Gene Expression Regulation, Leukemic

基因表达调控,白血病
  • 文章类型: Journal Article
    造血干细胞(HSC)中的遗传和/或表观遗传改变有助于白血病干细胞(LSC)形成。我们旨在鉴定LSCs在抑制PI3K/Akt/mTOR信号后的lncRNA表达谱特征的改变,这为LSCs提供了选择性优势。我们还旨在阐明差异表达的lncRNAs(DELs)的潜在相互作用网络和功能。我们通过特异性PI3K/mTOR双重抑制剂(VS-5584)抑制了LSC和HSC细胞系中的PI3K/Akt/mTOR信号传导,并通过抗体阵列证实了这种抑制作用。我们通过qRT-PCR定义DEL。增加SRA,ZEB2-AS1,antiPeg11,DLX6-AS,SNHG4,并降低H19,PCGEM1,CAR-Intergenic-10,L1PA16,IGF2AS,SNHG5水平(|log2倍变化|>5)与LSC中PI3K/Akt/mTOR通路抑制严格相关。我们对DEL进行了计算机模拟分析。发现ZEB2-AS1在正常骨髓中特异性表达,在白血病细胞系中主要较低。为DEL确定了三个亚簇,它们与骨髓中多个细胞谱系的异常有关。“DEL在“葡糖醛酸化”Reactome途径和“抗坏血酸和醛酸代谢”和“肌醇磷酸代谢”KEGG途径中的富集程度最高。转录因子,MBD4,NANOG,PAX6,RELA,CEBPB,和CEBPA预测与DEL概况相关。预测SRA与CREB1、RARA、和PPARA。预计可能的DEL目标将形成六个本体论组,高度富集磷蛋白,并参与碳水化合物和cAMP对“PPAR信号通路”和“ChREBP的调节。“这些结果将有助于阐明lncRNAs在为白血病干细胞提供选择性优势的机制中的作用。
    Genetic and/or epigenetic alterations in hematopoietic stem cells (HSCs) contribute to leukemia stem cell (LSC) formation. We aimed to identify alterations in the lncRNA expression profile signature of LSCs upon inhibition of PI3K/Akt/mTOR signaling, which provides selective advantages to LSCs. We also aimed to elucidate the potential interaction networks and functions of differentially expressed lncRNAs (DELs). We suppressed PI3K/Akt/mTOR signaling in LSC and HSC cell-lines by specific PI3K/mTOR dual-inhibitor (VS-5584) and confirmed the inhibition by antibody-array. We defined DELs by qRT-PCR. Increased SRA, ZEB2-AS1, antiPeg11, DLX6-AS, SNHG4, and decreased H19, PCGEM1, CAR-Intergenic-10, L1PA16, IGF2AS, and SNHG5 levels (|log2fold-change|>5) were strictly associated with PI3K/Akt/mTOR pathway inhibition in LSC. We performed in silico analyses for DELs. ZEB2-AS1 was found to be specifically expressed in normal bone marrow and predominantly lower in leukemic cell-lines. Three sub-clusters were identified for DELs and they were associated with \"abnormality of multiple cell lineages in the bone marrow.\" DELs were most highly enriched for \"glucuronidation\" Reactome pathway and \"ascorbate and aldarate metabolism\" and \"inositol phosphate metabolism\" KEGG pathways. Transcription factors, MBD4, NANOG, PAX6, RELA, CEBPB, and CEBPA were predicted to be associated with the DEL profile. SRA was predicted to interact with CREB1, RARA, and PPARA. The possible DELs\' targets were predicted to form six ontological groups, be highly enriched for phosphoprotein, and be involved in \"PPAR signaling pathway\" and \"ChREBP regulation by carbohydrates and cAMP.\" These results will help to elucidate the roles of lncRNAs in the mechanisms that provide selective advantages to leukemia stem cells.
