competing endogenous RNAs

竞争的内源性 RNA
  • 文章类型: Journal Article
    环状RNA(circularRNAs,circRNAs)是调节包括胚胎发育在内的各种生物过程的内源性生物大分子。然而,关于哪些circRNAs存在于牛植入前胚胎中及其各自的作用知之甚少。这里,我们首次表征了circRNAs在牛胚泡中的表达谱。我们总共检测到25,700个circRNAs,与退化胚胎相比,有12,630个circRNAs在胚泡中独特表达。circRNA选择性剪接(AS)事件在胚泡中也比在变性胚胎中更频繁地发现(299对258)。此外,410个circRNAs,其中11个circRNAs具有编码多肽的高潜力,在胚泡和退化胚胎之间发现差异表达。我们进一步预测并构建了一个circRNA-miRNA-mRNA网络,其中差异表达的circRNAs显示与牛植入前胚胎发育相关的miRNA结合。利用生物信息学算法,我们发现差异表达的circRNAs与胚胎细胞外囊泡(EV)中包含的差异表达的miRNA和转移RNA衍生的小RNA(tsRNAs)相关。此外,功能分析显示,进化保守的circAGO2的敲除可以抑制胚泡孵化。总的来说,我们的研究提供了牛植入前胚胎中circRNAs的第一个景观,并强调了circRNAs作为tsRNA结合伴侣影响小RNA分选和装载到EV中的新作用。cirAGO2在牛胚泡孵化中起调节作用。
    Circular RNAs (circRNAs) are endogenous biological macromolecules that regulate various biological processes including embryo development. However, little is known about which circRNAs are present in bovine preimplantation embryos and their respective roles. Here, we characterized the expression profile of circRNAs in bovine blastocysts for the first time. We detected 25,700 circRNAs in total, with 12,630 circRNAs uniquely expressed in blastocysts compared to degenerated embryos. CircRNA alternative splicing (AS) events were also found more frequently in blastocysts than in degenerated embryos (299 vs 258). Additionally, 410 circRNAs, among which 11 circRNAs with a high potential to encode polypeptides, were found differentially expressed between blastocysts and degenerated embryos. We further predicted and constructed a circRNA-miRNA-mRNA network, wherein differentially expressed circRNAs were shown to bind to bovine preimplantation embryo development-related miRNAs. Employing bioinformatic algorithms we found that differentially expressed circRNAs are associated with differentially expressed miRNAs and transfer RNA-derived small RNAs (tsRNAs) enclosed in embryonic extracellular vesicles (EVs). Furthermore, functional analysis revealed that knockdown of the evolutionarily conserved circAGO2 can inhibit blastocyst hatching. Overall, our study provides the first landscape of circRNAs in bovine preimplantation embryos and highlights the novel role of circRNAs as tsRNA binding partners influencing small RNA sorting and loading into EVs, with circAGO2 playing a regulatory role in bovine blastocyst hatching.
