MiRNA

miRNA
  • 文章类型: Journal Article
    体液的鉴定是法医遗传学的重要领域。特别是,个案样本对降解的敏感性至关重要,因为这些痕迹往往可以长时间暴露在不同的环境条件下。RNA尤其被用作法医中体液鉴定的分子标记。信使RNA(mRNA)显示出对降解的敏感性增加,例如,在湿度和UV辐射下,但具有高度体液特异性。较短的微小RNA(miRNA),然而,不太容易退化,但是只有少数体液特异性标志物可以被研究。在这项研究中,一项初步研究中自行开发的用于毛细管电泳的mRNA/miRNA多重检测方法得到了进一步调整和验证.该方法适用于个案工作样本,动物样本,和存储研究。研究了mRNA/miRNA测定的优缺点,以回顾法医学案例的可能应用。在动物样本中也检测到一些miRNA标记,这再次强调了miRNA可能的非特异性。在储存研究中,根据所检查的体液,在不同的时间内检测到不同的标记物。几乎所有的体液,与mRNA标记相比,miRNA标记在环境条件下35天后仍可检测到.mRNA峰通常在14天后已经明显减少或不再可检测到。结果表明,与已建立的mRNA方法相比,新的mRNA/miRNA测定具有优势,特别是对于旧的和退化的样品,但由于特定miRNA标记的数量有限,该测定有其局限性。
    The identification of body fluids is an important area of forensic genetics. In particular, the susceptibility to degradation of casework samples is of crucial importance, as the traces can often be exposed to different environmental conditions over a long period of time. RNAs especially are used as molecular markers for the identification of body fluids in forensics. Messenger RNAs (mRNAs) show an increased susceptibility to degradation, e.g. under humidity and UV radiation but are highly body fluid-specific. The shorter micro RNAs (miRNAs), however, are less susceptible to degradation, but only a few body fluid-specific markers could be investigated. In this study, a self-developed mRNA/miRNA multiplex assay for capillary electrophoresis from a preliminary study was further adapted and validated. The approach was applied to casework samples, animal samples, and a storage study. The advantages and disadvantages of the mRNA/miRNA assay were investigated in order to review a possible application for forensic casework. Some miRNA markers were also detected in animal samples, which once again underlines the possible non-specificity of miRNAs. In the storage study, the different markers were detected for different lengths of time depending on the body fluid examined. For almost all body fluids, the miRNA markers were still detectable after a period of 35 days under environmental conditions compared to the mRNA markers. The mRNA peaks were often already clearly reduced or no longer detectable after 14 days. The results show the advantage of the new mRNA/miRNA assay compared to established mRNA approaches, especially for older and degraded samples, but the assay has its limitations due to the limited number of specific miRNA markers.
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  • 文章类型: Journal Article
    基因组不稳定性是肿瘤发生和血液系统恶性肿瘤发展的主要驱动因素之一。癌细胞可以通过上调DNA修复基因并最终诱导治疗抗性来修复化疗诱导的DNA损伤。然而,DNA修复基因之间的关联,耐药性,在急性淋巴细胞白血病(ALL)中,疾病复发尚未得到很好的表征。这项研究旨在探讨DNA修复机制的作用及其在早期和晚期复发的小儿ALL患者中受到调节的分子机制。我们对198例复发性儿科前体B细胞ALL的治疗适用研究(TARGET)-ALL扩展II期试验进行了二次数据分析。在这项研究中,对147个DNA修复基因进行了全面的遗传和表观遗传调查。使用微阵列和RNA测序平台评估基因表达。基因组交替,甲基化状态,和miRNA转录组研究了候选DNA修复基因。我们确定了三个DNA修复基因,ALKBH3、NHEJ1和PARP1与晚期复发者相比在早期复发者中上调(p<0.05)。这种在诊断时的上调与前体B-ALL的无病生存率和总生存率显著相关(p<0.05)。此外,PARP1上调伴随着其靶向miRNA的显著下调,miR-1301-3p(p=0.0152),这与较差的无病生存率和总体生存率密切相关。DNA修复基因的上调,特别是PARP1,增加儿童前体B-ALL早期复发的可能性。PARP1在早期复发者中相对于晚期复发者上调的观察结果可能是提出替代治疗方法的有效理由。例如在化疗中使用PARP抑制剂。
