Gene array prediction of AML transformation in MDS
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ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE15061 | GEO | 2009/06/09
SECONDARY ACCESSION(S): PRJNA114831
REPOSITORIES: GEO
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Project description:Microarray-based classifiers and prognosis models identify subgroups with distinct clinical outcomes and high risk of AML transformation of myelodysplastic syndrome (MDS); An array-based Diagnostic Classifier (DC) model, developed for and evaluated during the MILE study, correctly identified ~50% of the unfractionated MDS specimens submitted to the study; predictions for the other samples were split between “none-of-the-targets” classes and AML signatures, but this distinction also reflected clinical outcome in terms of time to AML transformation. Furthermore, an improved Prognostic Classifier (PC) model was developed that correlated with both time to AML transformation and overall survival. Experiment Overall Design: 164 MDS, 202 AML and 69 non-leukemia bone marrow samples were hybridized to Affymetrix HG-U133 Plus 2.0 GeneChips. Experiment Overall Design: This dataset is a subset of the MILE Study (Microarray Innovations In LEukemia) program, headed by the European Leukemia Network (ELN) and sponsored by Roche Molecular Systems, Inc.
2009-06-22 | E-GEOD-15061 | biostudies-arrayexpress
Project description:Full Title: Multilineage Dysplasia (MLD) in AML correlates with MDS-related cytogenetic abnormalities and a prior history of MDS or MDS/MPN but has no independent prognostic relevance: A comparison of 408 cases classified as “AML not otherwise specified” or “AML with myelodysplasia-related changes” The WHO classification of acute myeloid leukemia (AML) is hierarchically structured and integrates genetic information, data on patients’ history, and multilineage dysplasia (MLD). The category “AML with MDS-related changes” (AML-MRC) is separated from AML not otherwise specified (AML-NOS) by the presence of either MLD, MDS-related cytogenetics or MDS history. To clarify whether MLD alone is clinically relevant, we analyzed 408 adult patients categorized as AML-MRC or AML-NOS. EFS (Median 13.8 months vs. 16.0 months) and 3-year-OS (45.8% vs. 53.9%) did not differ significantly between patients with MLD and without. However, MLD correlated with pre-existing MDS (p<0.001) and MDS-related cytogenetics (p=0.035). Patients with MLD as sole AML-MRC criterion (AML-MLD-sole; n=90) had less frequently FLT3-ITD (p=0.032), and a lower median age than AML-NOS (n=232), but EFS, OS, and WBC did not differ significantly. Contrarily, patients with AML-NOS plus AML-MLD-sole (n=323) versus patients with MDS history or MDS-related cytogenetics (n=85) had better EFS (16.9 vs. 10.7 months; p=0.005) and 3-year-OS (55.8% vs. 32.5%; p=0.001). Gene expression profiles were measured for a subset of 96 patients. Analysis of the expression data showed distinct clusters for AML-MLD-sole and AML-NOS versus AML with MDS-related cytogenetics or MDS history. Thus, MLD demonstrated no independent clinical impact, while cytogenetics and MDS history were of prognostic relevance. This data suggest modifications in a revised WHO proposal. All 96 bone marrow samples were obtained from untreated patients at the time of diagnosis. Cells used for microarray analysis were collected from the purified fraction of mononuclear cells after Ficoll density centrifugation.
