Large Conserved Domains Of Low DNA Methylation Maintained By 5-Hydroxymethycytosine and Dnmt3a

Blood ◽  
2013 ◽  
Vol 122 (21) ◽  
pp. 2406-2406
Author(s):  
Mira Jeong ◽  
Deqiang Sun ◽  
Min Luo ◽  
Yun Huang ◽  
Myunggon Ko ◽  
...  

Abstract Identification of recurrent leukemia-associated mutations in genes encoding regulators of DNA methylation such as DNMT3A and TET2 have underscored the critical importance of DNA methylation in maintenance of normal physiology. To gain insight into how DNA methylation exerts the central role, we sought to determine the genome-wide pattern of DNA methylation in the normal precursors of leukemia cells: the hematopoietic stem cell (HSC), and investigate the factors that affect alterations in DNA methylation and gene expression. We performed whole genome bisulfite sequencing (WGBS) on purified murine HSCs achieving a total of 1,121M reads, resulting in a combined average of 40X coverage. Using Hidden Markov Model we identified 32,325 under-methylated regions (UMRs) with average proportion of methylation ≤ 10% and by inspecting the UMR size distribution, we discovered exceptionally large “methylation Canyons” which span highly conserved domains frequently containing transcription factors and are quite distinct from CpG islands and shores. Methylation Canyons are a distinct genomic feature that is stable, albeit with subtle differences, across cell-types and species. Canyon-associated genes showed a striking pattern of enrichment for genes involved in transcriptional regulation (318 genes, P=6.2 x 10-123), as well as genes containing a homeobox domain (111 genes, P=3.9 x 10-85). We compared Canyons with TF binding sites as identified from more than 150 ChIP-seq data sets across a variety of blood lineages (>10)19 and found that TF binding peaks for 10 HSC pluripotency TFs are significantly enriched in entirety of Canyons compared with their surrounding regions. Low DNA methylation is usually associated with active gene expression. However, half of Canyon genes associated with H3K27me3 showed low or no expression regardless of their H3K4me3 association while H3K4me3-only Canyon genes were highly expressed. Because DNMT3A is mutated in a high frequency of human leukemias24, we examined the impact of loss of Dnmt3a on Canyon size. Upon knockout of Dnmt3a, the edges of the Canyons are hotspots of differential methylation while regions inside of Canyon are relatively resistant. The methylation loss in Dnmt3a KO HSCs led Canyon edge erosion, Canyon size expansion and addition of 861 new Canyons for a total of 1787 Canyons. Canyons marked with H3K4me3 only were most likely to expand after Dnmt3a KO and the canyons marked only with H3K27me3 or with both marks were more likely to contract. This suggests Dnmt3a specifically is acting to restrain Canyon size where active histone marks (and active transcription) are already present. WGBS cannot distinguish between 5mC and 5hmC, so we determined the genome-wide distribution of 5hmC in WT and Dnmt3a KO HSCs using the cytosine-5-methylenesulphonate (CMS)-Seq method in which sodium bisulfate treatment convert 5hmC to CMS; CMS-containing DNA fragments are then immunoprecipitated using a CMS specific antiserum. Strikingly, 5hmC peaks were enriched specifically at the borders of Canyons. In particular, expanding Canyons, typically associated with highest H3K4me3 marking, were highly enriched at the edges for the 5hmC signal suggesting a model in which Tet proteins and Dnmt3a act concomitantly on Canyon borders opposing each other in alternately effacing and restoring methylation at the edges, particularly at sites of active chromatin marks. Using Oncomine data, we tested whether Canyon-associated genes were likely to be associated with hematologic malignancy development and found Canyon genes were highly enriched in seven signatures of genes over-expressed in Leukemia patients compared to normal bone marrow; in contrast, four sets of control genes were not similarly enriched. Further using TCGA data, we found that expressed canyon genes are significantly enriched for differentially expressed genes between patients with and without DNMT3A mutation (p value<0.05) Overall, 76 expressed canyon genes, including multiple HOX genes, are significantly changed in patients with DNMT3A mutation (p=0.0031). Methylation Canyons, the novel epigenetic landscape we describe may provide a mechanism for the regulation of hematopoiesis and may contribute to leukemia development. Disclosures: No relevant conflicts of interest to declare.

Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 2367-2367
Author(s):  
Mira Jeong ◽  
Deqiang Sun ◽  
Min Luo ◽  
Aysegul Ergen ◽  
Hongcang Gu ◽  
...  

Abstract Abstract 2367 Hematopoietic stem cell (HSC) Aging is a complex process linked to number of changes in gene expression and functional decline of self-renewal and differentiation potential. While epigenetic changes have been implicated in HSC aging, little direct evidence has been generated. DNA methylation is one of the major underlying mechanisms associated with the regulation of gene expression, but changes in DNA methylation patterns with HSC aging have not been characterized. We hypothesize that revealing the genome-wide DNA methylation and transcriptome signatures will lead to a greater understanding of HSC aging. Here, we report the first genome-scale study of epigenomic dynamics during normal mouse HSC aging. We isolated SP-KSL-CD150+ HSC populations from 4, 12, 24 month-old mouse bone marrow and carried out genome-wide reduced representative bisulfite sequencing (RRBS) and identified aging-associated differentially methylated CpGs. Three biological samples were sequenced from each aging group and we obtained 30–40 million high-quality reads with over 30X total coverage on ∼1.1M CpG sites which gives us adequate statistical power to infer methylation ratios. Bisulfite conversion rate of non-CpG cytosines was >99%. We analyzed a variety of genomic features to find that CpG island promoters, gene bodies, 5'UTRs, and 3'UTRs generally were associated with hypermethylation in aging HSCs. Overall, out of 1,777 differentially methylated CpGs, 92.8% showed age-related hypermethylation and 7.2% showed age-related hypomethylation. Gene ontology analyses have revealed that differentially methylated CpGs were significantly enriched near genes associated with alternative splicing, DNA binding, RNA-binding, transcription regulation, Wnt signaling and pathways in cancer. Most interestingly, over 579 splice variants were detected as candidates for age-related hypermethylation (86%) and hypomethylation (14%) including Dnmt3a, Runx1, Pbx1 and Cdkn2a. To quantify differentially expressed RNA-transcripts across the entire transcriptome, we performed RNA-seq and analyzed exon arrays. The Spearman's correlation between two different methods was good (r=0.80). From exon arrays, we identified 586 genes that were down regulated and 363 gene were up regulated with aging (p<0.001). Most interestingly, overall expression of DNA methyl transferases Dnmt1, Dnmt3a, Dnmt3b were down regulated with aging. We also found that Dnmt3a2, the short isoform of Dnmt3a, which lacks the N-terminal region of Dnmt3a and represents the major isoform in ES cells, is more expressed in young HSC. For the RNA-seq analysis, we focused first on annotated transcripts derived from cloned mRNAs and we found 307 genes were down regulated and 1015 gene were up regulated with aging (p<0.05). Secondly, we sought to identify differentially expressed isoforms and also novel transcribed regions (antisense and novel genes). To characterize the genes showing differential regulation, we analyzed their functional associations and observed that the highest scoring annotation cluster was enriched in genes associated with translation, the immune network and hematopoietic cell lineage. We expect that the results of these experiments will reveal the global effect of DNA methylation on transcript stability and the translational state of target genes. Our findings will lend insight into the molecular mechanisms responsible for the pathologic changes associated with aging in HSCs. Disclosures: No relevant conflicts of interest to declare.


BMC Genomics ◽  
2019 ◽  
Vol 20 (1) ◽  
Author(s):  
Nicolau Sbaraini ◽  
Reinaldo Bellini ◽  
Augusto Bartz Penteriche ◽  
Rafael Lucas Muniz Guedes ◽  
Ane Wichine Acosta Garcia ◽  
...  