    Genomic instability is one of the main drivers of tumorigenesis and the development of hematological malignancies. Cancer cells can remedy chemotherapeutic-induced DNA damage by upregulating DNA-repair genes and ultimately inducing therapy resistance. Nevertheless, the association between the DNA-repair genes, drug resistance, and disease relapse has not been well characterized in acute lymphoblastic leukemia (ALL). This study aimed to explore the role of the DNA-repair machinery and the molecular mechanisms by which it is regulated in early- and late-relapsing pediatric ALL patients. We performed secondary data analysis on the Therapeutically Applicable Research to Generate Effective Treatments (TARGET)-ALL expansion phase II trial of 198 relapsed pediatric precursor B-cell ALL. Comprehensive genetic and epigenetic investigations of 147 DNA-repair genes were conducted in the study. Gene expression was assessed using Microarray and RNA-sequencing platforms. Genomic alternations, methylation status, and miRNA transcriptome were investigated for the candidate DNA-repair genes. We identified three DNA-repair genes, ALKBH3, NHEJ1, and PARP1, that were upregulated in early relapsers compared to late relapsers (p < 0.05). Such upregulation at diagnosis was significantly associated with disease-free survival and overall survival in precursor-B-ALL (p < 0.05). Moreover, PARP1 upregulation accompanied a significant downregulation of its targeting miRNA, miR-1301-3p (p = 0.0152), which was strongly linked with poorer disease-free and overall survivals. Upregulation of DNA-repair genes, PARP1 in particular, increases the likelihood of early relapse of precursor-B-ALL in children. The observation that PARP1 was upregulated in early relapsers relative to late relapsers might serve as a valid rationale for proposing alternative treatment approaches, such as using PARP inhibitors with chemotherapy.
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  • 文章类型: Journal Article
    背景:这项多中心研究旨在探索血浆外泌体微小RNA(miRNA)的作用,超声(美国)影像组学,和总前列腺特异性抗原(tPSA)水平在早期前列腺癌检测。
    方法:我们分析了公开可用的数据集GSE112264,以鉴定与前列腺癌相关的差异表达的miRNA。然后,PyRadiomics用于提取图像特征,并使用最小绝对收缩和选择运算符(LASSO)筛选数据。随后,根据严格的纳入和排除标准,内部数据集(n=199)用于构建诊断模型,和接收器工作特性(ROC)曲线,校正曲线,决策曲线分析(DCA),和DeLong检验用于评估其诊断性能。最后,我们使用外部数据集(n=158)进行进一步验证。
    结果:通过PyRadiomics提取的特征数为851,通过LASSO筛选的特征数为23。我们结合了hsa-miR-320c,hsa-miR-944,影像组学,和tPSA特征来构建联合模型。组合模型的ROC曲线下面积为0.935。在内部验证中,训练集的曲线下面积(AUC)为0.943,测试集的AUC为0.946。外部数据集的AUC为0.910。校准曲线和判定曲线与组合模型的性能一致。组合预测模型与单指标预测模型的预测能力存在显著差异,表明组合模型预测PCa的可信度和准确性较高。
    结论:组合预测模型,由血浆外泌体miRNA(hsa-miR-320c和hsa-miR-944)组成,美国放射组学,和临床tPSA,可用于前列腺癌的早期诊断。
    BACKGROUND: This multi-center study aims to explore the roles of plasma exosomal microRNAs (miRNAs), ultrasound (US) radiomics, and total prostate-specific antigen (tPSA) levels in early prostate cancer detection.