2011-01-01 | E-GEOD-21261 | biostudies-arrayexpress
Project description:Full Title: Multilineage Dysplasia (MLD) in AML correlates with MDS-related cytogenetic abnormalities and a prior history of MDS or MDS/MPN but has no independent prognostic relevance: A comparison of 408 cases classified as “AML not otherwise specified” or “AML with myelodysplasia-related changes” The WHO classification of acute myeloid leukemia (AML) is hierarchically structured and integrates genetic information, data on patients’ history, and multilineage dysplasia (MLD). The category “AML with MDS-related changes” (AML-MRC) is separated from AML not otherwise specified (AML-NOS) by the presence of either MLD, MDS-related cytogenetics or MDS history. To clarify whether MLD alone is clinically relevant, we analyzed 408 adult patients categorized as AML-MRC or AML-NOS. EFS (Median 13.8 months vs. 16.0 months) and 3-year-OS (45.8% vs. 53.9%) did not differ significantly between patients with MLD and without. However, MLD correlated with pre-existing MDS (p<0.001) and MDS-related cytogenetics (p=0.035). Patients with MLD as sole AML-MRC criterion (AML-MLD-sole; n=90) had less frequently FLT3-ITD (p=0.032), and a lower median age than AML-NOS (n=232), but EFS, OS, and WBC did not differ significantly. Contrarily, patients with AML-NOS plus AML-MLD-sole (n=323) versus patients with MDS history or MDS-related cytogenetics (n=85) had better EFS (16.9 vs. 10.7 months; p=0.005) and 3-year-OS (55.8% vs. 32.5%; p=0.001). Gene expression profiles were measured for a subset of 96 patients. Analysis of the expression data showed distinct clusters for AML-MLD-sole and AML-NOS versus AML with MDS-related cytogenetics or MDS history. Thus, MLD demonstrated no independent clinical impact, while cytogenetics and MDS history were of prognostic relevance. This data suggest modifications in a revised WHO proposal.
2011-01-01 | GSE21261 | GEO
Project description:The MLL-PTD mutation is found in patients with MDS and AML, and not in other hematological malignancies. Previously, we showed that Mll-PTD knock-in heterozygous mice (MllPTD/WT mice) present with several MDS-associated features. However, these phenotypes are insufficient to constitute bona fide MDS. MllPTD/WT mice do not generate MDS or AML in primary or transplant recipient mice. This suggests that additional genetic and/or epigenetic defects are necessary for transformation to MDS or AML. In secondary AML and de novo AML, MLL-PTD mutation is significantly associated with mutations in RUNX1 and with the FLT3-ITD mutations. In fact, the combination of MLL-PTD with the FLT3-ITD allele leads to AML in mice. We combined the MLL-PTD with RUNX1 mutant proteins, in order to generate a new mouse model for MDS. We generated MllPTD/WT/Runx1Flox/Flox/Mx1-Cre mice to model loss-of-function RUNX1 mutations. To test the significance of HIF-1α in this model, we also generated MllPTD/WT/Runx1Flox/Flox/Hif-1αFlox/Flox/Mx1-Cre mice and genetically eliminated Hif-1α expression. We analyzed gene expression variations in the HSPCs comparing the MllPTD/WT/Runx1∆/∆ with or without HIF-1α abrogation.
2018-12-23 | GSE86953 | GEO
Project description:We previously identified inactivating mutations in roundabout guidance receptor 1 (ROBO1) in patients with myelodysplastic syndrome (MDS), which was associated with poor prognosis and susceptibility to acute myeloid leukemia (AML) transformation. Nonetheless, the exact role of ROBO1 in hematopoiesis remains poorly delineated. Here we report that the ablation of Robo1 in mice is sufficient to confer MDS-like disease with anemia and multilineage dysplasia. More specifically, Robo1 deficiency impairs the self-renewal and differentiation capacity of hematopoietic stem progenitor cells (HSPCs) and disrupts HSPC pool, especially the reduction of megakaryocyte erythroid progenitors (MEPs), which causes a blockage in the early stages of erythropoiesis in mice. Similarly, Robo1-deficienct HSPCs recapitulated MDS-like disease with anemia and multilineage dysplasia in transplanted mice. Correspondingly, clinical data also reveal that low expression of ROBO1 is associated with shortened survival, severe anemia and a high risk of AML transformation in patients with MDS. Mechanistically, transcriptional profiling indicates that Cdc42, a member of the Rho-GTPase family, serves as a downstream target gene for Robo1 in HSPCs. Overexpression of Cdc42 partially restores the proliferation of erythroid colonies in Robo1 deficient mice. In contrast, Cdc42 inhibitor (CASIN) effectively attenuates the erythroid colony formation of HSPCs. Collectively, our results suggest that Robo1 deficiency may provide a promising therapeutic target against MDS by impairing HSPC self-renewal and erythropoiesis via CDC42, predicting a poor prognosis for severe anemia and a high risk of AML transformation in MDS.
