Gene Expression Regulation, Leukemic

基因表达调控,白血病
  • 文章类型: Journal Article
    在急性早幼粒细胞白血病(APL)中,早幼粒细胞白血病-维甲酸受体α(PML/RARα)融合蛋白破坏PML核体(NBs),导致微斑的形成。然而,我们的理解,主要从形态学观察中学到的,缺乏对PML/RARα介导的微斑形成及其在APL白血病发生中的作用的机制的了解。这项研究提供了证据,揭示了液-液相分离(LLPS)是PML/RARα介导的微斑形成的关键机制。包含大部分PML和较小的RARα段的固有无序区域促进了该过程。我们证明了含溴结构域的蛋白4(BRD4)在PML/RARα介导的缩合物中的共组装,不同于野生型PML形成的NB。在没有PML/RARα的情况下,PMLNB和BRD4puncta作为两个独立的阶段存在,但是PML/RARα的存在会破坏PMLNB,并将PML和BRD4重新分布到一个不同的阶段,形成PML/RARα组装的微斑。全基因组分析揭示了PML/RARα诱导的BRD4在基因组中的再分布,与超增强子和宽启动子(SEBP)优先结合。机械上,BRD4被PML/RARα募集到核冷凝物中,促进BRD4染色质结合以发挥APL存活所必需的转录激活。通过化学抑制(1,6-己二醇)干扰LLPS可显着降低PML/RARα和BRD4的染色质共占有率,从而减弱其靶基因激活。最后,在原发性APL患者样本中的一系列实验验证证实了PML/RARα通过冷凝物形成微斑,招募BRD4共同组装冷凝物,并共同占据SEBP地区。我们的发现阐明了生物物理,病态,和PML/RARα组装的微斑的转录动力学,强调BRD4在介导使PML/RARα启动APL的转录激活中的重要性。
    In acute promyelocytic leukemia (APL), the promyelocytic leukemia-retinoic acid receptor alpha (PML/RARα) fusion protein destroys PML nuclear bodies (NBs), leading to the formation of microspeckles. However, our understanding, largely learned from morphological observations, lacks insight into the mechanisms behind PML/RARα-mediated microspeckle formation and its role in APL leukemogenesis. This study presents evidence uncovering liquid-liquid phase separation (LLPS) as a key mechanism in the formation of PML/RARα-mediated microspeckles. This process is facilitated by the intrinsically disordered region containing a large portion of PML and a smaller segment of RARα. We demonstrate the coassembly of bromodomain-containing protein 4 (BRD4) within PML/RARα-mediated condensates, differing from wild-type PML-formed NBs. In the absence of PML/RARα, PML NBs and BRD4 puncta exist as two independent phases, but the presence of PML/RARα disrupts PML NBs and redistributes PML and BRD4 into a distinct phase, forming PML/RARα-assembled microspeckles. Genome-wide profiling reveals a PML/RARα-induced BRD4 redistribution across the genome, with preferential binding to super-enhancers and broad-promoters (SEBPs). Mechanistically, BRD4 is recruited by PML/RARα into nuclear condensates, facilitating BRD4 chromatin binding to exert transcriptional activation essential for APL survival. Perturbing LLPS through chemical inhibition (1, 6-hexanediol) significantly reduces chromatin co-occupancy of PML/RARα and BRD4, attenuating their target gene activation. Finally, a series of experimental validations in primary APL patient samples confirm that PML/RARα forms microspeckles through condensates, recruits BRD4 to coassemble condensates, and co-occupies SEBP regions. Our findings elucidate the biophysical, pathological, and transcriptional dynamics of PML/RARα-assembled microspeckles, underscoring the importance of BRD4 in mediating transcriptional activation that enables PML/RARα to initiate APL.
