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1.
J Oncol Pharm Pract ; : 10781552231212207, 2023 Nov 13.
Article in English | MEDLINE | ID: mdl-37960888

ABSTRACT

INTRODUCTION: Adherence to imatinib in chronic myeloid leukemia (CML) patients is estimated to be as low as 70% despite its clinical benefit, and our understanding of the impact of nonadherence in this population is limited. This study presents a novel application of the Alternating Conditional Estimation (ACE) algorithm in newly diagnosed CML patients to map the full dose-response curve (DRC) and determine how the strength of this curve varies over time. METHODS: We applied the ACE algorithm alongside a backward elimination procedure to detect the presence of time dependence and nonlinearity in the relationship between imatinib adherence and time-to-remission. An extended Cox model allowing for the flexible modeling of identified effects via unpenalized B-splines was subsequently fit and assessed. RESULTS: The substantial improvement in model fit associated with the extended Cox approach suggests that traditional Cox proportional hazards model assumptions do not hold in this setting. Results indicate that the DRC for imatinib is non-linearly increasing, with an attenuated effect above a 74% adherence rate. The strength of this effect on remission varied over time and was strongest in the initial months of treatment, reaching a peak around 90 days post-initiation (log hazard ratio: 2.12, 95% confidence interval: 1.47 to 2.66). CONCLUSION: Most patients that achieved remission did so by 4 months (120 days) with consistently high adherence, suggesting that this could be a critical time and duration for realizing treatment benefit and patient monitoring. Findings regarding the relationship between adherence and remission can additionally help guide the design of future studies.

2.
Haematologica ; 107(12): 2782, 2022 12 01.
Article in English | MEDLINE | ID: mdl-36453515

Subject(s)
Neoplasm, Residual , Humans
3.
Haematologica ; 107(1): 2, 2022 01 01.
Article in English | MEDLINE | ID: mdl-34985227
4.
Cancer Med ; 10(16): 5629-5642, 2021 08.
Article in English | MEDLINE | ID: mdl-34288525

ABSTRACT

BACKGROUND: Comprehensive molecular and cytogenetic profiling of acute lymphoblastic leukemia (ALL) is important and critical to the current standard of care for patients with B-acute lymphoblastic leukemia (B-ALL). Here we propose a rapid process for detecting gene fusions whereby FusionPlex RNA next-generation sequencing (NGS) and DNA chromosome genomic array testing (CGAT) are combined for a more efficient approach in the management of patients with B-ALL. METHODS: We performed RNA NGS and CGAT on 28 B-ALL samples and, in four patients, compared fixed cell pellets to paired cryo-preserved samples as a starting material to further assess the utility of cytogenetic fixed pellets for gene expression analysis. RESULTS: Among the fixed specimens, when using alternative techniques as references, including karyotype, fluorescence in situ hybridization, CGAT, and RT-qPCR, fusions were detected by RNA NGS with 100% sensitivity and specificity. In the four paired fixed versus fresh cryopreserved samples, fusions were also 100% concordant. Four of the 28 patients showed mutations that were detected by RNA sequencing and three of four of these mutations had well-known drug resistance implications. CONCLUSIONS: We conclude that FusionPlex is a robust and reliable anchored multiplex RNA sequencing platform for use in the detection of fusions in both fresh cryopreserved and cytogenetic fixed pellets. Gene expression data could only be obtained from fresh samples and although limited variant data are available, critical hotspot variants can be determined in conjunction with the fusions.


Subject(s)
Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/genetics , Adult , Aged , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , DNA Mutational Analysis , Drug Resistance, Neoplasm/genetics , Female , Gene Fusion , Humans , Male , Middle Aged , Mutation , Oligonucleotide Array Sequence Analysis , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/diagnosis , RNA-Seq , Young Adult
6.
Leukemia ; 33(8): 1835-1850, 2019 08.
Article in English | MEDLINE | ID: mdl-31209280