    METHODS: We analyzed the publicly available dataset GSE112264 to identify the differentially expressed miRNAs associated with prostate cancer. Then, PyRadiomics was used to extract image features, and least absolute shrinkage and selection operator (LASSO) was used to screen the data. Subsequently, according to strict inclusion and exclusion criteria, the internal dataset (n = 199) was used to construct a diagnostic model, and the receiver operating characteristic (ROC) curve, calibration curve, decision curve analysis (DCA), and DeLong test were used to evaluate its diagnostic performance. Finally, we used an external dataset (n = 158) for further validation.
    RESULTS: The number of features extracted by PyRadiomics was 851, and the number of features screened by LASSO was 23. We combined the hsa-miR-320c, hsa-miR-944, radiomics, and tPSA features to construct a joint model. The area under the ROC curve of the combined model was 0.935. In the internal validation, the area under the curve (AUC) of the training set was 0.943, and the AUC of the test set was 0.946. The AUC of the external data set was 0.910. The calibration curve and decision curve were consistent with the performance of the combined model. There was a significant difference in the prediction ability between the combined prediction model and the single index prediction model, indicating the high credibility and accuracy of the combined model in predicting PCa.
    CONCLUSIONS: The combined prediction model, consisting of plasma exosomal miRNAs (hsa-miR-320c and hsa-miR-944), US radiomics, and clinical tPSA, can be utilized for the early diagnosis of prostate cancer.
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  • 文章类型: Journal Article
    背景:术前区分由单个甲状旁腺腺瘤(PTA)引起的散发性原发性甲状旁腺功能亢进(sPHPT)和多腺体疾病(MGD)的能力,以及明确诊断困难患者的sPHPT,将加强手术决策。
    目的:确定MGD的miRNA(miR)特征,单PTA和双PTA,以及单PTA患者血浆样品中的无细胞miRNA(cfmiR)用作生物标志物。
    方法:47例sPHPT患者(单PTAn=32,双PTAn=12,MGDn=9)。来自16个单PTA和29个正常健康供体(NHD)的术前血浆样品。
    方法:使用HTGEdgeSeqmiR全转录组测定法处理和分析所有样本的2,083miR,并使用DESeq2进行归一化以鉴定差异表达的(DE)miR。使用随机森林鉴定MiR分类器。
    方法:ROC曲线和AUC。
    结果:MiR特征在组织样本中区分正常甲状旁腺与MGD和PTA以及MGD与PTA。在单PTA和双PTA中发现了常见的miRs。与其余组织样品相比,数据整合在单PTA组织样品中鉴定出27-miR特征。在血浆样品分析中,与NHD相比,单PTA患者的DE显着cfmiR。其中,在诊断为单一PTA的患者的组织和血浆样本中仅发现了9种miRNA/cfmiR的DE(AUC=76%)。
    结论:在单PTA组织和血浆样本中一致发现了27种miR。数据整合显示9-cfmiR特征,具有潜在的临床实用性,在术前诊断由单PTA引起的sPHPT,这可以减少更多的侵入性甲状旁腺探查。
    BACKGROUND: The ability to differentiate sporadic primary hyperparathyroidism (sPHPT) caused by a single parathyroid adenoma (PTA) from multiglandular disease (MGD) pre-operatively, as well as definitely diagnose sPHPT in difficult patients, would enhance surgical decision making.
    OBJECTIVE: Identify miRNA (miR) signatures for MGD, single- and double-PTA, as well as cell-free miRNA (cfmiR) in plasma samples from patients with single-PTAs to use as biomarkers.
    METHODS: 47 patients with sPHPT (single-PTA n=32, double-PTA n=12, MGD n=9). Pre-operative plasma samples from 16 single-PTA and 29 normal healthy donors (NHD).
    METHODS: All specimens were processed and analyzed for 2,083 miRs using HTG EdgeSeq miR whole transcriptome assay and normalized using DESeq2 to identify differentially expressed (DE) miRs. MiR classifiers were identified using Random Forest.
    METHODS: ROC curves and AUC.