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  • 文章类型: Journal Article
    DNA(胞嘧啶-5)-甲基转移酶3A(DNMT3A)突变的急性髓系白血病(AML)预后不良,但确切的机制尚不清楚。这里,我们旨在探讨DNMT3A突变的AML的免疫逃逸机制。我们构建了DNMT3A敲除克隆和DNMT3A-R882H突变克隆。RNA-seq结果显示转录因子和巨噬细胞炎性蛋白在DNMT3A突变克隆中显著下调。KEGG富集和基因集富集分析(GSEA)显示大量基因富集于炎症免疫相关通路,如toll样受体信号通路。因此,我们将AML细胞与巨噬细胞共培养。DNMT3A突变的AML细胞在体外和体内减弱了M1巨噬细胞极化并抵抗了其杀伤作用。在异种移植物中,实验组肿瘤体积明显大于对照组,而M2型巨噬细胞比例显著增高。在共同文化之后,突变细胞中促炎细胞因子表达的增加明显低于对照组,而在免疫抑制因子中没有显着差异。在共培养的上清液中,实验组炎症因子浓度明显低于对照组,而免疫抑制因子则明显增高。抵抗素显著增进AML细胞炎性卵白的表达。它缓解了DNMT3A突变的抑制作用,促进共培养的巨噬细胞的表型恢复,消除阻力,调节免疫微环境。因此,抵抗素可作为DNMT3A突变AML患者的辅助药物。
    DNA (cytosine-5)-methyltransferase 3A (DNMT3A)-mutated acute myeloid leukemia (AML) has a poor prognosis, but the exact mechanism is still unclear. Here, we aimed to explore the mechanism of immune escape in AML with DNMT3A mutation. We constructed a DNMT3A knockout clone and DNMT3A-R882H-mutated clones. RNA-seq results showed that transcription factors and macrophage inflammatory proteins were significantly downregulated in the DNMT3A mutant clones. KEGG enrichment and gene set enrichment analysis (GSEA) showed that a large number of genes were enriched in inflammatory immune-related pathways, such as the toll-like receptor signaling pathway. Therefore, we co-cultured AML cells with macrophages. The DNMT3A-mutated AML cells attenuated M1 macrophage polarization and resisted its killing effect in vitro and in vivo. In xenografts, the tumor volumes in the experimental group were significantly larger than those in the control group, and the proportion of M2 macrophages was significantly higher. After the co-culture, the increase in pro-inflammatory cytokine expression in the mutant cells was significantly lower than that in the control group, while that in immunosuppressive factors was not significantly different. In co-cultivated supernatants, the concentration of inflammatory factors in the experimental group was significantly lower than that in the control group, while that of immunosuppressive factors was significantly higher. Resistin significantly promoted the expression of inflammatory proteins in AML cells. It relieved the inhibitory effect of DNMT3A mutation, promoted the phenotypic recovery of the co-cultured macrophages, eliminated resistance, and regulated the immune microenvironment. Thus, resistin may serve as an ancillary drug for patients with DNMT3A-mutated AML.
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  • 文章类型: Journal Article
    慢性粒细胞白血病(CML)是世界上最常见的癌症之一。伊马替尼是抑制CML患者BCR-ABL酪氨酸激酶最有效的治疗策略之一,但是遇到的阻力越来越大。
    从基因表达Omnibus(GEO)下载并分析微阵列数据GSE7114、GSE92624和GSE97562,以鉴定伊马替尼抗性CML细胞中的候选基因。对差异表达基因(DEGs)进行了评价,蛋白质-蛋白质相互作用(PPI)网络是通过使用STRING和Cytoscape创建的。
    我们总共筛选了217个DEG,包括151个上调基因和66个下调基因。基因的丰富功能和途径包括胰岛素样生长因子I结合,参与凋亡过程的半胱氨酸型内肽酶抑制剂活性,细胞粘附,一氧化氮生物合成过程和造血细胞谱系的正向调节。对9个hub基因进行了鉴定,通过基因本体富集分析发现,这些基因主要富集在细胞周期,肽酶抑制剂活性和细胞分裂。在存活分析中鉴定了一些基因,例如BIRC5、CCNE2和MCM4,并且这些基因改变与较差的总体存活和无病存活显著相关。
    这些基因有可能成为伊马替尼耐药CML患者临床评估的替代标志物。我们的研究结果为伊马替尼耐药CML患者的诊断和治疗提供了潜在的靶基因。
    UNASSIGNED: Chronic myelogenous leukemia (CML) is one of the most common cancers in the world. Imatinib is one of the most effective therapeutic strategies to inhibit the BCR-ABL tyrosine Kinase in patients with CML, but resistance is increasingly encountered.
    UNASSIGNED: Microarray data GSE7114, GSE92624 and GSE97562 were downloaded and analyzed from Gene Expression Omnibus (GEO) to identify the candidate genes in the imatinib-resistant CML cells. The differentially expressed genes (DEGs) were appraised, and the protein-protein interaction (PPI) network was created by using STRING and Cytoscape.