Abstract Background The Metarhizium genus harbors important entomopathogenic fungi. These species have been widely explored as biological control agents, and strategies to improve the fungal virulence are under investigation. Thus, the interaction between Metarhizium species and susceptible hosts have been explored employing different methods in order to characterize putative virulence determinants. However, the impact of epigenetic modulation on the infection cycle of Metarhizium is still an open topic. Among the different epigenetic modifications, DNA methylation of cytosine bases is an important mechanism to control gene expression in several organisms. To better understand if DNA methylation can govern Metarhizium-host interactions, the genome-wide DNA methylation profile of Metarhizium anisopliae was explored in two conditions: tick mimicked infection and a saprophytic-like control. Results Using a genome wide DNA methylation profile based on bisulfite sequencing (BS-Seq), approximately 0.60% of the total cytosines were methylated in saprophytic-like condition, which was lower than the DNA methylation level (0.89%) in tick mimicked infection condition. A total of 670 mRNA genes were found to be putatively methylated, with 390 mRNA genes uniquely methylated in the tick mimicked infection condition. GO terms linked to response to stimuli, cell wall morphogenesis, cytoskeleton morphogenesis and secondary metabolism biosynthesis were over-represented in the tick mimicked infection condition, suggesting that energy metabolism is directed towards the regulation of genes associated with infection. However, recognized virulence determinants known to be expressed at distinct infection steps, such as the destruxin backbone gene and the collagen-like protein gene Mcl1, were found methylated, suggesting that a dynamic pattern of methylation could be found during the infectious process. These results were further endorsed employing RT-qPCR from cultures treated or not with the DNA methyltransferase inhibitor 5-Azacytidine. Conclusions The set of genes here analyzed focused on secondary metabolites associated genes, known to be involved in several processes, including virulence. The BS-Seq pipeline and RT-qPCR analysis employing 5-Azacytidine led to identification of methylated virulence genes in M. anisopliae. The results provided evidences that DNA methylation in M. anisopliae comprises another layer of gene expression regulation, suggesting a main role of DNA methylation regulating putative virulence determinants during M. anisopliae infection cycle.


Blood ◽  
2009 ◽  
Vol 114 (22) ◽  
pp. 869-869
Author(s):  
Poonkuzhali Balasubramanian ◽  
Salamun Desire ◽  
Vikram Mathews ◽  
Kavitha M Lakshmi ◽  
Shaji R Velayudhan ◽  
...  

Abstract Abstract 869 Polymorphisms in drug metabolizing enzymes are known to contribute to inter-individual differences in the pharmacokinetics (PK) of the two most commonly used drugs for conditioning for hematopoietic stem cell transplantation (HSCT), busulfan (Bu) and cyclophosphamide (Cy) and their metabolites in plasma. We have previously reported the impact of CYP genes on the PK of Cy, [Blood (ASH Annual Meeting Abstracts), Nov 2004; 104: 99] and the influence of Cy PK on transplant outcome [Blood (ASH Annual Meeting Abstracts), Nov 2004; 104: 1820]. We have now extended this study to evaluate a total of 19 polymorphisms in 11 genes that are known to be involved in the metabolism of Bu and Cy. 180 of the 276 patients with thalassemia major who underwent HSCT between March 1991 and Dec 2008 and for who genomic DNA was available were included in the study. The following polymorphisms were screened using PCR followed by RFLP and/ or gel electrophoresis: GSTA1*B, GSTM1 and GSTT1 deletion, GSTP1*B, CYP2B6*2, *3, *4, *5 and *6, CYP2C9*2, *3 and *4, CYP2C19*2, *3, CYP3A4*1B, CYP3A5*3, *6 and ALDH1A1*2 and ALDH3A1*2. Polymorphism frequencies were associated with regimen related toxicities, other transplant related complications using Fischer's Exact test and Cox-proportional hazard's model.. Significant associations are shown in the Table. On univariate analysis, CYP2B6*4 variant genotype was associated with incidence of hemorrhagic cystitis (HC); CYP2C9*3 variant genotype was associated with the severity of HC; CYP2C19*3 and 2C9*2 genotypes were associated with overall and even-free survival (OS and EFS) and CYP2C9*2 and CYP2C9*3 genotype was associated with transplant related mortality (TRM). Multivariate analyses performed adjusting for known clinical risk factors still showed these genotypes to be significantly associated with outcome parameters. Variant genotypes of polymorphisms that result in decreased metabolism of Cy are protective against regimen related toxicities while these polymorphisms were risk factors for EFS and OS in the present study. This is the first report on the influence of common GST, CYP and ALDH polymorphisms on outcome of HSCT in patients with thalassaemia major. Screening for these polymorphisms in patients with beta thalassaemia undergoing HSCT can help identify patients at higher risk of complications.Table:EndpointGenotypeRelative risk (95% CI)P- value HCCYP2B6*4 variant0.3 (0.13-0.889)0.028 HC grade 1 vs. HC grade 2-4CYP2C9*3 variant0.2 (0.073-0.962)0.043 TRM2C9*2 variant2.7 (1.08-6.77)0.034 2C9*3 variant2.3 (1.0-5.7)0.049 OS and EFS2C19*3 variant3.3 (1.2-9.3)0.018 2C9*2 variant1.3 (0.93-2.03)0.070 Disclosures: No relevant conflicts of interest to declare.


