Epigenomic mapping in B-cell acute lymphoblastic leukemia identifies transcriptional regulators and noncoding variants promoting distinct chromatin architectures [Hi-C]
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ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE245222 | GEO | 2023/10/17
REPOSITORIES: GEO
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Project description:Acute lymphoblastic leukemia (ALL) is the most common malignancy in pediatric patients and represents about a quarter of all pediatric malignancies. Past work has characterized B-cell lineage ALL (B-ALL) into molecular subtypes spanning a range of aberrant chromosomal rearrangements and chimeric fusions driving malignancy. While transcriptional and DNA methylation profiling of these subtypes has been extensively examined, the accompanying chromatin landscape and corresponding gene regulatory repertoire is not well characterized for many B-ALL subtypes. To better understand the B-ALL epigenome and gene regulatory network we mapped chromatin accessibility for 11 B-ALL molecular subtypes using assay for transposase-accessible chromatin with high-throughput sequencing (ATAC-seq) across 154 primary patient samples. We uncovered extensive chromatin reprogramming between B-ALL and primary B-cells that drive oncogenic signaling pathways and perturb normal B-cell functions. Strikingly, we also identified 42,457 accessible chromatin sites which exhibit strong subtype enrichment. Subtype enriched sites were shown to have a subtype prediction cross-validation accuracy of nearly 90% within a PCA-LDA classification model framework. Transcription factor (TF) footprint profiling and transcriptomic information further identified candidate subtype-specific driver TFs as well as unique gene regulatory networks among B-ALL subtypes. To better understand how genetic variation impacts chromatin accessibility, we identified 9080 variants that act as ATAC-seq chromatin accessibility quantitative trait loci (ATAC-QTLs) and contribute to chromatin accessibility variability among patient samples. Overall, this large dataset and associated analyses offer a unique window into the gene regulatory landscape of B-ALL that highlight the complexity and heterogeneity of chromatin accessibility among B-ALL molecular subtypes. Keywords: Genome binding/occupancy profiling by high throughput sequencing
2023-10-17 | GSE226400 | GEO
Project description:MicroRNAs (miRNAs) regulate activity of protein-coding genes including those involved in hematopoietic cancers. The goal of the current study was to explore which miRNAs are unique for seven different subtypes of pediatric acute lymphoblastic leukemia (ALL). Therefore, the expression levels of 397 miRNAs (including novel miRNAs) were measured by quantitative RT-PCR in 81 pediatric leukemia cases and 17 normal hematopoietic control cases. Except for BCR-ABL-positive and B-other ALL, all major subtypes i.e. T-ALL, MLL-rearranged, TEL-AML1-positive, E2A-PBX1-positive and hyperdiploid ALL have unique miRNA-signatures that differ from each other and from those in healthy hematopoietic cells. Strikingly, the miRNA signature between TEL-AML1-positive and hyperdiploid cases partly overlapped, which suggests a common underlying biology. Moreover, aberrant downregulation of let-7b (~70-fold) in MLL-rearranged ALL was linked to upregulation of oncoprotein c-Myc (P<0.0001). Besides genetic aberrations, in vitro drug resistance predicts clinical outcome. Resistance to vincristine and daunorubicin was characterized by ~20-fold upregulation of miR-125b, miR-99a and miR-100 (P≤0.002). No discriminative miRNAs were found for prednisolone and only one miRNA was linked to L-asparaginase resistance. Finally we show that the expression levels of 14 miRNAs were --independently of subtype-- associated with clinical outcome in pediatric ALL. We conclude that genetic subtypes and drug resistant leukemic cells display characteristic miRNA signatures in pediatric ALL. Functional studies of discriminative and prognostic important miRNAs may provide new insights into the biology of disease. Experiment type: stem-loop real-time (RT) quantitative PCR (RT-qPCR)
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Project description:Profiling global gene expression in large ALL cohorts, we identified unique over-expression of FLT3 in ZNF384-rearranged ALL, consistently across cases harboring different fusion partners with ZNF384. Mechanistically, we discovered an intergenic enhancer element at the FLT3 locus that is exclusively activated in ZNF384-rearranged ALL, with the enhancer-promoter looping directly mediated by the fusion protein. There was also a striking global enrichment of active enhancers within ZNF384 binding sites across the genome in ZNF384-rearranged ALL cells.
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Project description:RNA-sequencing was performed on Arf-/- pre-B cell expressing either wild-type ZNF384, TAF15-ZNF384, or TCF3-ZNF384. We found that pre-B cells that express ZNF384 fusion proteins have a gene expression profile similar to patients with ZNF384-rearranged leukemia.