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  • 文章类型: Journal Article
    急性髓细胞性白血病(AML)是最常见的造血系统恶性肿瘤。尽管最近的治疗进展,与髓外受累相关的高复发率仍然是一个具有挑战性的问题.此外,调节AML细胞髓外浸润的治疗靶点仍未完全阐明.已知芳基烃受体(AHR)影响实体瘤的进展和迁移;然而,其在AML中的作用在很大程度上是未知的。本研究探讨了AHR在AML细胞侵袭和迁移中的作用。我们发现抑制AHR靶基因的表达与AML的复发率升高相关。AHR激动剂对患者来源的AML细胞的治疗显著降低与白细胞跨内皮迁移相关的基因,细胞粘附,和肌动蛋白细胞骨架的调节。使用AHR激动剂(TCDD和FICZ)和抑制剂(SR1和CH-223191)在THP-1和U937AML细胞系中进一步证实了这些结果。用AHR激动剂治疗可显著减少基质胶侵袭,而抑制剂增强了它,无论基质胶的刚度。AHR激动剂显着降低两种细胞系的迁移率和化学运动,但是AHR抑制剂增强了它们。最后,我们发现AHR的活性与NMIIA的表达呈负相关。这些发现表明AHR活性调节AML细胞的侵袭性和运动性,使AHR成为预防AML髓外浸润的潜在治疗靶点。
    Acute myeloid leukemia (AML) is the most prevalent type of hematopoietic malignancy. Despite recent therapeutic advancements, the high relapse rate associated with extramedullary involvement remains a challenging issue. Moreover, therapeutic targets that regulate the extramedullary infiltration of AML cells are still not fully elucidated. The Aryl Hydrocarbon Receptor (AHR) is known to influence the progression and migration of solid tumors; however, its role in AML is largely unknown. This study explored the roles of AHR in the invasion and migration of AML cells. We found that suppressed expression of AHR target genes correlated with an elevated relapse rate in AML. Treatment with an AHR agonist on patient-derived AML cells significantly decreased genes associated with leukocyte trans-endothelial migration, cell adhesion, and regulation of the actin cytoskeleton. These results were further confirmed in THP-1 and U937 AML cell lines using AHR agonists (TCDD and FICZ) and inhibitors (SR1 and CH-223191). Treatment with AHR agonists significantly reduced Matrigel invasion, while inhibitors enhanced it, regardless of the Matrigel\'s stiffness. AHR agonists significantly reduced the migration rate and chemokinesis of both cell lines, but AHR inhibitors enhanced them. Finally, we found that the activity of AHR and the expression of NMIIA are negatively correlated. These findings suggest that AHR activity regulates the invasiveness and motility of AML cells, making AHR a potential therapeutic target for preventing extramedullary infiltration in AML.
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  • 文章类型: Journal Article
    DNA甲基化是一种重要的表观遗传调控机制,在细胞分化和发育中起着至关重要的作用。其功能与DNA甲基转移酶3α(DNMT3A)密切相关,影响基因表达和干细胞分化。DNMT3A基因的突变率在急性髓系白血病(AML)中相对较高,但其类型和致病机理尚不清楚。进一步研究DNMT3A可能有助于明确其致病靶点,为AML的精准治疗提供依据。本文就DNMT3A基因在AML中表达的研究进展作一综述。
    DNA methylation is an important epigenetic regulatory mechanism which plays a crucial role in cell differentiation and development. Its function is closely related to DNA methyltransferase 3 alpha (DNMT3A), which can affect gene expression and stem cell differentiation. The mutation rate of the DNMT3A gene is relatively high in Acute myeloid leukemia (AML), but its type and pathogenic mechanism are not yet clear. Further research on DNMT3A may help to identify its pathogenic targets and provide a basis for precise treatment of AML. This article has provided a review for the research progress on the expression of the DNMT3A gene in AML.
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  • 文章类型: Journal Article
    在这项研究中,我们试图发现免疫相关基因在AML骨髓微环境中的致病作用。通过WGCNA,获得了七个模块,其中含有1793个基因的绿松石模块与免疫浸润评分高度相关。通过无监督聚类,将绿松石模块分为两个簇:TCGA和DEGs中具有临床意义的基因的交集,以获得178个基因进行突变分析,获得17个高突变频率基因。随后,对这17个基因进行LASSO回归分析,构建8个hub基因的风险评分模型.TIMER数据库,ImmuCellAI门户网站,ssGSEA阐明hub基因和风险评分与免疫细胞浸润骨髓微环境密切相关。此外,我们还使用TCGA数据库和GSE114868验证了hub基因的相对表达水平,以及体外AML细胞系中hub基因的其他表达水平.因此,我们构建了免疫浸润相关基因模型,该模型鉴定出8个对AML具有良好风险分层和预测预后的hub基因.