ABSTRACT

Outcomes for patients with chronic myeloid leukemia (CML) have substantially improved due to advances in drug development and rational treatment intervention strategies. Despite these significant advances there are still unanswered questions on patient management regarding how to more reliably predict treatment failure at the time of diagnosis and how to select frontline tyrosine kinase inhibitor (TKI) therapy for optimal outcome. The BCR-ABL1 transcript level at diagnosis has no established prognostic impact and cannot guide frontline TKI selection. BCR-ABL1 mutations are detected in ~50% of TKI resistant patients but are rarely responsible for primary resistance. Other resistance mechanisms are largely uncharacterized and there are no other routine molecular testing strategies to facilitate the evaluation and further stratification of TKI resistance. Advances in next-generation sequencing technology has aided the management of a growing number of other malignancies, enabling the incorporation of somatic mutation profiles in diagnosis, classification, and prognostication. A largely unexplored area in CML research is whether expanded genomic analysis at diagnosis, resistance, and disease transformation can enhance patient management decisions, as has occurred for other cancers. The aim of this article is to review publications that reported mutated cancer-associated genes in CML patients at various disease phases. We discuss the frequency and type of such variants at initial diagnosis and at the time of treatment failure and transformation. Current limitations in the evaluation of mutants and recommendations for future reporting are outlined. The collective evaluation of mutational studies over more than a decade suggests a limited set of cancer-associated genes are indeed recurrently mutated in CML and some at a relatively high frequency. Genomic studies have the potential to lay the foundation for improved diagnostic risk classification according to clinical and genomic risk, and to enable more precise early identification of TKI resistance.


Subject(s)
Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics , Genes, Neoplasm , Hematopoiesis , Humans , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/etiology , Mutation , Protein Kinase Inhibitors/therapeutic use , Protein-Tyrosine Kinases/antagonists & inhibitors , Repressor Proteins/genetics , Risk Assessment
7.
Biol Blood Marrow Transplant ; 24(5): 956-963, 2018 05.
Article in English | MEDLINE | ID: mdl-29274396

ABSTRACT

In this prospective, randomized, phase II "pick the winner" trial we assessed the efficacy of transplant conditioning with treosulfan/fludarabine ± 2 Gy total body irradiation (TBI) in reducing post-transplant relapse in 100 patients, aged 2 to 70 years (median, 57), with myelodysplastic syndrome (MDS)/chronic myelomonocytic leukemia (n = 51) or acute myeloid leukemia (AML; n = 49). Patients received i.v. treosulfan, 14 g/m2/day on days -6 to -4 and i.v. fludarabine, 30 mg/m2/day on days -6 to -2, alone or combined with 2 Gy TBI (day 0). Donors were related (n = 43) or unrelated (n = 57). When a planned interim analysis showed superior progression-free survival in the TBI arm (P = .04), all subsequent patients received TBI. With a follow-up of 12 to 40 months (median, 20), the 1-year overall survival was 80% for the TBI arm and 69% for the non-TBI arm. The 1-year cumulative incidence of relapse was 22% and 34%, respectively (P = .06). Among patients with low-risk disease the 1-year relapse incidence was 15% and 31% (P = .20) and for patients with high-risk disease, 26% and 36% (P = .18), respectively. Among MDS patients the 1-year relapse incidence was 27% versus 33% (P = .49) and among AML patients 16% versus 35% (P = .05), respectively. The largest difference was among patients with unfavorable cytogenetics, with 1-year relapse incidences of 31% and 63% (P = .18), respectively. Nonrelapse mortality in this high-risk patient population was 9% at 6 months and did not differ between arms. Thus, treosulfan/fludarabine/low-dose TBI provided effective conditioning for allogeneic hematopoietic cell transplantation in high-risk patients up to 70 years of age. The addition of TBI had a more profound effect in patients with AML than in those with MDS. High-risk disease features were associated with a lower overall success rate. Further studies are warranted.