2023-12-01 | GSE231641 | GEO
Project description:In spite of the recent discovery of genetic mutations in most MDS, pathophysiology of those disorders remain poorly known, and few animal are available. We performed global exome specific gene expression profiling and functional pathway analysis in purified Sca1+ spleen cells of two MDS transgenic mouse models developed by our group. Those models mimic high-risk MDS (HR MDS) and AML post MDS, depending on the transgene promoters used (MRP8NRASD12/tethBCL-2 and MRP8NRASD12/MRP8hBCL-2 respectively). We found common deregulated pathways in both models showing disease continuum. The most significantly deregulated pathways identified have previously been reported in MDS patients such as cell cycle, DNA replication/damage/repair, apoptosis, immune responses and canonical Wnt pathways. Interestingly, this analysis highlights other deregulated pathways such as non-canonical Wnt pathways including Rho signaling and circadian rhythm that may be critical in a human MDS setting.
2017-02-11 | GSE72934 | GEO
Project description:Dysregulated innate immune signaling is linked to preleukemic conditions and myeloid malignancies like MDS and AML. However, it is unknown whether sustained innate immune signaling contributes to malignant transformation. Here we show that cell-intrinsic innate immune signaling driven by miR-146a deletion (miR-146aKO), a commonly deleted gene in MDS and AML, cooperates with mutant RUNX1 (RUNX1mut) to initially induce marrow failure and features of MDS. However, miR-146aKO HSPCs expressing RUNX1mut eventually progress to a fatal AML. miR-146aKO HSPCs exhaust during serial transplantation, while expression of RUNX1mut restored their hematopoietic cell function. Thus, HSPCs exhibiting dysregulated innate immune signaling require a second hit to develop AML. Inhibiting the dysregulated innate immune pathways with a TRAF6-UBE2N inhibitor suppressed leukemic miR-146aKO/RUNX1mut HSPCs, highlighting the necessity of TRAF6-dependent cell-intrinsic innate immune signaling in initiating and maintaining AML. These findings underscore the critical role of dysregulated cell-intrinsic innate immune signaling in driving preleukemic cells toward AML progression.
2024-05-29 | GSE264052 | GEO
Project description:Dysregulated innate immune signaling is linked to preleukemic conditions and myeloid malignancies like MDS and AML. However, it is unknown whether sustained innate immune signaling contributes to malignant transformation. Here we show that cell-intrinsic innate immune signaling driven by miR-146a deletion (miR-146aKO), a commonly deleted gene in MDS and AML, cooperates with mutant RUNX1 (RUNX1mut) to initially induce marrow failure and features of MDS. However, miR-146aKO HSPCs expressing RUNX1mut eventually progress to a fatal AML. miR-146aKO HSPCs exhaust during serial transplantation, while expression of RUNX1mut restored their hematopoietic cell function. Thus, HSPCs exhibiting dysregulated innate immune signaling require a second hit to develop AML. Inhibiting the dysregulated innate immune pathways with a TRAF6-UBE2N inhibitor suppressed leukemic miR-146aKO/RUNX1mut HSPCs, highlighting the necessity of TRAF6-dependent cell-intrinsic innate immune signaling in initiating and maintaining AML. These findings underscore the critical role of dysregulated cell-intrinsic innate immune signaling in driving preleukemic cells toward AML progression.