    RESULTS: MiR signatures distinguished normal parathyroid from MGD and PTA as well as MGD from PTA in tissue samples. Common miRs were found in the single-PTA and double-PTAs. Data integration identified a 27-miR signature in single-PTA tissue samples compared to the rest of the tissue samples. In plasma samples analysis, significant cfmiRs were DE in single-PTA patients compared to NHD. Of those, only 9 miRNAs/cfmiRs were found DE in both tissue and plasma samples from patients diagnosed with a single-PTA (AUC=76%).
    CONCLUSIONS: Twenty-seven miRs were consistently found DE in single-PTA tissue and plasma samples. Data integration showed a 9-cfmiR signature with potential clinical utility to pre-operatively diagnose sPHPT caused by a single-PTA, which could decrease more invasive parathyroid explorations.
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  • 文章类型: Journal Article
    背景:已经提出了特异性循环miRNA的鉴定作为阐明脑损伤或损伤的病理生理学和预测患者预后的有价值的工具。
    目的:本研究旨在应用几种生物信息学工具,以阐明miRNA与参与脑损伤的潜在基因的相互作用,强调需要使用计算方法来确定miRNAs和靶基因之间最可能的相关性。具体来说,这项研究集中在阐明miR-34b的作用,miR-34c,miR-135a,miR-200c,和miR-451a。
    方法:在仔细评估可用的不同软件(分析其优点和局限性)之后,我们应用了三个工具,一个用于对验证的目标(miRTarBase)进行分析,和两个评估功能注释(miRBase和TAM2.0)。
    结果:研究结果表明,创伤性脑损伤(TBI)患者在损伤后第一天内miR-135a和miR-34b的水平升高,而miR-200c和miR-34c在7天后被上调。此外,miR-451a和miR-135a在血清中过度表达,而miRNAs34b,34c,200c,脑损伤后基线血清水平较低。
    结论:本研究通过研究几种生物信息学技术来阐明miRNA与潜在基因的相互作用,强调使用计算方法来确定miRNA与靶基因之间最可能的关系。具体来说,本研究集中于miR-34b的功能,miR-34c,miR-135a,miR-200c,和miR-451a,提供了最新的概述,并提出了鉴定与脑损伤相关的theranomiRNAs的未来研究方向,在组织和血清水平。
    BACKGROUND: The identification of specific circulating miRNAs has been proposed as a valuable tool for elucidating the pathophysiology of brain damage or injury and predicting patient outcomes.
    OBJECTIVE: This study aims to apply several bioinformatic tools in order to clarify miRNA interactions with potential genes involved in brain injury, emphasizing the need of using a computational approach to determine the most likely correlations between miRNAs and target genes. Specifically, this study centers on elucidating the roles of miR-34b, miR-34c, miR-135a, miR-200c, and miR-451a.
    METHODS: After a careful evaluation of different software available (analyzing the strengths and limitations), we applied three tools, one to perform an analysis of the validated targets (miRTarBase), and two to evaluate functional annotations (miRBase and TAM 2.0).
    RESULTS: Research findings indicate elevated levels of miR-135a and miR-34b in patients with traumatic brain injury (TBI) within the first day post-injury, while miR-200c and miR-34c were found to be upregulated after 7 days. Moreover, miR-451a and miR-135a were found overexpressed in the serum, while miRNAs 34b, 34c, and 200c, had lower serum levels at baseline post brain injury.
    CONCLUSIONS: This study emphasizes the use of computational methods in determining the most likely relationships between miRNAs and target genes by investigating several bioinformatic techniques to elucidate miRNA interactions with potential genes. Specifically, this study focuses on the functions of miR-34b, miR-34c, miR-135a, miR-200c, and miR-451a, providing an up-to-date overview and suggesting future research directions for identifying theranomiRNAs related to brain injury, both at the tissue and serum levels.