Subject(s)
Busulfan/analogs & derivatives , Leukemia, Myeloid, Acute/therapy , Myelodysplastic Syndromes/therapy , Transplantation Conditioning/methods , Vidarabine/analogs & derivatives , Whole-Body Irradiation , Adolescent , Adult , Aged , Antineoplastic Agents, Alkylating , Busulfan/therapeutic use , Child , Child, Preschool , Female , Humans , Leukemia, Myeloid, Acute/mortality , Male , Middle Aged , Myeloablative Agonists , Recurrence , Risk Assessment , Survival Analysis , Treatment Outcome , Vidarabine/therapeutic use , Young Adult
8.
Cancer ; 123(13): 2472-2481, 2017 Jul 01.
Article in English | MEDLINE | ID: mdl-28222251

ABSTRACT

BACKGROUND: Aberrant DNA methylation is known to occur in patients with acute myeloid leukemia (AML), whereas methylation signatures and prognostic markers have been proposed. The objective of the current study was to evaluate all CpG sites of the genome and identify prognostic methylation markers for overall survival in patients with AML with normal karyotype (AML-NK). METHODS: AML-NK samples from 7 SWOG trials were analyzed using a novel genome-wide approach called "CHARMcox" (comprehensive high-throughput array-based relative methylation analysis combined with the Cox proportional hazards model) controlling for known clinical covariates. CHARMcox was applied to a phase 1 discovery cohort (72 patients) to identify survival-associated methylation regions (SAMRs). Subsequently, using bisulfite pyrosequencing, SAMRs were studied in phase 2 model-building (65 patients) and phase 3 validation (65 patients) cohorts. An independent external cohort from The Cancer Genome Atlas (TCGA) AML study (LAML) was used for further validation (93 patients). RESULTS: Two SAMRs, located at the CpG island shores of leucine zipper tumor suppressor 2 (LZTS2) and nuclear receptor subfamily 6 group a member 1 (NR6A1), respectively, were identified. Multivariable analyses demonstrated that hypomethylation of either LZTS2 or NR6A1 was associated with worse overall survival in the SWOG cohort (P<.001). The prognosis was validated in patients with AML-NK from the TCGA-LAML cohort. Methylation values below the median at both markers predicted worse overall survival (SWOG: hazard ratio, 1.89 [P<.001]; and TCGA-LAML: hazard ratio, 2.08 [P=.006]). The C-statistic was 0.71 for both cohorts, and the impact was independent of the Fms-related tyrosine kinase 3 internal tandem duplication (FLT3-ITD) status. CONCLUSIONS: The 2 methylation markers, measurable by clinically applicable assays such as bisulfite pyrosequencing, are promising for risk stratification among patients with AML-NK. Cancer 2017;123:2472-81. © 2017 American Cancer Society.


Subject(s)
Cell Cycle Proteins/genetics , DNA Methylation/genetics , DNA-Binding Proteins/genetics , Leukemia, Myeloid, Acute/genetics , Nuclear Receptor Subfamily 6, Group A, Member 1/genetics , Tumor Suppressor Proteins/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Cause of Death , CpG Islands/genetics , Female , Humans , Leukemia, Myeloid, Acute/mortality , Leukemia, Myeloid, Acute/therapy , Male , Middle Aged , Multivariate Analysis , Prognosis , Proportional Hazards Models , Survival Rate , Young Adult
10.
Genet Epidemiol ; 39(5): 334-46, 2015 Jul.
Article in English | MEDLINE | ID: mdl-25694100

ABSTRACT

The recent successes of genome-wide association studies (GWAS) have renewed interest in genome environment wide interaction studies (GEWIS) to discover genetic factors that modulate penetrance of environmental exposures to human diseases. Indeed, gene-environment interactions (G × E), which have not been emphasized in the GWAS era, could be a source contributing to the missing heritability, a major bottleneck limiting continuing GWAS successes. In this manuscript, we describe a design and analytic strategy to focus on G × E using only exposed subjects, dubbed as e-GEWIS. Operationally, an e-GEWIS analysis is equivalent to a GWAS analysis on exposed subjects only, and it has actually been used in some earlier GWAS without being explicitly identified as such. Through both analytics and simulations, e-GEWIS has been shown better efficiency than the usual cross-product-based analysis of G × E interaction with both cases and controls (cc-GEWIS), and they have comparable efficiency to case-only analysis of G × E (c-GEWIS), with potentially smaller sample sizes. The formalization of e-GEWIS here provides a theoretical basis to legitimize this framework for routine investigation of G × E, for more efficient G × E study designs, and for improvement of reproducibility in replicating GEWIS findings. As an illustration, we apply e-GEWIS to a lung cancer GWAS data set to perform a GEWIS, focusing on gene and smoking interaction. The e-GEWIS analysis successfully uncovered positive genetic associations on chromosome 15 among current smokers, suggesting a gene-smoking interaction. Although this signal was detected earlier, the current finding here serves as a positive control in support of this e-GEWIS strategy.