    In this study, we try to find the pathogenic role of immune-related genes in the bone marrow microenvironment of AML. Through WGCNA, seven modules were obtained, among which the turquoise module containing 1793 genes was highly correlated with the immune infiltration score. By unsupervised clustering, the turquoise module was divided into two clusters: the intersection of clinically significant genes in the TCGA and DEGs to obtain 178 genes for mutation analysis, followed by obtaining 17 genes with high mutation frequency. Subsequently, these 17 genes were subjected to LASSO regression analysis to construct a riskscore model of 8 hub genes. The TIMER database, ImmuCellAI portal website, and ssGSEA elucidate that the hub genes and risk scores are closely related to immune cell infiltration into the bone marrow microenvironment. In addition, we also validated the relative expression levels of hub genes using the TCGA database and GSE114868, and additional expression levels of hub genes in AML cell lines in vitro. Therefore, we constructed an immune infiltration-related gene model that identify 8 hub genes with good risk stratification and predictive prognosis for AML.
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  • 文章类型: Journal Article
    急性髓性白血病(AML)是一种生物异质性血液恶性肿瘤。进行这项研究以鉴定AML预后和治疗的潜在生物标志物。我们使用来自癌症基因组图谱(TCGA)的数据应用加权基因共表达网络分析来鉴定与AML预后相关的关键模块和枢纽基因。总的来说,在AML患者和健康对照之间鉴定出1581个差异表达基因(1096个上调和485个下调),蓝色模块是与AML形态学相关的14个模块中最重要的。通过功能富集分析,我们鉴定出蓝色模块中的217个基因显著富集于免疫应答途径中的中性粒细胞脱颗粒和中性粒细胞活化.存活分析显示六个基因(S100A9、S100A8、HK3、CD93、CXCR2和FGL2)位于显著富集的途径中,其与AML存活显著相关。我们在基因和单细胞水平上验证了这六个基因的表达,并确定了每个基因的甲基化位点,除了S100A8。最后,我们进行了体外实验,以证明鉴定出的hub基因是否与AML存活相关.在敲除CD93和FGL2后,在U937细胞系中细胞增殖在5天内显著降低。总之,我们确定CD93和FGL2是与AML生存相关的关键枢纽基因,FGL2是AML预后和治疗的新生物标志物。
    Acute myeloid leukaemia (AML) is a biologically heterogeneous haematological malignancy. This study was performed to identify the potential biomarkers for the prognosis and treatment of AML. We applied weighted gene co-expression network analysis to identify key modules and hub genes related to the prognosis of AML using data from The Cancer Genome Atlas (TCGA). In total, 1581 differentially expressed genes (1096 upregulated and 485 downregulated) were identified between AML patients and healthy controls, with the blue module being the most significant among 14 modules associated with AML morphology. Through functional enrichment analysis, we identified 217 genes in the blue module significantly enriched in \'neutrophil degranulation\' and \'neutrophil activation involved in immune response\' pathways. The survival analysis revealed six genes (S100A9, S100A8, HK3, CD93, CXCR2 and FGL2) located in the significantly enriched pathway that were notably related to AML survival. We validated the expression of these six genes at gene and single-cell levels and identified methylation loci of each gene, except for S100A8. Finally, in vitro experiments were performed to demonstrate whether the identified hub genes were associated with AML survival. After knockdown of CD93 and FGL2, cell proliferation was significantly reduced in U937 cell line over 5 days. In summary, we identified CD93 and FGL2 as key hub genes related to AML survival, with FGL2 being a novel biomarker for the prognosis and treatment of AML.