    UNASSIGNED: We screened a total of 217 DEGs, including 151 upregulated genes and 66 downregulated genes. The enriched functions and pathways of genes include insulin-like growth factor I binding, cysteine-type endopeptidase inhibitor activity involved in apoptotic process, cell adhesion, positive regulation of nitric oxide biosynthetic process and hematopoietic cell lineage. Nine hub genes were appraised and Gene Ontology enrichment analysis revealed that these genes are mainly enriched in cell cycle, peptidase inhibitor activity and cell division. Several genes such as BIRC5, CCNE2 and MCM4 were identified in survival analysis and these genes alteration are significantly associated with worse overall survival and disease-free survival.
    UNASSIGNED: These genes have the potential to become surrogate markers for a clinical evaluation of imatinib-resistant CML patients. Our results provide potential target genes for diagnosis and treatment of imatinib-resistant CML patients.
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  • 文章类型: Clinical Trial
    UNASSIGNED: AML is a heterogeneous disease both in genomic and proteomic backgrounds, and variable outcomes may appear in the same cytogenetic risk group. Therefore, it is still necessary to identify new antigens that contribute to diagnostic information and to refine the current risk stratification.
    UNASSIGNED: The expression of C-type lectin-like molecule-1 (CLL-1) in AML blasts was examined in 52 patients with newly diagnosed or relapsed/refractory AML and was compared with two other classic markers CD33 and CD34 in AML, in order to assess the value of CLL-1 as an independent biomarker or in combination with other markers for diagnosis in AML. Subsequently, the value of CLL-1 as a biomarker for prognosis was assessed in this malignant tumor.
    UNASSIGNED: The results showed that CLL-1 was expressed on the cell surface of the majority of AML blasts (78.8%) and also expressed on leukemic stem cells in varying degree but absent on normal hematopoietic stem cells. Notably, CLL-1 was able to complement the classic markers CD33 or CD34. After dividing the cases into CLL-1high and CLL-1low groups according to cutoff 59.0%, we discovered that event-free survival and overall survival (OS) of the CLL-1low group were significantly lower than that of the CLL-1high group, and low CLL-1 expression seems to be independently associated with shorter OS.
    UNASSIGNED: These preliminary observations identified CLL-1 as a biomarker for diagnosis and prognosis of AML.
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  • 文章类型: Clinical Trial
    暂无摘要。
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  • 文章类型: Comparative Study
    Despite comparable outcomes of haploidentical transplants (Haplo-HSCT) with HLA-matched unrelated transplants (MUD-HSCT) in retrospective comparisons, few studies have prospectively compared Haplo-HSCT with MUD-HSCT in AML. Here, we prospectively compared the outcomes of Haplo-HSCT with MUD-HSCT for AML in remission (n = 110) to prove non-inferiority of overall survival in Haplo-HSCT. Both groups were well balanced in factors related to biological features of AML and measurable residual disease (MRD) status by Wilms\' tumor gene 1 (WT1) assay. A unique, reduced-toxicity preparative regimen was used for Haplo-HSCT, whereas mostly-myeloablative regimen was for MUD-HSCT. Both groups showed similar patterns of neutrophil and platelet recovery, whereas delayed T-cell reconstitution in Haplo-HSCT was found compared with MUD-HSCT. No significant differences were found in acute or chronic graft-vs-host-disease (GVHD) and post-transplant infectious events with an exception of EBV or CMV infection, which occurred more frequently in Haplo-HSCT. After a median follow-up of 47 months, no significant differences in overall survival (65% vs 54%, P = .146), disease-free survival (67% vs 53%, P = .142), relapse (20% vs 21%, P = .858), non-relapse mortality (14% vs 26%, P = .103), or GVHD-free/relapse-free survival (54% vs 41%, P = .138) were observed for Haplo-HSCT vs MUD-HSCT. In multivariate analysis, WT1 expression before transplantation independently predicted relapse, resulting in inferior survival. Separate analysis of unenrolled patients (n = 110) who were excluded or refused to participate in this study showed consistent results with enrolled patients. This prospective study demonstrated the non-inferiority of Haplo-HSCT to MUD-HSCT for AML in remission, and validated the role of WT1 quantification as an MRD marker (ClinicalTrial.gov identifier: NCT01751997).