Blood ◽  
2012 ◽  
Vol 120 (21) ◽  
pp. 3844-3844
Author(s):  
Youmna Attieh ◽  
Yue Wei ◽  
Hui Yang ◽  
Yu Jia ◽  
Hong Zheng ◽  
...  

Abstract Abstract 3844 Novel sequencing technologies have allowed identification of a group of highly recurrent genetic mutations in myelodysplastic syndromes (MDS). Of importance, it has been noticed that a majority of these mutated genes in MDS encode important components of epigenetic regulation, including both DNA methylation and histone modifications. This phenomenon highlights the importance of epigenetic mechanisms in the pathogenesis of MDS. Recently, highly recurrent somatic mutations in the Histone H3.3-ATRX-DAXX chromatin remodeling pathway have been documented in pediatric glioblastoma (Schwartzentruber et al. Nature and Wu et al. Nature Genetics 2012), further supporting the importance of epigenetic regulation for tumorgenesis. We therefore examined potential genetic and epigenetic alterations of the same pathway in MDS. First, in a cohort containing 80 samples of MDS whole bone marrow mononuclear cell DNA (representative of both lower and higher risk disease), we performed Sanger sequencing covering genomic areas of reported mutations of H3F3A, H3F3B, ATRX, and DAXX in glioblastoma. Sequenced genomic areas included reported mutations in pediatric tumors: Lys27 and Gly34 of H3F3A and H3F3B; sequences upstream of and within the helices domain of ATRXX; and the whole coding sequence of DAXX. Overall, we only detected one mutation of H3F3A (K27N) in one MDS case (76 year old male with RA; INT-1; diploid). No other reported mutation of H3F3B, ATRX and DAXX genes was detected in any other patients of this MDS cohort. Because of the potential of epigenetic deregulation, we then examined status of DNA methylation for the promoters of ATRX and DAXX in MDS patients by bisulfite pyrosquencing. While no DNA hypermethylation of DAXX promoter was detected, 8 out of 40 (20%) patients had hypermethylation of the CpG island in the promoter region of ATRX. However, six of these eight patients were females. Based on reports of ATRX methylation in healthy females, it is likely that the 6 cases in female patients represent physiological × chromosome inactivation. Finally, we performed RT-PCR analysis using cDNA samples isolated from CD34+ hematopoietic stem cells of 40 MDS patients. Results indicated that expression of ATRX and DAXX were increased by 2 fold (p-value 0.07) and 5.2 fold (p-value 0.0003) respectively compared to control CD34+ cells. The implications of this phenomenon need to be studied further. Taken together, these results suggest that genetic mutations of the H3.3-ATRX-DAXX chromatin remodeling do not play a role in the pathogenesis of MDS. Disclosures: No relevant conflicts of interest to declare.


Blood ◽  
2015 ◽  
Vol 126 (23) ◽  
pp. 309-309
Author(s):  
Hein Schepers ◽  
Patrick Korthuis ◽  
Marjan Geugien ◽  
Jennifer Jaques ◽  
Tihomira I. Todorova ◽  
...  