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  • 文章类型: Journal Article
    目的:本研究旨在阐明B细胞淋巴瘤7蛋白家族成员A(BCL7A)在急性髓系白血病(AML)中的生物学作用和调控机制。特别是其与聚嘧啶束结合蛋白1(PTBP1)的相互作用以及对癌症进展和耐药性的影响。
    方法:在AML组织和细胞系中分析BCL7A的表达水平,重点关注与启动子超甲基化的关联。在体外和体内检查了与PTBP1的相互作用以及BCL7A差异表达的影响。对细胞增殖的影响,周期进展,凋亡,并进行了分化研究。此外,评估了BCL7A对干扰素调节因子7(IRF7)和3-羟基-3-甲基戊二酰辅酶A合酶1(HMGCS1)的调节作用.
    结果:BCL7A在AML中由于启动子高甲基化而下调,并被PTBP1负调控。BCL7A上调阻碍AML细胞生长,诱导细胞凋亡,促进细胞分化,减少了细胞向淋巴结的浸润,提高小鼠模型的存活率。BCL7A的过表达上调IRF7和下调HMGCS1,与降低AML细胞恶性程度和降低对阿糖胞苷的抗性有关。
    结论:BCL7A作为AML的肿瘤抑制因子,通过IRF7/HMGCS1途径抑制恶性进展并增强药物敏感性。这些发现提示了改善AML治疗结果的潜在治疗靶点。
    OBJECTIVE: This study aimed to elucidate the biological roles and regulatory mechanisms of B-cell lymphoma 7 protein family member A (BCL7A) in acute myeloid leukemia (AML), particularly its interaction with polypyrimidine tract binding protein 1 (PTBP1) and the effects on cancer progression and drug resistance.
    METHODS: BCL7A expression levels were analyzed in AML tissues and cell lines, focusing on associations with promoter hypermethylation. Interaction with PTBP1 and effects of differential expression of BCL7A were examined in vitro and in vivo. The impacts on cell proliferation, cycle progression, apoptosis, and differentiation were studied. Additionally, the regulatory roles of BCL7A on interferon regulatory factor 7 (IRF7) and 3-hydroxy-3-methylglutaryl-CoA synthase 1 (HMGCS1) were assessed.
    RESULTS: BCL7A was downregulated in AML due to promoter hypermethylation and negatively regulated by PTBP1. Upregulation of BCL7A impeded AML cell growth, induced apoptosis, promoted cell differentiation, and decreased cell infiltration into lymph nodes, enhancing survival in mouse models. Overexpression of BCL7A upregulated IRF7 and downregulated HMGCS1, linking to reduced AML cell malignancy and decreased resistance to cytarabine.
    CONCLUSIONS: BCL7A acts as a tumor suppressor in AML, inhibiting malignant progression and enhancing drug sensitivity through the IRF7/HMGCS1 pathway. These findings suggest potential therapeutic targets for improving AML treatment outcomes.