Subject(s)
Gene-Environment Interaction , Genetic Markers , Genome-Wide Association Study , Lung Neoplasms/genetics , Polymorphism, Single Nucleotide/genetics , Smoking/adverse effects , Tobacco Use Disorder/genetics , Aged , Case-Control Studies , Computer Simulation , Epistasis, Genetic , Female , Humans , Lung Neoplasms/pathology , Male , Middle Aged , Models, Genetic , Tobacco Use Disorder/pathology
11.
Clin Chem ; 59(6): 938-48, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23471097

ABSTRACT

BACKGROUND: Current guidelines for managing Philadelphia-positive chronic myeloid leukemia include monitoring the expression of the BCR-ABL1 (breakpoint cluster region/c-abl oncogene 1, non-receptor tyrosine kinase) fusion gene by quantitative reverse-transcription PCR (RT-qPCR). Our goal was to establish and validate reference panels to mitigate the interlaboratory imprecision of quantitative BCR-ABL1 measurements and to facilitate global standardization on the international scale (IS). METHODS: Four-level secondary reference panels were manufactured under controlled and validated processes with synthetic Armored RNA Quant molecules (Asuragen) calibrated to reference standards from the WHO and the NIST. Performance was evaluated in IS reference laboratories and with non-IS-standardized RT-qPCR methods. RESULTS: For most methods, percent ratios for BCR-ABL1 e13a2 and e14a2 relative to ABL1 or BCR were robust at 4 different levels and linear over 3 logarithms, from 10% to 0.01% on the IS. The intraassay and interassay imprecision was <2-fold overall. Performance was stable across 3 consecutive lots, in multiple laboratories, and over a period of 18 months to date. International field trials demonstrated the commutability of the reagents and their accurate alignment to the IS within the intra- and interlaboratory imprecision of IS-standardized methods. CONCLUSIONS: The synthetic calibrator panels are robust, reproducibly manufactured, analytically calibrated to the WHO primary standards, and compatible with most BCR-ABL1 RT-qPCR assay designs. The broad availability of secondary reference reagents will further facilitate interlaboratory comparative studies and independent quality assessment programs, which are of paramount importance for worldwide standardization of BCR-ABL1 monitoring results and the optimization of current and new therapeutic approaches for chronic myeloid leukemia.


Subject(s)
Genes, abl , Genetic Testing/methods , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics , Reverse Transcriptase Polymerase Chain Reaction/standards , Severity of Illness Index , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/diagnosis , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/physiopathology , Reference Standards
12.
Biol Blood Marrow Transplant ; 17(6): 908-15, 2011 Jun.
Article in English | MEDLINE | ID: mdl-20932924

ABSTRACT

Hematopoietic cell transplantation (HCT) offers potentially curative therapy for chronic myelomonocytic leukemia (CMML). We evaluated HCT outcomes in 85 patients with CMML, 1.0-69.1 (median 51.7) years of age, with follow-up extending to 19 years. CMML was considered de novo in 71 and secondary in 14 patients. Conditioning regimens were of various intensities. Thirty-eight patients had related (34 HLA identical), and 47 (39 HLA matched) unrelated donors. The source of stem cells was marrow in 32 and peripheral blood progenitor cells in 53 patients. Acute graft-versus-host disease (aGVHD) grades II-IV occurred in 72% and chronic GVHD (cGVHD) in 26% of patients. Relapse incidence was 27% at 10 years. Relapse correlated with increasing scores by the MD Anderson prognostic score (P = .01). The major causes of death were relapse and infections ±GVHD. Progression-free survival (PFS) was 38% at 10 years. Mortality was negatively correlated with pre-HCT hematocrit (P = .007), and increased with high-risk cytogenetics (P = .02), higher HCT Comorbidity Index (P = .0008), and increased age (P = .02). WHO classification did not statistically significantly affect outcome. Thus, a proportion of patients with CMML have lasting remissions following allogeneic HCT and appear to be cured of their disease.