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  • 文章类型: Journal Article
    系统性红斑狼疮(SLE)是一种以免疫炎症和多器官损伤为特征的疾病。最近的研究已经将竞争性内源性RNA(ceRNA)与狼疮联系起来。然而,ceRNAs网络影响SLE的确切机制尚不清楚。本研究旨在探讨ceRNAs网络的调控功能,是控制SLE病理生理过程的重要途径。
    用于我们测试的测定的CircRNA微阵列来自我们医院的三个健康个体和三个SLE患者的骨髓样本。circRNA的其他测序数据,miRNA和mRNA从基因表达综合(GEO)数据集获得。使用R程序的limma包,在GEO数据库中发现mRNA和miRNA的差异表达。然后使用miRMap建立预测的miRNA-mRNA和circRNA-miRNA,miRanda,miRDB,TargetScan,还有mitarBase.使用CytoscRNA构建CircRNA-miRNA-mRNAceRNA网络,和hub基因使用蛋白质-蛋白质相互作用网络进行筛选。中枢基因的免疫浸润分析也由CIBERSORT和GSEA进行。
    230个重叠的circRNAs,与健康对照相比,在SLE患者中鉴定了86个DEmiRNA和2083个DEmRNA。我们构建了一个circRNA-miRNA-mRNAceRNAs网络,包含11个重叠的circRNAs,9个miRNA和51个mRNA。ESR1和SIRT1是PPI网络中最常见的相关蛋白质-蛋白质相互作用。KEGG分析显示,DEGs在FoxO信号通路以及脂质和动脉粥样硬化中富集。我们构建了一个新的circRNA-miRNA-mRNAceRNA网络(HSAcirc0000345-HSAmiR-22-3-P-ESR1/SIRT1),可能对SLE产生重大影响。
    通过这种生物信息学和综合分析,我们建议ceRNA网络在SLE的发病机制和治疗中的调节作用。
    UNASSIGNED: Systemic lupus erythematosus (SLE) is a disease characterised by immune inflammation and damage to multiple organs. Recent investigations have linked competing endogenous RNAs (ceRNAs) to lupus. However, the exact mechanism through which the ceRNAs network affects SLE is still unclear. This study aims to investigate the regulatory functions of the ceRNAs network, which are important pathways that control the pathophysiological processes of SLE.
    UNASSIGNED: CircRNA microarray for our tested assays were derived from bone marrow samples from three healthy individuals and three SLE patients in our hospital. The other sequencing data of circRNA, miRNA and mRNA were obtained from Gene Expression Omnibus (GEO) datasets. Using the limma package of R program, the differential expression of mRNA and miRNA in the GEO database was discovered. Then predicted miRNA-mRNA and circRNA-miRNA were established using miRMap, miRanda, miRDB, TargetScan, and miTarBase. CircRNA-miRNA-mRNA ceRNA network was constructed using Cytoscape, and hub genes were screened using a protein-protein interaction network. Immune infiltration analysis of the hub gene was also performed by CIBERSORT and GSEA.
    UNASSIGNED: 230 overlapped circRNAs, 86 DEmiRNAs and 2083 DEmRNAs were identified in SLE patients as compared to healthy controls. We constructed a circRNA-miRNA-mRNA ceRNAs network contained 11 overlapped circRNAs, 9 miRNAs and 51 mRNAs. ESR1 and SIRT1 were the most frequently associated protein-protein interactions in the PPI network. KEGG analysis showed that DEGs was enriched in FoxO signaling pathway as well as lipids and atherosclerosis. We constructed a novel circRNA-miRNA-mRNA ceRNA network (HSA circ 0000345- HSA miR-22-3-P-ESR1/SIRT1) that may have a major impact on SLE.
    UNASSIGNED: Through this bioinformatics and integrated analysis, we suggest a regulatory role for ceRNA network in the pathogenesis and treatment of SLE.
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  • 文章类型: Journal Article
    目的:本研究旨在研究大麻二酚(CBD)对甲基苯丙胺(METH)诱导的雄性小鼠复发和行为敏化的药理作用及其潜在机制。
    方法:使用具有偏倚范式和开放场测试的条件位置偏好(CPP)测试来评估CBD对METH诱导的雄性小鼠复发和行为敏化的影响。RNA测序和生物信息学分析用于鉴定差异表达(DE)circRNAs,miRNA,和小鼠伏隔核(NAc)中的mRNA,并使用竞争性内源RNA(ceRNA)网络分析预测它们之间的相互作用。
    结果:在METH戒断期长期施用CBD(40mg/kg)减轻了METH(2mg/kg)诱导的小鼠CPP恢复和行为敏化,以及行为敏感后的情绪和认知障碍。此外,42DEcircRNAs,11个DEmiRNA,在小鼠的NAc中鉴定出40个DEmRNA。小鼠NAc中的circMeis2-miR-183-5p-Kcnj5网络涉及CBD对METH诱导的CPP恢复和行为敏化的影响。
    结论:本研究首次构建了ceRNAs网络,揭示CBD治疗METH诱导的CPP恢复和行为敏化的潜在机制,从而推进CBD在METH使用障碍中的应用。
    This study aims to investigate the pharmacological effects and the underlying mechanism of cannabidiol (CBD) on methamphetamine (METH)-induced relapse and behavioral sensitization in male mice.