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  • 文章类型: Journal Article
    白血病干细胞(LSCs)被广泛认为存在于特征明确的骨髓(BM)壁龛中;然而,BM壁龛容纳LSC的能力不足,并且相当比例的LSCs反而维持在BM以外的区域中。LSCs的这种生态位无关行为的分子基础仍然难以捉摸。这里,我们显示整合素-α9过表达(ITGA9OE)在LSCs的髓外维持中发挥关键作用,通过分子模拟生态位相互作用状态,通过与其可溶性骨桥蛋白(OPN)结合。在易患白血病的Runx缺陷小鼠上进行的逆转录病毒插入诱变将Itga9OE鉴定为新的致白血病事件。Itga9OE激活Akt和p38MAPK信号通路。升高的Myc表达随后增强核糖体生物发生,以克服由先前存在的Runx改变引起的细胞完整性缺陷。Itga9-Myc轴,最初是在老鼠身上发现的,在多种人类急性髓系白血病(AML)亚型中得到进一步证实,除了RUNX白血病。此外,ITGA9显示为14种已知LSC标志物中具有最佳预后价值的功能性LSC标志物。值得注意的是,ITGA9与可溶性OPN的结合,一种已知的抗HSC激活的负调节剂,诱导LSC休眠,而ITGA9-可溶性OPN相互作用的破坏导致细胞快速繁殖。这些发现表明,ITGA9OE以良好平衡的方式增加活跃增殖的白血病细胞和休眠的LSCs,从而维持LSC。ITGA9OE将作为AML的新治疗靶标。
    Leukemia stem cells (LSCs) are widely believed to reside in well-characterized bone marrow (BM) niches; however, the capacity of the BM niches to accommodate LSCs is insufficient, and a significant proportion of LSCs are instead maintained in regions outside the BM. The molecular basis for this niche-independent behavior of LSCs remains elusive. Here, we show that integrin-α9 overexpression (ITGA9 OE) plays a pivotal role in the extramedullary maintenance of LSCs by molecularly mimicking the niche-interacting status, through the binding with its soluble ligand, osteopontin (OPN). Retroviral insertional mutagenesis conducted on leukemia-prone Runx-deficient mice identified Itga9 OE as a novel leukemogenic event. Itga9 OE activates Akt and p38MAPK signaling pathways. The elevated Myc expression subsequently enhances ribosomal biogenesis to overcome the cell integrity defect caused by the preexisting Runx alteration. The Itga9-Myc axis, originally discovered in mice, was further confirmed in multiple human acute myeloid leukemia (AML) subtypes, other than RUNX leukemias. In addition, ITGA9 was shown to be a functional LSC marker of the best prognostic value among 14 known LSC markers tested. Notably, the binding of ITGA9 with soluble OPN, a known negative regulator against HSC activation, induced LSC dormancy, while the disruption of ITGA9-soluble OPN interaction caused rapid cell propagation. These findings suggest that the ITGA9 OE increases both actively proliferating leukemia cells and dormant LSCs in a well-balanced manner, thereby maintaining LSCs. The ITGA9 OE would serve as a novel therapeutic target in AML.
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  • 文章类型: Journal Article
    急性髓性白血病(AML)是一种侵袭性血癌,异质性高,预后差。尽管烟酰胺腺嘌呤二核苷酸(NAD)的代谢重编程已被报道在急性髓细胞性白血病(AML)的发病机制中起关键作用。NAD代谢的预后价值及其与AML免疫微环境的相关性尚不清楚.
    我们利用我们对655例AML患者和NAD代谢相关基因的大规模RNA-seq数据,基于稀疏回归分析建立预后NAD代谢评分。该签名在三个独立的数据集上进行了验证,包括总共1,215名AML患者。采用ssGSEA和ESTIMATE算法解剖肿瘤免疫微环境。进行离体药物筛选和体外实验验证,以确定高危患者的潜在治疗方法。采用体外敲低和功能实验来研究SLC25A51的作用,SLC25A51是一种与签名有关的线粒体NAD转运蛋白基因。
    产生了8基因NAD代谢标签(NADM8),并在1,800多名AML患者中显示出强大的预后价值。高NADM8评分可以有效区分具有不良临床特征和遗传病变的AML患者,并作为预测预后不良的独立因素。免疫微环境分析显示,在NADM8评分较高的患者中,明显富集了不同的肿瘤浸润免疫细胞,并激活了免疫检查点。作为AML免疫反应评估的潜在生物标志物。此外,在一组9个AML细胞系中进行体外药物筛选和体外实验验证表明,NADM8评分高的患者对PI3K抑制剂更敏感,GDC-0914.最后,功能实验也证实了SLC25A51在AML中的关键致病作用,这可能是一个有希望的治疗目标。
    我们的研究表明,与NAD代谢相关的特征可以促进AML的风险分层和预后预测,并指导包括免疫治疗和靶向治疗在内的治疗决策。
    UNASSIGNED: Acute myeloid leukemia (AML) is an aggressive blood cancer with high heterogeneity and poor prognosis. Although the metabolic reprogramming of nicotinamide adenine dinucleotide (NAD) has been reported to play a pivotal role in the pathogenesis of acute myeloid leukemia (AML), the prognostic value of NAD metabolism and its correlation with the immune microenvironment in AML remains unclear.