2024-05-29 | GSE264051 | GEO
Project description:Myelodysplastic syndromes (MDS) are clonal disorders of hematopoietic progenitors characterized by ineffective hematopoiesis and high propensity to leukemias. Although a number of gene targets have been identified, in many MDS cases, particular genetic targets are unknown. In this study, we performed genome-wide profiling of copy number (CN) abnormalities and allelic imbalances in MDS genomes in order to clarify the distribution of LOH (loss of heterozygosity) and identify their target genes. We analyzed a total of 171MDS and MDS/MPD specimens, including 7 RA/RARS, 23 RCMD/RCMD-RS, 6 5q-syndrome, 30 RAEB-1, 40 RAEB-2, 4 therapy related-MDS/AML, 5 MDSu, 17 CMML-1, 16 CMML-2, 24 overt AML, using high-density SNP arrays. The data were analyzed by CNAG/AsCNAR software we specifically developed for allele-specific CN analysis and sensitive LOH detection. MDS showed characteristic CN profiles in SNP array analysis. Of particular interest is the finding of high frequency of CN-neutral LOH (Uniparental disomy,UPD), which were observed in 51 of 171 (30%) MDS cases. They preferentially involved 1p, 1q, 4q, 7q, 11q, 17p and other chromosomal segments, which were associated with homozygous mutations of both loss-of-function mutations and gain-of function mutations of tumor suppressor genes and cellular oncogenes, including TP53 (17p UPD), AML1/RUNX1 (21q UPD), Nras and cMPL (1p UPD), JAK-2 (9p UPD), and FLT3 (13q UPD). Next we tried to identify a new gene target in 11q UPD, which was most common UPD region in this study and many of these cases were CMML with a normal karyotype. The minimum 11q UPD segment is about 2Mb which existed in 11q23. We sequenced coding exons of c-cbl and detected homozygous mutations in 8 of 9 MDS cases with 11q UPD (CMML= 5, RAEB= 3, overt leukemia= 1), but very rare in cases without 11q UPD (1/162), demonstrating that the mutation is tightly linked to 11q UPD. These mutations were 8 point mutations and 1 micro-deletion, they were accumulated in the linker or RING domain. These c-cbl mutants can transform NIH3T3 in a dominant manner and these mutants are phosphorylated and activate PI3K-Akt pathway. To investigate the functions of these mutants in hematopoietic cells, we introduced these mutants into c-kit(+)Sca1(+)Lin(-) murine bone marrow cells, it prolonged replating capacity of these hematopoietic progenitors. Keywords: SNP-chip To identify oncogenic lesions in MDS, we performed a genome-wide analysis of primary MDS samples using high-density SNP arrays (Affymetrix GeneChip).
2010-04-09 | E-GEOD-15187 | biostudies-arrayexpress
Project description:Aplastic anaemia (AA) is a form of bone marrow failure (BMF) resulting in significant cytopenias and may progress with clonal evolution to myelodysplastic syndromes (MDS) and acute myeloid leukaemia (AML). MicroRNA expression is dysregulated in MDS/AML but there are limited studies on its role in the pathogenesis of AA. Using stored BM samples (n=81) from 2006-2019 from 52 patients, we demonstrate key differences in miRNA expression between AA patients at diagnosis and de novo MDS patients (n=21). The five most significantly upregulated miRNA in MDS patients (downregulated in AA) were miR-130a-3p, miR-221-3p, miR-126-3p, miR-27b-3p and miR-196b-5p (adj p<0.001). However, at the time of AA clonal progression to secondary MDS/AML, no significant miRNA differences were identified suggesting that the underlying mechanistic pathways are similar between AA progression to MDS/AML and de novo MDS. At diagnosis, miR-127-3p, miR-1271-5p, miR-301b-5p, miR-3934-5p and miR-4531 (adj p=0.081) were upregulated in those whose AA eventually progressed in comparison to those without eventual clonal progression. Using KEGG pathway analysis derived from miRPathDBv2.0, cytokine-cytokine receptor interaction, TGF-, MAP kinase, prolactin, Hippo, neurotrophin and FOXO signalling pathways were enriched in AA patients with clonal progression to MDS/AML; these pathways were similarly enriched in the de novo MDS cohort. These studies highlight the differing miRNA expression profiles in AA and MDS and in AA clonal evolution to MDS/AML.
2023-09-02 | GSE242216 | GEO