaviruses HCoV-NL63 and HCoV-HKU1, human herpesviruses HHV-6 and HHV-7, and polyomaviruses, have emerged, it is fundamental to determine the significance of the newly discovered viruses and their role in the transplantation field. This article summarizes recent data on epidemiology and laboratory diagnosis of new pathogens, as well as clinical features and management of the associated infectious complications. J. Med. Virol. 82:528-538, 2010. (c) 2010 Wiley-Liss, Inc.
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Affiliation(s)
- D Chatzidimitriou
- 2nd Department of Microbiology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece.
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