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Project description:Multiple myeloma is a relatively common B-cell malignancy that is currently incurable. Certain recurrent genetic abnormalities characteristics of different genetic subtypes have been described. Hyperdiploid myeloma characterized by recurrent trisomies is the most common genetic subtypes. However little is know about it's biology. Another common genetic abnormality is chromosome 13 deletion which is also associated with inferior prognosis. This abnormality is already present at the pre-malignant MGUS stage and is clonally selected with disease progression. Although it is biologically and clinically important the molecular consequence of chromosome 13 deletion is unknown. Experiment Overall Design: Hyperdiploid myeloma was identified using FISH. The gene expression profile of hyperdiploid MM is compared to that of non-hyperdiploid myeloma to identify differentially expressed genes. Molecular heterogeneity within H-MM is analyzed using unsupervised techniques. The distinctive subgroups identified are also tested in MGUS/SMM and NH-MM. The clinical relevance of these subtypes of hyperdiploid myeloma is then analyzed by correlating with relevant clinical information. Chromosome 13 deleted and undeleted MM are identified by FISH and their gene expression profile compared to identify molecular signature.
2008-06-15 | E-GEOD-6477 | biostudies-arrayexpress
Project description:The molecular hallmark of ALL is characterized by recurrent, prognostic genetic alterations, many of which are cryptic by conventional cytogenetics. RNA-seq is a powerful next-generation sequencing technology with the ability to simultaneously identify cryptic gene rearrangements, sequence mutations and gene expression profiles in a single assay. We examined the feasibility and utility of incorporating RNA-seq into a prospective multi-center phase 3 clinical trial for children with newly-diagnosed ALL. Patients enrolled on the DFCI ALL Consortium Protocol 16-001 who consented to optional studies and had available material underwent RNA-seq. RNA-seq was performed in 173 patients with ALL. RNA-seq identified at least one alteration in 157 (91%) patients and fusion detection was 100% concordant with results obtained from conventional cytogenetic analyses. An additional 56 gene fusions were identified by RNA-seq, many of which confer prognostic or therapeutic significance. Gene expression profiling and fusion detection enabled further molecular classification into the following B-ALL subgroups: ETV6-RUNX1/ETV6-RUNX1-like (n=31), high hyperdiploid (n=34), TCF3-PBX1 (n=7), KMT2A-rearranged (n=5), Philadelphia (Ph) chromosome-positive/Ph-like (n=19), DUX4-rearranged (n=11), PAX5-altered (n=7), ZNF384-rearranged (n=4), MEF2D-rearranged (n=1) and NUTM1-rearranged (n=1). RNA-seq identified 141 nonsynonymous mutations in 93 (54%) patients; the most frequent were RAS-MAPK pathway mutations. Among 79 patients with both low-density array and RNA-seq data for the Ph-like gene signature prediction, results were concordant in 74 (94%) patients. In conclusion, RNA-seq is feasible in the context of a multicenter prospective clinical trial. We identified several clinically-relevant genetic alterations not detected by conventional methods, supporting the integration of this technology in frontline pediatric ALL trials.
2022-02-14 | GSE181157 | GEO
Project description:We identified germline single nucleotide polymorphisms (SNPs) associated with childhood acute lymphoblastic leukemia (ALL) and its subtypes. Using the Affymetrix 500K Mapping array and publicly available genotypes, we identified 18 SNPs whose allele frequency differed (P<1x10-5) between a pediatric ALL population (n=317) and non-ALL controls (n=17,958). Six of these SNPs differed (P≤0.05) in allele frequency among four ALL subtypes. Two SNPs in ARID5B not only differed between ALL and non-ALL groups (rs10821936, P=1.4x10-15, odds ratio[OR]=1.91; rs10994982, P=5.7x10-9, OR=1.62) but also distinguished B-hyperdiploid ALL from other subtypes (rs10821936, P=1.62 x10-5, OR=2.17; rs10994982, P=0.003, OR 1.72). These ARID5B SNPs also distinguished B-hyperdiploid ALL from other subtypes in an independent validation cohort (n=124 children with ALL) (P=0.003 and P=0.0008, OR 2.45 and 2.86, respectively) and were associated with methotrexate accumulation and gene expression pattern in leukemic lymphoblasts. We conclude that germline genomic variations affect susceptibility to and characteristics of specific ALL subtypes. We used microarrays to detail the global program of gene expression in primary leukemic blasts cells from children diagnosed with acute lymphoblastic leukemia.