    The conditioned place preference (CPP) test with a biased paradigm and open-field test were used to assess the effects of CBD on METH-induced relapse and behavioral sensitization in male mice. RNA sequencing and bioinformatics analysis was employed to identify differential expressed (DE) circRNAs, miRNAs, and mRNAs in the nucleus accumbens (NAc) of mice, and the interaction among them was predicted using competing endogenous RNAs (ceRNAs) network analysis.
    Chronic administration of CBD (40 mg/kg) during the METH withdrawal phase alleviated METH (2 mg/kg)-induced CPP reinstatement and behavioral sensitization in mice, as well as mood and cognitive impairments following behavioral sensitization. Furthermore, 42 DEcircRNAs, 11 DEmiRNAs, and 40 DEmRNAs were identified in the NAc of mice. The circMeis2-miR-183-5p-Kcnj5 network in the NAc of mice is involved in the effects of CBD on METH-induced CPP reinstatement and behavioral sensitization.
    This study constructed the ceRNAs network for the first time, revealing the potential mechanism of CBD in treating METH-induced CPP reinstatement and behavioral sensitization, thus advancing the application of CBD in METH use disorders.
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  • 文章类型: Journal Article
    竞争的内源性RNA通过转录后相互作用中的串扰在细胞分子机制中发挥关键作用。关于ceRNA串扰的研究,这尤其取决于大量的自由转录本,通常涉及大规模和小规模研究,涉及整合来自组织和相关性分析的转录组数据。ceRNA相互作用的这种丰度依赖性表明组织和条件特异性ceRNA动力学可能会波动。然而,没有全面的研究调查正常组织中的ceRNA相互作用,在癌组织或其相互作用中丢失和/或出现的ceRNA。在这项研究中,我们全面分析了在三种发病率最高的癌症中观察到的肿瘤特异性ceRNA波动,LUAD,PRAD,和BRCA,与健康的肺相比,前列腺,和乳房组织,分别。我们对肿瘤特异性竞争性内源性RNA(ceRNA)相互作用的观察表明,在肺腺癌(LUAD)的情况下,前列腺腺癌(PRAD),和乳腺浸润性癌(BRCA),3,204,1,233和406个CERNA,分别,参与肿瘤组织内的转录后通讯,与它们在相应健康样本中的缺失相反。我们还发现,三种癌症类型共有90个ceRNA,与正常组织相比,这些ceRNA参与肿瘤组织中的ceRNA相互作用。在与miRNAs直接相互作用的90个ceRNAs中,我们发现了一个由165个miRNAs和63个ceRNAs组成的核心网络,这些核心网络在未来的研究中应该被考虑用于RNA靶向和RNA介导的方法,并且可以用于这三种侵袭性癌症类型.更具体地说,在这个核心互动网络中,ceRNAs如GALNT7、KLF9和DAB2,miRNAs如miR-106a/b-5p,miR-20a-5p,miR-519d-3p可能作为三种关键癌症的共同靶标。与使用与正常组织相比的差异表达基因构建ceRNA网络的常规方法相反,我们提出的方法通过考虑ceRNA:miRNA相互作用中的上下文来识别ceRNA参与者。我们的结果有可能揭示癌症类型中独特和常见的ceRNA相互作用,并确定关键RNA。从而为对抗癌症的基于RNA的策略铺平了道路。
    Competing endogenous RNAs play key roles in cellular molecular mechanisms through cross-talk in post-transcriptional interactions. Studies on ceRNA cross-talk, which is particularly dependent on the abundance of free transcripts, generally involve large- and small-scale studies involving the integration of transcriptomic data from tissues and correlation analyses. This abundance-dependent nature of ceRNA interactions suggests that tissue- and condition-specific ceRNA dynamics may fluctuate. However, there are no comprehensive studies investigating the ceRNA interactions in normal tissue, ceRNAs that are lost and/or appear in cancerous tissues or their interactions. In this study, we comprehensively analyzed the tumor-specific ceRNA fluctuations observed in the three highest-incidence cancers, LUAD, PRAD, and BRCA, compared to healthy lung, prostate, and breast tissues, respectively. Our observations pertaining to tumor-specific competing endogenous RNA (ceRNA) interactions revealed that, in the cases of lung adenocarcinoma (LUAD), prostate adenocarcinoma (PRAD), and breast invasive carcinoma (BRCA), 3,204, 1,233, and 406 ceRNAs, respectively, engage in post-transcriptional intercommunication