Abstract CITED2 has a conserved role in the maintenance of normal hematopoiesis. We have recently shown that ~70% of acute myeloid leukemia (AML) patients display enhanced CITED2 expression levels. Interfering with CITED2 expression is detrimental for leukemia maintenance in vitro and in vivo, demonstrating that CITED2 is critically important for the survival of leukemic stem cells (LSCs). Ectopic expression of CITED2 in normal CD34+ stem and progenitor cells (HSPCs) led to significantly better human engraftment in transplanted NSG mice, consistent with the maintenance of very primitive lin- CD34+ CD38- CD90+ CD45RA- HSCs within the bone marrow 28 weeks after transplantation. Although the CITED2-engrafted mice displayed enlarged spleens, blood development appeared normal, as measured through myeloid, B and T cell staining. This indicates that CITED2 as a single hit is not sufficient to transform human CD34+ cells. CITED2 expression frequently coincides with low expression of the myeloid transcription factor PU.1, suggesting that combined effects, rather than single events are important during AML development. To investigate this, we combined lentiviral downregulation of PU.1 with overexpression of CITED2 (PU.1Low-CITED2High) and studied hematopoietic development. CITED2 increased the percentage of immature CD34+ CD38- cells 5-fold, which was not further increased by the additional downregulation of PU.1. However, functional analysis through limiting dilution LTC-iC assays indicated that combining PU.1 down-, with CITED2 upregulation led to a synergistic 8.5-fold increase in LTC-iC frequency, whereas only changing PU.1 or CITED2 induced a respective 1.4 to 3-fold change in HSC frequency. To more stringently assess self-renewal, we cultured transduced cells for 4 weeks on MS5 cells under myeloid differentiating conditions (G-CSF, IL3 and TPO) and subsequently performed CFC assays. Whereas after 4 weeks all groups displayed similar colony numbers, secondary and tertiary replatings demonstrated that self-renewal could only be maintained for more than 10 weeks when CITED2 upregulation was combined with PU.1 downregulation. This replating capacity of PU.1Low-CITED2High cells was limited to CD34+ CD38- HSCs, as replating of CD34+ CD38+ progenitor-derived colonies did not yield new CFCs. In order to investigate the underlying mechanisms, we performed transcriptome analysis on human HSCPs after knockdown of PU.1, overexpression of CITED2 or the combination of both. PU.1Low-CITED2High cells displayed a gene expression pattern different from the PU.1Low or CITED2High only cells, suggesting that the two events have synergistic effects. Some genes, like HLX and SF3B1 have been shown to cause or are mutated in AML, demonstrating that the synergistic changes are related to AML. When comparing the differentially regulated genes in the PU.1Low -CITED2High cells to the gene expression in the Hemaexplorer database, a similar pattern was observed, when compared between AML and normal cells. In order to investigate the effects of the PU.1low CITED2high combination on AML development, we resorted to a PU.1-dependent mouse model of AML development. CITED2 expression in BM cells from PU.1KD/KD mice (in which deletion of an Upstream Regulatory Element leads to an 80% downregulation of PU.1), led to a steady increase of GFP+ cells over time as compared to control cells and demonstrated a dramatic expansion of Gr-1+ Mac-1+ cells, a hallmark of AML in these mice. This suggests that CITED2 contributes to a faster progression towards AML upon lowering of PU.1. To identify if our model corresponds to AMLs with a specific subset of mutations, we clustered publically available AML data (TCGA), based on the gene expression changes in the PU.1Low -CITED2High cells. The majority of AMLs clustered together in 2 groups, in which FLT3, p53 and DNMT3A mutations were most prevalent. FLT3 mutations, through its activation of STAT5, are consistent with high CITED2 expression, whereas p53 mutations are consistent with our data indicating that CITED2 loss regulates HSCs in a p53-dependent manner. The presence of DNMT3A mutations suggests that DNA methylation changes collaborate with high CITED2 and low PU.1 during leukemogenesis. This is currently under investigation. In summary, our data imply that CITED2, low PU.1 and potentially changes in DNA methylation all contribute to maintenance of self-renewal and leukemogenesis. Disclosures No relevant conflicts of interest to declare.


2021 ◽  
Vol 12 (1) ◽  
Author(s):  
Ivo S. Muskens ◽  
Shaobo Li ◽  
Thomas Jackson ◽  
Natalina Elliot ◽  
Helen M. Hansen ◽  
...  

AbstractDown syndrome is associated with genome-wide perturbation of gene expression, which may be mediated by epigenetic changes. We perform an epigenome-wide association study on neonatal bloodspots comparing 196 newborns with Down syndrome and 439 newborns without Down syndrome, adjusting for cell-type heterogeneity, which identifies 652 epigenome-wide significant CpGs (P < 7.67 × 10−8) and 1,052 differentially methylated regions. Differential methylation at promoter/enhancer regions correlates with gene expression changes in Down syndrome versus non-Down syndrome fetal liver hematopoietic stem/progenitor cells (P < 0.0001). The top two differentially methylated regions overlap RUNX1 and FLI1, both important regulators of megakaryopoiesis and hematopoietic development, with significant hypermethylation at promoter regions of these two genes. Excluding Down syndrome newborns harboring preleukemic GATA1 mutations (N = 30), identified by targeted sequencing, has minimal impact on the epigenome-wide association study results. Down syndrome has profound, genome-wide effects on DNA methylation in hematopoietic cells in early life, which may contribute to the high frequency of hematological problems, including leukemia, in children with Down syndrome.