Subject(s)
Bone Marrow Transplantation , Graft vs Host Disease/immunology , Histocompatibility , Leukemia, Myelomonocytic, Chronic/therapy , Multiple Organ Failure/immunology , Peripheral Blood Stem Cell Transplantation , Transplantation Conditioning , Age Factors , Comorbidity , Disease-Free Survival , Female , Graft vs Host Disease/genetics , Graft vs Host Disease/mortality , Graft vs Host Disease/pathology , Histocompatibility/genetics , Histocompatibility/immunology , Histocompatibility Testing , Humans , Karyotyping , Leukemia, Myelomonocytic, Chronic/immunology , Leukemia, Myelomonocytic, Chronic/mortality , Leukemia, Myelomonocytic, Chronic/pathology , Longitudinal Studies , Male , Middle Aged , Recurrence , Remission Induction , Risk Factors , Severity of Illness Index , Transplantation, Homologous , Treatment Outcome
13.
Clin Chem ; 55(8): 1559-63, 2009 Aug.
Article in English | MEDLINE | ID: mdl-19541867

ABSTRACT

BACKGROUND: Aberrantly methylated genes are promising biomarkers for the detection of colon adenomas and colorectal cancers (CRCs). The optimal assay type and specific methylated genes for these assays remain to be determined. METHODS: We used genomewide microarray-based assays to identify methylated genes as candidate biomarkers for colon neoplasms. The frequency of aberrant methylation of these genes in primary tumors was assessed with methylation-specific PCR (MSP). The limits of detection and specificities for different types of PCR-based assays were then assessed with the most promising genes identified in this screen. Finally, we assessed the best-performing MSP assay as an early-detection marker using fecal DNA samples. RESULTS: ITGA4 [integrin, alpha 4 (antigen CD49D, alpha 4 subunit of VLA-4 receptor)] was identified as a novel gene frequently methylated in CRC. Methylated ITGA4 is present in 75% of colon adenomas (n = 36) and 92% of colon adenocarcinomas (n = 75). Comparison of end point MSP, end point MSP with clamped primers, and quantitative fluorescent MSP (qMSP) approaches revealed that both types of end point MSP assays could routinely detect as little as 70 pg DNA, whereas the qMSP assay could routinely detect as little as 7 pg. A fecal DNA qMSP assay for methylated ITGA4 can detect 69% of individuals with colon adenomas (n = 13) with a diagnostic specificity of 79% (n = 28). CONCLUSIONS: Methylated ITGA4 is a promising marker gene for the early detection of colonic neoplasms. qMSP has the lowest limit of detection of the MSP assay types tested, and a qMSP assay that detects methylated ITGA4 has potential as an early-detection assay for colon neoplasms.


Subject(s)
Adenocarcinoma/diagnosis , Adenoma/diagnosis , Colorectal Neoplasms/diagnosis , DNA Methylation , DNA/analysis , Feces/chemistry , Polymerase Chain Reaction/methods , Adenocarcinoma/genetics , Adenoma/genetics , Adult , Aged , Aged, 80 and over , Biomarkers, Tumor/analysis , Biomarkers, Tumor/genetics , Cell Line, Tumor , Colorectal Neoplasms/genetics , DNA/genetics , Early Detection of Cancer , Humans , Integrin alpha4/genetics , Middle Aged , Molecular Diagnostic Techniques/methods , Sensitivity and Specificity
14.
Blood ; 104(13): 3918-26, 2004 Dec 15.
Article in English | MEDLINE | ID: mdl-15331438