    UNASSIGNED: We utilized our large-scale RNA-seq data on 655 patients with AML and the NAD metabolism-related genes to establish a prognostic NAD metabolism score based on the sparse regression analysis. The signature was validated across three independent datasets including a total of 1,215 AML patients. ssGSEA and ESTIMATE algorithms were employed to dissect the tumor immune microenvironment. Ex vivo drug screening and in vitro experimental validation were performed to identify potential therapeutic approaches for the high-risk patients. In vitro knockdown and functional experiments were employed to investigate the role of SLC25A51, a mitochondrial NAD+ transporter gene implicated in the signature.
    UNASSIGNED: An 8-gene NAD metabolism signature (NADM8) was generated and demonstrated a robust prognostic value in more than 1,800 patients with AML. High NADM8 score could efficiently discriminate AML patients with adverse clinical characteristics and genetic lesions and serve as an independent factor predicting a poor prognosis. Immune microenvironment analysis revealed significant enrichment of distinct tumor-infiltrating immune cells and activation of immune checkpoints in patients with high NADM8 scores, acting as a potential biomarker for immune response evaluation in AML. Furthermore, ex vivo drug screening and in vitro experimental validation in a panel of 9 AML cell lines demonstrated that the patients with high NADM8 scores were more sensitive to the PI3K inhibitor, GDC-0914. Finally, functional experiments also substantiated the critical pathogenic role of the SLC25A51 in AML, which could be a promising therapeutic target.
    UNASSIGNED: Our study demonstrated that NAD metabolism-related signature can facilitate risk stratification and prognosis prediction in AML and guide therapeutic decisions including both immunotherapy and targeted therapies.
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  • 文章类型: Journal Article
    背景:探索预测临床结果的潜在生物标志物和开发急性髓细胞性白血病(AML)的靶向治疗是至关重要的。本研究旨在探讨硫氧还蛋白相互作用蛋白(TXNIP)/核苷酸结合寡聚化结构域(NOD)样受体蛋白3(NLRP3)通路的表达模式及其在AML患者预后中的作用。方法:在本研究中,我们使用来自基因表达综合(GEO)的微阵列数据和来自癌症基因组图谱(TCGA)的转录组数据检测了TXNIP/NLRP3通路在AML患者中的预后价值,以建立预后模型,并通过定量实时PCR(qRT-PCR)在来自暨南大学(JNU)数据库的26例AML患者和18例健康个体的验证队列中验证了结果.结果:对GSE13159数据库的分析显示,TXNIP,在AML患者中,TXNIP/NLRP3通路内的白细胞介素1β(IL1B)显著上调,caspase1(CASP1)下调(TXNIP,P=0.031;IL1B,P=0.042;CASP1,P=0.038)。与高NLRP3表达相比,在GSE12417数据集中,具有低NLRP3表达的AML患者具有更长的总生存期(OS)(P=0.004)。此外,训练和验证结果表明,TXNIP较低,NLRP3和IL1B表达与良好预后相关(GSE12417,P=0.009;TCGA,P=0.050;JNU,P=0.026)。根据接收机工作特性曲线分析,该模型对预测3年生存率的敏感性为84%.这些数据可能为AML结果提供新的预测因子,并为进一步研究在AML的新靶向治疗中使用TXNIP/NLRP3/IL1B基因的可能性提供指导。
    Background: Exploring potential biomarkers for predicting clinical outcomes and developing targeted therapies for acute myeloid leukemia (AML) is of utmost importance. This study aimed to investigate the expression pattern of the thioredoxin-interacting protein (TXNIP)/nucleotide-binding oligomerization domain (NOD)-like receptor protein 3 (NLRP3) pathway and its role in the prognosis of AML patients. Methods: In this study, we examined the prognostic value of TXNIP/NLRP3 pathway in AML patients using microarray data from Gene Expression Omnibus (GEO) and transcriptome data from the Cancer Genome Atlas (TCGA) to develop a prognostic model and validated the results by quantitative real-time PCR (qRT-PCR) in a validation cohort of 26 AML patients and 18 healthy individuals from Jinan University (JNU) database. Results: Analysis of the GSE13159 database revealed that TXNIP, interleukin 1 beta (IL1B) within the TXNIP/NLRP3 pathway were significantly upregulated and caspase1 (CASP1) was downregulated in AML patients (TXNIP, P = 0.031; IL1B, P = 0.042; CASP1, P = 0.038). Compared to high NLRP3 expression, AML patients with low NLRP3 expression had a longer overall survival (OS) in the GSE12417 dataset (P = 0.004). Moreover, both the training and validation results indicated that lower TXNIP, NLRP3, and IL1B expression were associated with favorable prognosis (GSE12417, P = 0.009; TCGA, P = 0.050; JNU, P = 0.026). According to the receiver operating characteristic curve analysis, this model demonstrated a sensitivity of 84% for predicting three-year survival. These data might provide novel predictors for AML outcome and direction for further investigation of the possibility of using TXNIP/NLRP3/IL1B genes in novel targeted therapies for AML.