Blood ◽  
2010 ◽  
Vol 116 (21) ◽  
pp. 2483-2483
Author(s):  
Dominique JPM Stumpel ◽  
Diana Schotte ◽  
Ellen AM Lange-Turenhout ◽  
Pauline Schneider ◽  
Lidija Seslija ◽  
...  

Abstract Abstract 2483 MLL-rearranged Acute Lymphoblastic Leukemia (ALL) in infants (<1 year) represents one of the most aggressive types of childhood leukemia. In order to develop more suitable treatment strategies, a firm understanding of the biology underlying this disease is of utmost importance. MLL-rearranged ALL displays a unique gene expression profile, partly explained by erroneous histone modifications. We recently showed that t (4;11)-positive infant ALL is also characterized by pronounced promoter CpG hypermethylation. Here we investigated whether this widespread hypermethylation also affected microRNA (miRNA) expression. We performed CpG methylation analyses at 122 miRNA loci using Differential Methylation Hybridization (DMH), and miRNA expression analyses using quantitative real-time PCR on primary t (4;11)-positive infant ALL samples (n= 22) and normal pediatric bone marrows (n= 7). We identified 11 miRNAs that were markedly down-regulated in t (4;11)-positive infant ALL as a consequence of CpG hypermethylation. Seven of these miRNAs were re-activated after exposure to the de-methylating agent Zebularine. Interestingly, 5 of these miRNAs had already been associated either with the MLL gene or with leukemic MLL fusions. For one of the remaining miRNAs, i.e. miR-152, we demonstrate that high degrees of methylation strongly correlate with a poor clinical outcome. Moreover, we identified MLL and DNA methyltransferase 1 (DNMT1) as potential target genes for miR-152. Thus, genome-wide DNA methylation in MLL-rearranged infant ALL not only inactivates numerous protein-coding genes, but also affects several miRNA genes. While inhibition of methylation by Zebularine to certain extents re-activates gene expression, re-activation of miRNAs by this agent restores the suppression of associated target genes. As demethylating agents exert their functions by covalently trapping DNMT1 to the DNA, re-activation of miR-152 by Zebularine further supports demethylation by targeting DNMT1 expression. In summary, our data demonstrates an important role for genome-wide DNA methylation in suppressing miRNA expression and provides additional grounds to initiate efficacy testing of demethylating agents in MLL-rearranged ALL in vivo. Disclosures: No relevant conflicts of interest to declare.


Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 807-807 ◽  
Author(s):  
Parantu K Shah ◽  
Stephane Minvielle ◽  
Hervé Avet-Loiseau ◽  
Cheng Li ◽  
Nikhil C. Munshi

Abstract Abstract 807FN2 Gene expression profiling (GEP) of newly-diagnosed cancer patients is now a routine task in the oncogenomic research using functional genomics platforms like microarray and next generation sequencing. These profiles are then utilized to derive gene expression signatures (GES) that can stratify patients according to survival groups using various statistical methodologies. This is an active area of research with important implications on clinical decision making and patient care. It is important to note that the treatment itself probably plays a major role in influencing outcome in cancer. Therefore, the GES may be specific to a particular treatment and may not be universally applicable in predicting survival of patients treated with different therapeutic regimen. We evaluated the impact of therapy on GES utilizing two large publicly available gene expression datasets from newly-diagnosed multiple myeloma (MM) patients generated using Affymetrix U133+2 microarrays. The dataset from University of Arkansas Medical Sciences (UAMS; Shaughnessy et al Blood 2007) has gene expression profile (GEP) from 569 patients treated on total therapy (TT)2 and TT3 protocols while the dataset from HOVON-65 trial contains GEO data from 320 patients treated with either the VAD or PAD regimen in equal numbers. The UAMS dataset was partitioned into training and validation sets. Using a combination of a network inspired univariate ranking procedure and ultra refined methods for variable selection we derived a sparse multivariate survival signature consisting of 40 genes that worked extremely well on the training set (p-value < e-16) as well as the validation set (p-value < e-5). Interestingly we saw the difference of performance between TT2 and TT3 induction arms. The p values were 0.002 for the TT2 induction arm while for the TT3 the p value was 0.02. On applying the signature to the whole HOVON-65 test set our signature worked only moderately well (p-value = 0.003). When the HOVON-65 dataset was split according to the induction treatment arms, the GES worked extremely well (p-value < e-5) in predicting the outcome in patients receiving VAD regimen but had no power to distinguish survival in patients receiving PAD regimen. We have evaluated the results on additional data sets that confirmed our observation from the HOVON study. To our knowledge this is the first clear demonstration of treatment specificity of GES. This data suggest that we may need to derive multiple therapy-specific GES to be applied to the patients to treat the new patient with therapy for which he/she is predicted to have best outcome. Disclosures: No relevant conflicts of interest to declare.