within tumor tissues, in contrast to their absence in corresponding healthy samples. We also found that 90 ceRNAs are shared by the three cancer types and that these ceRNAs participate in ceRNA interactions in tumor tissues compared to those in normal tissues. Among the 90 ceRNAs that directly interact with miRNAs, we uncovered a core network of 165 miRNAs and 63 ceRNAs that should be considered in RNA-targeted and RNA-mediated approaches in future studies and could be used in these three aggressive cancer types. More specifically, in this core interaction network, ceRNAs such as GALNT7, KLF9, and DAB2 and miRNAs like miR-106a/b-5p, miR-20a-5p, and miR-519d-3p may have potential as common targets in the three critical cancers. In contrast to conventional methods that construct ceRNA networks using differentially expressed genes compared to normal tissues, our proposed approach identifies ceRNA players by considering their context within the ceRNA:miRNA interactions. Our results have the potential to reveal distinct and common ceRNA interactions in cancer types and to pinpoint critical RNAs, thereby paving the way for RNA-based strategies in the battle against cancer.
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  • 文章类型: Journal Article
    非生物/生物胁迫通过影响植物生长对农业和粮食安全构成重大威胁。生产力和质量。不编码蛋白质的大RNA转录物的广泛转录的发现,称为长非编码RNA(lncRNAs),长度大于200个核苷酸,为RNA在基因调控中的中心地位提供了一个重要的新视角。在植物中,lncRNAs广泛存在并在应激反应中实现多种生物学功能。在本文中,综述了lncRNA在植物逆境响应中的生物学功能研究进展,如自然反义转录本(NAT),竞争内源性RNA(ceRNA)和染色质修饰等。在植物中,lncRNAs作为几个植物激素途径的关键调控中心,整合脱落酸(ABA),茉莉酸(JA),水杨酸(SA)和氧化还原信号对许多非生物/生物胁迫的反应。此外,在应激反应性lncRNAs中富集的保守序列基序和结构基序也可能负责lncRNAs的应激反应功能,它将为lncRNA研究提供新的焦点和策略。一起来看,我们强调了lncRNAs在整合植物对不利环境条件的反应与植物生长和发育的不同方面的独特作用。我们设想,对lncRNAs调节植物应激反应的机制的更好理解可能进一步促进培育抗逆作物的非常规方法的发展。
    Abiotic/biotic stresses pose a major threat to agriculture and food security by impacting plant growth, productivity and quality. The discovery of extensive transcription of large RNA transcripts that do not code for proteins, termed long non-coding RNAs (lncRNAs) with sizes larger than 200 nucleotides in length, provides an important new perspective on the centrality of RNA in gene regulation. In plants, lncRNAs are widespread and fulfill multiple biological functions in stress response. In this paper, the research advances on the biological function of lncRNA in plant stress response were summarized, like as Natural Antisense Transcripts (NATs), Competing Endogenous RNAs (ceRNAs) and Chromatin Modification etc. And in plants, lncRNAs act as a key regulatory hub of several phytohormone pathways, integrating abscisic acid (ABA), jasmonate (JA), salicylic acid (SA) and redox signaling in response to many abiotic/biotic stresses. Moreover, conserved sequence motifs and structural motifs enriched within stress-responsive lncRNAs may also be responsible for the stress-responsive functions of lncRNAs, it will provide a new focus and strategy for lncRNA research. Taken together, we highlight the unique role of lncRNAs in integrating plant response to adverse environmental conditions with different aspects of plant growth and development. We envisage that an improved understanding of the mechanisms by which lncRNAs regulate plant stress response may further promote the development of unconventional approaches for breeding stress-resistant crops.