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  • 文章类型: Journal Article
    急性髓系白血病(AML)是一种异质性血液肿瘤,免疫治疗效果较差。这项研究旨在开发单核细胞/巨噬细胞相关的预后风险评分(MMrisk)并确定AML的新治疗性生物标志物。我们利用差异表达基因(DEGs)结合单细胞RNA测序来鉴定单核细胞/巨噬细胞相关基因(MMGs)。使用单变量Cox回归分析和LASSO回归分析选择了八个基因用于MM风险模型的构建。然后,我们在两个GEO数据集上验证了MMrisk。最后,我们调查了免疫疗法的免疫学特征和优势,以及针对MM危险人群的潜在靶向药物.我们的研究发现,MMrisk由8个MMG组成,包括HOPX,CSTB,MAP3K1,LGALS1,CFD,MXD1、CASP1和BCL2A1。低MM风险组存活时间长于高MM风险组(P<0.001)。高MM组与B细胞呈正相关,浆细胞,CD4记忆细胞,肥大细胞,CAF,单核细胞,M2巨噬细胞,内皮,肿瘤突变,和大多数免疫检查点(PD1,Tim-3,CTLA4,LAG3)。此外,药物敏感性分析显示AZD.2281、阿西替尼、AUY922,ABT.888和ATRA对高危MM患者有效。我们的研究表明,MMrisk是一种潜在的生物标志物,有助于识别AML免疫学的分子特征。
    Acute myeloid leukemia (AML) is a heterogeneous hematological tumor with poor immunotherapy effect. This study was to develop a monocyte/macrophage-related prognostic risk score (MMrisk) and identify new therapeutic biomarkers for AML. We utilized differentially expressed genes (DEGs) in combination with single-cell RNA sequencing to identify monocyte/macrophage-related genes (MMGs). Eight genes were selected for the construction of a MMrisk model using univariate Cox regression analysis and LASSO regression analysis. We then validated the MMrisk on two GEO datasets. Lastly, we investigated the immunologic characteristics and advantages of immunotherapy and potential targeted drugs for MMrisk groups. Our study identified that the MMrisk is composed of eight MMGs, including HOPX, CSTB, MAP3K1, LGALS1, CFD, MXD1, CASP1 and BCL2A1. The low MMrisk group survived longer than high MMrisk group (P < 0.001). The high MMrisk group was positively correlated with B cells, plasma cells, CD4 memory cells, Mast cells, CAFs, monocytes, M2 macrophages, Endothelial, tumor mutation, and most immune checkpoints (PD1, Tim-3, CTLA4, LAG3). Furthermore, drug sensitivity analysis showed that AZD.2281, Axitinib, AUY922, ABT.888, and ATRA were effective in high-risk MM patients. Our research shows that MMrisk is a potential biomarker which is helpful to identify the molecular characteristics of AML immunology.
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