2020 ◽  
Vol 15 (1) ◽  
Author(s):  
Giulia Tini ◽  
Vijayalakshmi Varma ◽  
Rosario Lombardo ◽  
Greg T. Nolen ◽  
Gregory Lefebvre ◽  
...  

Abstract Background Increased adipogenesis and altered adipocyte function contribute to the development of obesity and associated comorbidities. Fructose modified adipocyte metabolism compared to glucose, but the regulatory mechanisms and consequences for obesity are unknown. Genome-wide methylation and global transcriptomics in SGBS pre-adipocytes exposed to 0, 2.5, 5, and 10 mM fructose, added to a 5-mM glucose-containing medium, were analyzed at 0, 24, 48, 96, 192, and 384 h following the induction of adipogenesis. Results Time-dependent changes in DNA methylation compared to baseline (0 h) occurred during the final maturation of adipocytes, between 192 and 384 h. Larger percentages (0.1% at 192 h, 3.2% at 384 h) of differentially methylated regions (DMRs) were found in adipocytes differentiated in the glucose-containing control media compared to adipocytes differentiated in fructose-supplemented media (0.0006% for 10 mM, 0.001% for 5 mM, and 0.005% for 2.5 mM at 384 h). A total of 1437 DMRs were identified in 5237 differentially expressed genes at 384 h post-induction in glucose-containing (5 mM) control media. The majority of them inversely correlated with the gene expression, but 666 regions were positively correlated to the gene expression. Conclusions Our studies demonstrate that DNA methylation regulates or marks the transformation of morphologically differentiating adipocytes (seen at 192 h), to the more mature and metabolically robust adipocytes (as seen at 384 h) in a genome-wide manner. Lower (2.5 mM) concentrations of fructose have the most robust effects on methylation compared to higher concentrations (5 and 10 mM), suggesting that fructose may be playing a signaling/regulatory role at lower concentrations of fructose and as a substrate at higher concentrations.


Blood ◽  
2014 ◽  
Vol 124 (21) ◽  
pp. 2147-2147
Author(s):  
Namyoung Jung ◽  
Bo Dai ◽  
Andrew J. Gentles ◽  
Peter Murakami ◽  
Ravindra Majeti ◽  
...  

Abstract Acute myeloid leukemia (AML) is a hematologic malignancy initiated by leukemia-initiating or leukemia stem cells (LSC) which can differentiate into clonally related leukemic blast cells. This leukemia stem cell model proposes that functional properties of LSC and their blast progeny must be derived by epigenetic differences. Here, we examined genome wide DNA methylation of LSC-enriched populations and blast cells from 15 AML patients, along with 6 well-defined hematopoietic stem and progenitor cell (HSPC) populations from 5 normal controls using Illumina Infinium Human Methylation 450 BeadChip array. Strikingly, LSC-enriched populations exhibited global hypomethylation compared to non-engrafting blast cells, demonstrating that epigenetic change could drive the functional difference of LSC and their blast progeny. We defined an LSC epigenetic signature by integrating DNA methylation and gene expression analysis. The signature independently predicted overall survival of patients in both DNA methylation and gene expression data sets. Finally, we identified that LSC-enriched populations formed two major clusters when compared to normal HSPC: a granulocyte-macrophage progenitor (GMP)-like and a lymphoid-primed multipotential progenitor (L-MPP)-like subgroup that may reflect the cell of origin for these cases. These subgroups showed strong association with cytogenetic abnormalities and molecular mutations associated with the cell of origin. These results provide the first evidence for epigenetic variation between LSC and their blast progeny that are prognostic, and for epigenetically defined cell of origin of AML LSC. Disclosures No relevant conflicts of interest to declare.


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