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  • 文章类型: Journal Article
    越来越多的证据表明,竞争性内源性RNA(ceRNA)网络的破坏在骨肉瘤(OS)的发生和发展中起着重要作用。然而,ceRNAs在OS中的具体作用和功能尚不清楚.首先,通过挖掘E-MTAB-1136和GSE28423数据集来鉴定差异表达的微小RNA(DEM)。使用MiRWalk网站预测miRNA的靶基因。从公开的微阵列数据库下载OS相关环状RNA(circRNA)表达谱。通过逆转录-定量PCR和蛋白质印迹评估基因表达水平。使用CellCountingKit-8,Transwell研究了circKEAP1,microRNA(miR)-486-3p和膜相关RINGCH指蛋白1(MARCH1)在OS细胞中的生物学效应,集落形成和伤口愈合测定。miR-486-3p在OS组织和细胞系中异常下调,并充满外泌体。显示miR-486-3p过表达在体外抑制OS细胞进展并促进细胞周期停滞。此外,MARCH1在OS细胞中被鉴定为miR-486-3p的直接下游分子。发现circKEAP1在OS组织和细胞中上调。发现circKEAP1具有与miR-486-3p的结合位点。机械上,circKEAP1通过海绵作用miR-486-3p正调节MARCH1表达。外泌体miR-486-3p通过形成circKEAP1/MARCH1轴抑制OS的进展。这些发现可能为OS提供一种有希望的治疗方法。
    Accumulating evidence shows that the disruption of competing endogenous RNA (ceRNA) networks plays a significant role in osteosarcoma (OS) initiation and progression. However, the specific roles and functions of the ceRNAs in OS remain unclear. First, differentially expressed microRNAs (DEMs) were identified by mining the E-MTAB-1136 and GSE28423 datasets. MiRWalk website was used to predict the target gene of miRNA. OS-associated circular RNA (circRNA) expression profiles were downloaded from the published microarray databases. Gene expression levels were assessed through reverse transcription-quantitative PCR and western blotting. The biological effects of circKEAP1, microRNA (miR)-486-3p and membrane-associated RINGCH finger protein 1 (MARCH1) in OS cells were investigated using Cell Counting Kit-8, Transwell, colony formation and wound healing assays. miR-486-3p was aberrantly downregulated in OS tissues and cell lines and was packed with exosomes. miR-486-3p overexpression was shown to inhibit OS cell progression and promoted cell cycle arrest in vitro. In addition, MARCH1 was identified as a direct downstream molecule of miR-486-3p in OS cells. circKEAP1 was found to be upregulated in OS tissues and cells. circKEAP1 was found to have binding sites with miR-486-3p. Mechanistically, circKEAP1 positively regulated MARCH1 expression by sponging miR-486-3p. Exosomal miR-486-3p inhibited the progression of OS by sponging the circKEAP1/MARCH1 axis. These findings may provide a promising treatment approach for OS.