2009-08-16 | E-GEOD-17195 | biostudies-arrayexpress
Project description:MicroRNAs (miRNAs) regulate activity of protein-coding genes including those involved in hematopoietic cancers. The goal of the current study was to explore which miRNAs are unique for seven different subtypes of pediatric acute lymphoblastic leukemia (ALL). Therefore, the expression levels of 397 miRNAs (including novel miRNAs) were measured by quantitative RT-PCR in 81 pediatric leukemia cases and 17 normal hematopoietic control cases. Except for BCR-ABL-positive and B-other ALL, all major subtypes i.e. T-ALL, MLL-rearranged, TEL-AML1-positive, E2A-PBX1-positive and hyperdiploid ALL have unique miRNA-signatures that differ from each other and from those in healthy hematopoietic cells. Strikingly, the miRNA signature between TEL-AML1-positive and hyperdiploid cases partly overlapped, which suggests a common underlying biology. Moreover, aberrant downregulation of let-7b (~70-fold) in MLL-rearranged ALL was linked to upregulation of oncoprotein c-Myc (P<0.0001). Besides genetic aberrations, in vitro drug resistance predicts clinical outcome. Resistance to vincristine and daunorubicin was characterized by ~20-fold upregulation of miR-125b, miR-99a and miR-100 (P≤0.002). No discriminative miRNAs were found for prednisolone and only one miRNA was linked to L-asparaginase resistance. Finally we show that the expression levels of 14 miRNAs were --independently of subtype-- associated with clinical outcome in pediatric ALL. We conclude that genetic subtypes and drug resistant leukemic cells display characteristic miRNA signatures in pediatric ALL. Functional studies of discriminative and prognostic important miRNAs may provide new insights into the biology of disease. Experiment type: stem-loop real-time (RT) quantitative PCR (RT-qPCR) Bone marrow and peripheral blood samples were collected from children at newly diagnosis of acute lymphoblastic leukemia (ALL). CD34+ -cells were sorted from G-CSF-stimulated blood cell samples of children with a brain tumor or Wilm’s tumor. Thymocytes were isolated from thymic lobes that were resected from children during surgery for congenital heart disease. RNA from the cell samples was extracted using TRIzol reagents (firma). Only RNA with an RNA Integrity Number (RIN) of ≥ 7.5 as measured by the 2100 Bioanalyzer (Agilent, Amstelveen, the Netherlands) was used as input for the RT-qPCR reactions. All miRNAs were validated with the stem-loop real-time (RT) quantitative PCR (RT-qPCR) technique by using either TaqMan MicroRNA Array MicroRNA arrays (v 1.0, Early Access) or Custom TaqMan MicroRNA Array arrays (Applied Biosystems, Foster City, USA). Values represent ∆Ct in each individual patient for whom the specific subtype, identification number and cellular drug-resistance is shown on top of each column. Drug-resistance was based on median LC50 values (concentration of a drug lethal to 50% of the leukemic cells) that have reported prognostic impact in children with newly diagnosed ALL. Median LC50 values were used to assign patients as sensitive (≤ median LC50) or resistant (> median LC50) to the drug in question. The ∆Ct value was calculated according to the following equation: Ct value of the specific miRNA minus the Ct value of the internal reference. In case of the TaqMan MicroRNA Array MicroRNA arrays the mean Ct values for snoR-13 and snoR-14 were used as reference whereas in case of the Custom TaqMan MicroRNA Array arrays snoR-1 was used. MiRNAs validated by the TaqMan MicroRNA Array MicroRNA arrays are listed together with the part numbers of the corresponding (stem-loop) primers as available by Applied Biosystems, Foster City, USA. Primers for the remaining miRNAs were custom designed by Applied Biosystems. Abbreviations: MLL: MLL-rearranged precursor B-ALL, B-other: precursor B-ALL negative for MLL-rearrangements, TEL-AML1, BCR-ABL, E2A-PBX and hyperdiploidy (> 50 chromosomes). CD34+: normal CD34+-sorted blood progenitor cells, nBM: normal bone marrow.
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Project description:ZNF384-rearranged fusion oncoproteins (FO) define a subset of lineage ambiguous leukemias, but the mechanistic role of ZNF384 FO in leukemogenesis and lineage ambiguity is poorly understood. Here, using viral expression in mouse and human hematopoietic stem and progenitor cells (HSPCs) and a Ep300-Zfp384 mouse model we show that ZNF384 FO promote hematopoietic expansion, myeloid lineage skewing, and self-renewal. In mouse HSPCs, concomitant lesions such as NRASG12D, were required for fully penetrant leukemia, whereas expression of ZNF384 FO drove development of B/myeloid leukemia in human HSPCs, with sensitivity of human ZNF384r leukemia to FLT3 inhibition in vivo. Mechanistically, ZNF384 FO occupy a subset of predominantly intragenic/enhancer regions with increased histone 3 lysine acetylation suggesting enhancer function. These data define a paradigm for FO-driven lineage ambiguous leukemia, in which expression in HSPCs results in deregulation of lineage-specific genes and hematopoietic skewing, progressing to full leukemic transformation in the presence of proliferative stress.
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