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  • 文章类型: Journal Article
    The role of three-dimensional genome organization as a critical regulator of gene expression has become increasingly clear over the last decade. Most of our understanding of this association comes from the study of long range chromatin interaction maps provided by Chromatin Conformation Capture-based techniques, which have greatly improved in recent years. Since these procedures are experimentally laborious and expensive, in silico prediction has emerged as an alternative strategy to generate virtual maps in cell types and conditions for which experimental data of chromatin interactions is not available. Several methods have been based on predictive models trained on one-dimensional (1D) sequencing features, yielding promising results. However, different approaches vary both in the way they model chromatin interactions and in the machine learning-based strategy they rely on, making it challenging to carry out performance comparison of existing methods. In this study, we use publicly available 1D sequencing signals to model cohesin-mediated chromatin interactions in two human cell lines and evaluate the prediction performance of six popular machine learning algorithms: decision trees, random forests, gradient boosting, support vector machines, multi-layer perceptron and deep learning. Our approach accurately predicts long-range interactions and reveals that gradient boosting significantly outperforms the other five methods, yielding accuracies of about 95%. We show that chromatin features in close genomic proximity to the anchors cover most of the predictive information, as has been previously reported. Moreover, we demonstrate that gradient boosting models trained with different subsets of chromatin features, unlike the other methods tested, are able to produce accurate predictions. In this regard, and besides architectural proteins, transcription factors are shown to be highly informative. Our study provides a framework for the systematic prediction of long-range chromatin interactions, identifies gradient boosting as the best suited algorithm for this task and highlights cell-type specific binding of transcription factors at the anchors as important determinants of chromatin wiring mediated by cohesin.
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  • 文章类型: Journal Article
    Loss-of-function TET2 mutations (TET2MT) are frequent early clonal events in myeloid neoplasms and are thought to confer a fitness advantage to hematopoietic precursors. This large, multi-institutional study (n = 1084), investigated the TET2 mutational landscape and prognostic implications of the number, type, and location of TET2MT and the epistatic relationship with other somatic events in chronic myelomonocytic leukemia (CMML). Nine hundred and forty-two TET2MT were identified in 604 (56%) patients, of which 710 (75%) were predicted to be truncating (involving the catalytic domain). Three hundred and sixteen (29%) patients had ≥1 TET2MT, with 28%, 1%, and 0.2% harboring 2, 3, and 5 mutations, respectively. In comparison to TET2WT, TET2MT patients were older in age, more likely to have dysplastic CMML, a higher number of co-occurring mutations, and lower-risk stratification. Importantly, TET2MT were associated with a survival advantage (49 vs. 30 months, p < 0.0001), especially in the context of multiple TET2MT (≥2; 57 months, p < 0.001), and truncating TET2MT (51 months, p < 0.001). In addition, the adverse prognostic impact of ASXL1MT was partially mitigated by concurrent TET2MT, with the ASXL1WT/TET2MT genotype having better outcomes and resulting in further risk stratification of ASXL1 inclusive CMML prognostic models, in comparison to ASXL1MT alone.
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  • 文章类型: Journal Article
    BACKGROUND: Although expression of WWOX was extensively studied in different tumors, WWOX gene expression in acute myeloid leukemia is not well-known or recognized.
    METHODS: Fifty control donors and fifty acute myeloid leukemia patients were enrolled in this research. The levels of WWOX gene in all participants were detected by RT-qPCR.
    RESULTS: Levels of WWOX gene in the AML group were significantly lower as compared to the control group (0.27205 ± 1.19812 vs. 10.501 ± 9.0338, respectively, p < 0.001**).
    CONCLUSIONS: Decreased expression of WWOX gene ran parallel with acute myeloid leukemia regression.
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  • 文章类型: Journal Article
    In 2019 it is estimated that more than 21,000 new acute myeloid leukemia (AML) patients will be diagnosed in the United States, and nearly 11,000 are expected to die from the disease. AML is primarily diagnosed among the elderly (median 68 years old at diagnosis). Prognoses have significantly improved for younger patients, but as much as 70% of patients over 60 years old will die within a year of diagnosis. In this study, we conducted a reanalysis of 2,213 acute myeloid leukemia patients compared to 548 healthy individuals, using curated publicly available microarray gene expression data. We carried out an analysis of normalized batch corrected data, using a linear model that included considerations for disease, age, sex, and tissue. We identified 974 differentially expressed probe sets and 4 significant pathways associated with AML. Additionally, we identified 375 age- and 70 sex-related probe set expression signatures relevant to AML. Finally, we trained a k nearest neighbors model to classify AML and healthy subjects with 90.9% accuracy. Our findings provide a new reanalysis of public datasets, that enabled the identification of new gene sets relevant to AML that can potentially be used in future experiments and possible stratified disease diagnostics.
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