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  • 文章类型: Journal Article
    雌性鲤鱼比雄性个体生长更快,暗示饲养雌性在水产养殖中可能更有利可图。非编码RNA(ncRNAs)作为多功能调节因子,在不同的生物过程中具有多种功能。然而,ncRNAs在鲤鱼性别分化中的作用研究较少。在这项研究中,我们研究了ncRNAs的表达谱,包括miRNAs,lncRNAs,和circRNAs,了解ncRNAs在鲤鱼性别分化中的作用。在卵巢和睾丸中鉴定了大量的差异表达(DE)ncRNA。一些miRNA,特别是miR-205、miR-214和miR-460-5p,可能调节激素合成,从而维持性生活。一种新的miRNA,new_158,预测会抑制foxl3的表达。DElncRNAs与卵母细胞减数分裂相关,GnRH信号通路,和类固醇的生物合成,而DEcircRNA靶基因富集在WNT信号通路和MAPK信号通路。我们还分析了ncRNA-mRNA相互作用,以揭示竞争内源性RNA(ceRNA)之间的串扰,这是lncRNAs和circRNAs发挥作用的关键机制。一些lncRNAs和circRNAs可能能够竞争性地结合new_313,一种新的miRNA,从而调节hsd17β3。我们的研究将为了解鲤鱼性腺分化和发育的遗传基础提供宝贵的资源。
    Female common carp grow faster than male individuals, implying that rearing females could be more profitable in aquaculture. Non-coding RNAs (ncRNAs) serve as versatile regulators with multiple functions in diverse biological processes. However, the roles of ncRNAs in the sex differentiation of common carp are less studied. In this study, we investigated the expression profiles of ncRNAs, including miRNAs, lncRNAs, and circRNAs, in the gonads to comprehend the roles of ncRNAs in sex differentiation in common carp. A substantial number of differentially expressed (DE) ncRNAs in ovaries and testes were identified. Some miRNAs, notably miR-205, miR-214, and miR-460-5p, might modulate hormone synthesis and thus maintain sex. A novel miRNA, novel_158, was predicted to suppress the expression of foxl3. DE lncRNAs were associated with oocyte meiosis, GnRH signaling pathways, and steroid biosynthesis, while DE circRNA target genes were enriched in the WNT signaling pathway and MAPK signaling pathway. We also analyzed ncRNA-mRNA interactions to shed light on the crosstalk between competing endogenous RNAs (ceRNAs), which is the critical mechanism by which lncRNAs and circRNAs function. Some lncRNAs and circRNAs may be able to competitively bind novel_313, a new miRNA, and thus regulate hsd17β3. Our research will provide a valuable resource for understanding the genetic basis of gonadal differentiation and development in common carp.
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  • 文章类型: Journal Article
    背景:补阳还五汤,作为传统的中医处方,数百年来一直被用于治疗脑出血(ICH),但是抗凋亡特性尚未被研究。
    目的:本研究旨在阐明BYHWD在ICH中的抗凋亡机制。
    方法:BYHWD对ICH的治疗效果通过改良的神经严重度评分(mNSS)来评估,脚部故障,和组织病理学染色。然后,通过整合转录组和网络药理学,我们使用了一种改进的综合策略来揭示潜在的机制。TUNEL检测,qRT-PCR,并进一步应用westernblot评价BYHWD对ICH的抗凋亡作用。实施双荧光素酶报告基因测定和质粒转染以验证Sh2b3的潜在竞争内源RNA(ceRNA)机制。
    结果:网络药理学分析表明,凋亡过程的调节是最高富集的GO术语,以及MAP激酶的活性,ERK1和ERK2级联反应密切相关。转录组分析筛选出180个差异表达的mRNA,在免疫系统过程和程序性细胞死亡的负调控中高度富集。通过查阅文献,我们发现Sh2b3通过调节MAPK级联对细胞凋亡具有重要意义。TUNEL测定验证了BYHWD的抗凋亡作用。此外,通过qRT-PCR和蛋白质印迹证明BYHWD在ICH小鼠中调节Sh2b3介导的ERK1/2信号通路。我们进一步探索了lncRNA-miRNA-mRNA网络潜在的治疗效果,其中4933404O12Rik/miR-185-5p是Sh2b3的上游调控机制。
    结论:我们探索了BYHWD通过一种新的整合策略治疗ICH的抗凋亡机制,其中涉及4933404O12Rik/miR-185-5p/Sh2b3ceRNAs轴。
    BACKGROUND: Buyang Huanwu Decoction (BYHWD), as a traditional Chinese medical prescription, has been used to treat intracerebral hemorrhage (ICH) for hundreds of years, but the antiapoptotic properties have not yet been studied.
    OBJECTIVE: This study aims to elucidate the antiapoptotic mechanism of BYHWD in ICH.