ABSTRACT

The early stages of human lymphopoiesis are poorly characterized. Here, we compared the lymphoid potential of a novel umbilical cord blood CD34(+)CD45RA(hi)CD7(+) hematopoietic progenitor cell (HPC) population with that of CD34(+)CD45RA(hi)Lin(-)CD10(+) HPCs, previously proposed as candidate common lymphoid progenitors. Limiting-dilution and clonal analysis, fetal thymic organ cultures, and culture onto Notch ligand Delta-like-1-expressing OP9 cells, showed that although CD34(+)CD45RA(hi)CD7(+) HPCs could generate cells of the 3 lymphoid lineages, their potential was skewed toward the T/natural killer (T/NK) lineages. In contrast, CD34(+)CD45RA(hi)Lin(-)CD10(+) HPCs predominantly exhibited a B-cell potential. Gene expression profiling with DNA microarrays confirmed that CD34(+)CD45RA(hi)CD7(+) HPCs selectively expressed T-lymphoid and NK lineage-committed genes while retaining expression of genes affiliated to the granulomonocytic lineage, whereas CD34(+)CD45RA(hi)Lin(-)CD10(+) HPCs displayed a typical pro-B-cell transcription profile and essentially lacked genes unrelated to the B lineage. In addition, both populations could be generated in vitro from CD34(+)CD45RA(int)CD7(-) and CD34(+)CD45RA(hi)Lin(-) HPCs with mixed lymphomyeloid potential, from which they emerged independently with different growth/differentiation factor requirements. These findings indicate that CD34(+)CD45RA(hi)CD7(+) and CD34(+)CD45RA(hi)Lin(-)CD10(+) HPCs correspond to multipotent early lymphoid progenitors polarized toward either the T/NK or B lineage, respectively.


Subject(s)
B-Lymphocytes/immunology , Fetal Blood/immunology , Hematopoietic Stem Cells/immunology , Killer Cells, Natural/immunology , T-Lymphocytes/immunology , Antigens, CD/blood , Antigens, CD34/blood , Cell Culture Techniques/methods , Cell Differentiation , Colony-Forming Units Assay , Humans , Immunophenotyping , Infant, Newborn
15.
Biol Blood Marrow Transplant ; 8(3): 161-9, 2002.
Article in English | MEDLINE | ID: mdl-11939606

ABSTRACT

The objectives of this study were to develop transplantation regimens for patients with advanced myelodysplastic syndrome (MDS) that would be associated with low transplantation-related mortality and improved relapse-free survival. Sixty patients with advanced MDS or acute myeloid leukemia evolving from MDS (sAML), 12 to 62 years old (median, 40 years), were conditioned with busulfan (7 mg/kg) and TBI (6 x 200 cGy) (BU/TBI) and received transplants from related (n = 20) or unrelated donors (n = 40). By French-American-British (FAB) criteria, 21 patients had refractory anemia with excess blasts (RAEB), 16 had RAEB in transformation (RAEB-T), 15 had sAML, and 8 had chronic myelomonocytic leukemia (CMML). By International Prognostic Scoring System (IPSS) criteria, 1 patient had low, 10 had intermediate-1, 13 had intermediate-2, and 31 had high-risk MDS (5 patients had proliferative CMML). All evaluable patients achieved sustained engraftment. The cumulative incidence (CI) of acute GVHD grades II to IV was 83% with unrelated donors and 85% with related donors. The CI of relapse was 25% at 3 years. The incidence of nonrelapse mortality (NRM) at 100 days was 38%. The Kaplan-Meier estimate of survival was 26% at 3 years. Major causes of death were relapse, organ failure, GVHD, and infection. In multivariate analysis, improved relapse-free survival was associated with good cytogenetic risk (P = .002) and shorter disease duration (P = .004). NRM was increased with longer disease duration (P = .0002), positive cytomegalovirus serology (P = .02), and male sex (P = .02). Relapse was associated with poor cytogenetic risk (P = .0004). Thus, BU/TBI conditioning as used in this trial was associated with relapse rates comparable to those observed with a previously used more intensive regimen combining BU/TBI with cyclophosphamide. However, despite the omission of cyclophosphamide, transplantation-related morbidity and mortality were considerable, particularly with transplants from unrelated donors. Future trials should explore the efficacy and tolerability of reduced-intensity conditioning regimens.


Subject(s)
Busulfan/administration & dosage , Myelodysplastic Syndromes/therapy , Stem Cell Transplantation/methods , Transplantation Conditioning/methods , Whole-Body Irradiation , Adolescent , Adult , Cause of Death , Child , Female , Humans , Male , Middle Aged , Myelodysplastic Syndromes/mortality , Prospective Studies , Recurrence , Stem Cell Transplantation/mortality , Survival Analysis , Transplantation Conditioning/mortality
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