    METHODS: The therapeutic effect of BYHWD on ICH was assessed by modified neurological severity scores (mNSS), foot fault, and histopathological staining. Then, we used a modified comprehensive strategy by integrating transcriptome and network pharmacology to reveal the underlying mechanism. TUNEL assay, qRT-PCR, and western blot were further applied to evaluate the antiapoptotic effect of BYHWD on ICH. Dual-luciferase reporter assay and plasmid transfections were implemented to validate the potential competing endogenous RNAs (ceRNA) mechanism of Sh2b3.
    RESULTS: Network pharmacology analysis indicated that the regulation of the apoptotic process was the highest enriched GO term, and that MAP kinase activity, ERK1, and ERK2 cascade were strongly correlated. Transcriptome analysis screened 180 differentially expressed mRNAs, which were highly enriched in the immune system process and negative regulation of programmed cell death. By checking the literature, we found that Sh2b3 was of great importance to apoptosis by modulating MAPK cascades. TUNEL assay validated the anti-apoptotic effect of BYHWD. Moreover, BYHWD was proven to regulate the Sh2b3-mediated ERK1/2 signaling pathway in ICH mice by qRT-PCR and western blot. We further explored the lncRNA-miRNA-mRNA network underlying the therapeutic effect, among which 4933404O12Rik/miR-185-5p is the upstream regulatory mechanism of Sh2b3.
    CONCLUSIONS: We explored the antiapoptotic mechanism of BYHWD in treating ICH by a novel integrated strategy, which involved the 4933404O12Rik/miR-185-5p/Sh2b3 ceRNAs axis.
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  • 文章类型: Journal Article
    背景:循环单核细胞的丰度与人类动脉粥样硬化的发展密切相关。
    目的:本研究旨在进一步研究颈动脉粥样硬化(CAS)的诊断生物标志物和靶向治疗。
    方法:我们在有和没有CAS的公共数据库中,通过加权基因共表达网络分析(WGCNA)对患者的单核细胞进行了转录组学分析。通过R包limma筛选差异表达基因(DEGs)。通过最小绝对收缩和选择算子(LASSO)和支持向量机递归特征消除(SVM-RFE)算法得出诊断分子。NetworkAnalyst,miRWalk,和StarBase数据库协助构建诊断分子调控网络。DrugBank数据库预测了靶向诊断分子的药物。RT-PCR测试表达谱。
    结果:来自14,369个hub基因和61个DEG,6个差异表达的单核细胞相关hub基因与免疫细胞显著相关,免疫反应,单核细胞,和脂质代谢。LASSO和SVM-RFE产生了5个用于CAS预测的基因。这些基因的RT-PCR显示HMGB1上调,与对照组相比,CAS中CCL3、CCL3L1、CCL4和DUSP1下调。然后,我们构建并可视化了9种转录因子(TFs)的调控网络,与5种诊断分子显著相关。大约11个miRNAs,19个lncRNAs,构建并展示了以四种诊断分子(CCL3,CCL4,DUSP1和HMGB1)为中心的39条边。确定了11种潜在药物,包括ibrutinib,CTI-01、罗氟司特等.结论:确定了一组用于CAS诊断和潜在治疗靶标研究的五种生物标志物。
    BACKGROUND: The abundance of circulating monocytes is closely associated with the development of atherosclerosis in humans.
    OBJECTIVE: This study aimed to further research into diagnostic biomarkers and targeted treatment of carotid atherosclerosis (CAS).
    METHODS: We performed transcriptomics analysis through weighted gene co-expression network analysis (WGCNA) of monocytes from patients in public databases with and without CAS. Differentially expressed genes (DEGs) were screened by R package limma. Diagnostic molecules were derived by the least absolute shrinkage and selection operator (LASSO) and support vector machine recursive feature elimination (SVM-RFE) algorithms. NetworkAnalyst, miRWalk, and Star- Base databases assisted in the construction of diagnostic molecule regulatory networks. The Drug- Bank database predicted drugs targeting the diagnostic molecules. RT-PCR tested expression profiles.
    RESULTS: From 14,369 hub genes and 61 DEGs, six differentially expressed monocyte-related hub genes were significantly associated with immune cells, immune responses, monocytes, and lipid metabolism. LASSO and SVM-RFE yielded five genes for CAS prediction. RT-PCR of these genes showed HMGB1 was upregulated, and CCL3, CCL3L1, CCL4, and DUSP1 were downregulated in CAS versus controls. Then, we constructed and visualized the regulatory networks of 9 transcription factors (TFs), which significantly related to 5 diagnostic molecules. About 11 miRNAs, 19 lncRNAs, and 39 edges centered on four diagnostic molecules (CCL3, CCL4, DUSP1, and HMGB1) were constructed and displayed. Eleven potential drugs were identified, including ibrutinib, CTI-01, roflumilast etc. Conclusion: A set of five biomarkers were identified for the diagnosis of CAS and for the study of potential therapeutic targets.
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  • 文章类型: Journal Article
    竞争性内源性RNA(ceRNA)和肿瘤浸润免疫细胞在结直肠癌(CRC)肿瘤发生中起着至关重要的作用。然而,其在老年CRC患者中的预后作用尚不清楚.从癌症基因组图谱下载老年CRC患者的基因表达谱和临床信息。单变量,拉索,和多变量Cox回归分析用于筛选关键ceRNA并防止过拟合。共纳入265例老年CRC患者。我们构建了一个由17个lncRNAs组成的新型ceRNA网络,35个miRNAs,和5个mRNA。我们基于四个关键的ceRNA(ceRNA列线图)建立了三个预后预测列线图,五个关键免疫细胞(免疫细胞列线图),和它们的组合(ceRNA-免疫细胞列线图)。其中,ceRNA免疫细胞列线图的准确性最好。此外,ceRNA-免疫细胞列线图的曲线下面积也显著大于1时的TNM分期(0.818vs.0.693),3(0.865vs.0.674),和5(0.832vs.0.627)年。共表达分析显示CBX6与活化的树突状细胞呈正相关(R=0.45,p<0.01),而与激活的肥大细胞呈负相关(R=-0.43,p<0.01)。总之,我们的研究构建了三个列线图来预测老年CRC患者的预后,其中,ceRNA-免疫细胞列线图具有最好的预测准确性。我们推测,CBX6对活化的树突状细胞和肥大细胞的调节机制可能在老年CRC患者的肿瘤发展和预后中起着至关重要的作用。
    Competitive endogenous RNAs (ceRNAs) and tumor-infiltrating immune cells play essential roles in colorectal cancer (CRC) tumorigenesis. However, their prognostic role in elderly patients with CRC is unclear. Gene expression profiles and clinical information for elderly patients with CRC were downloaded from The Cancer Genome Atlas. Univariate, LASSO, and multivariate Cox regression analyses were utilized for screening key ceRNAs and prevent overfitting. A total of 265 elderly patients with CRC were included. We constructed a novel ceRNA network consisting of 17 lncRNAs, 35 miRNAs, and 5 mRNAs. We established three prognosis predictive nomograms based on four key ceRNAs (ceRNA nomogram), five key immune cells (immune cell nomogram), and their combination (ceRNA-immune cell nomogram). Among them, the ceRNA-immune cell nomogram had the best accuracy. Furthermore, the areas under the curve of the ceRNA-immune cell nomogram were also significantly greater than the TNM stage at 1 (0.818 vs. 0.693), 3 (0.865 vs. 0.674), and 5 (0.832 vs. 0.627) years. Co-expression analysis revealed that CBX6 was positively correlated with activated dendritic cells (R = 0.45, p < 0.01), whereas negatively correlated with activated mast cells (R =- 0.43, p < 0.01). In conclusion, our study constructed three nomograms to predict prognosis in elderly patients with CRC, among which the ceRNA-immune cell nomogram had the best prediction accuracy. We inferred that the mechanism underlying the regulation of activated dendritic cells and mast cells by CBX6 might play a crucial role in tumor development and prognosis of elderly patients with CRC.
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