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  • 文章类型: Journal Article
    这项研究探讨了预测的microRNA对NB4细胞系中DNA甲基转移酶(DNMT)和PODXL基因的影响,旨在阐明它们在急性髓系白血病(AML)发病机制中的作用。采用了全面的方法学框架来探索6-姜酚对DNMT的治疗意义。这包括一套用于蛋白质结构预测的生物信息学工具,对接,分子动力学,和ADMET分析,以及miRNA和PODXL表达水平的经验评估。这种多方面的策略有助于深入了解6-姜辣素在DNMT调制中的潜在功效。这些发现表明了一个微妙的相互作用,其中6-姜辣素给药调节miRNA表达水平,NB4细胞中DNMT1和DNMT3A表达降低。这种改变间接影响PODXL表达,有助于致癌表型的表现。DNMT1和DNMT3A在NB4细胞中的过表达可能有助于AML,似乎可通过miR-193a和miR-200c等microRNA进行调节。用6-姜酚后处理,观察到DNMT1和DNMT3A表达改变,最终导致miR-193a和miR-200c的上调。这种级联效应导致癌细胞中肿瘤抑制基因的失调,包括PODXL的下调,以及癌变特征的出现。这些见解强调了6-姜辣素在AML背景下靶向DNMT和microRNA的治疗前景。
    This investigation delves into the influence of predicted microRNAs on DNA methyltransferases (DNMTs) and the PODXL gene within the NB4 cell line, aiming to elucidate their roles in the pathogenesis of acute myeloid leukemia (AML). A comprehensive methodological framework was adopted to explore the therapeutic implications of 6-gingerol on DNMTs. This encompassed a suite of bioinformatics tools for protein structure prediction, docking, molecular dynamics, and ADMET profiling, alongside empirical assessments of miRNA and PODXL expression levels. Such a multifaceted strategy facilitated an in-depth understanding of 6-gingerol\'s potential efficacy in DNMT modulation. The findings indicate a nuanced interplay where 6-gingerol administration modulated miRNA expression levels, decreasing in DNMT1 and DNMT3A expression in NB4 cells. This alteration indirectly influenced PODXL expression, contributing to the manifestation of oncogenic phenotypes. The overexpression of DNMT1 and DNMT3A in NB4 cells may contribute to AML, which appears modulable via microRNAs such as miR-193a and miR-200c. Post-treatment with 6-gingerol, DNMT1 and DNMT3A expression alterations were observed, culminating in the upregulation of miR-193a and miR-200c. This cascade effect led to the dysregulation of tumor suppressor genes in cancer cells, including downregulation of PODXL, and the emergence of cancerous traits. These insights underscore the therapeutic promise of 6-gingerol in targeting DNMTs and microRNAs within the AML context.
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  • 文章类型: Journal Article
    背景:2型糖尿病(T2DM)和冠状动脉疾病(CAD)通常是并存的临床实体,在全球范围内发病率仍在增长。最近,循环microRNAs(miRNAs)已经成为心脏代谢疾病的新型分子参与者。本研究旨在确定特定的miRNA特征作为T2DM中CAD的候选生物标志物,并描绘促成糖尿病动脉粥样硬化的潜在miRNA依赖性机制。
    方法:总共38个来自有或没有CAD的T2DM患者的血浆样本,使用微阵列收集CAD患者和健康对照用于2,578个miRNA的表达谱。探讨差异表达(DE)-miRNA靶基因的调控作用,利用多种生物信息学工具进行功能注释和途径富集分析。然后,利用Cytoscape软件中的STRING数据库建立蛋白质-蛋白质相互作用网络,其次是聚类分析和枢纽基因鉴定。在94名参与者的较大复制队列中进行逆转录定量实时聚合酶链反应(RT-qPCR)用于微阵列数据验证。应用接受者操作特征分析来评估miRNA的诊断价值。使用多变量逻辑回归分析来建立基于miRNA的诊断模型。
    结果:在发现阶段,hsa-miR-4505,hsa-miR-4743-5p,hsa-miR-6846-5p,和下调hsa-miR-3613-3p,hsa-miR-4668-5p,hsa-miR-4706,hsa-miR-6511b-5p,hsa-miR-6750-5p,hsa-miR-4750-3p,hsa-miR-320e,hsa-miR-4717-3p,在T2DM-CAD患者中检测到hsa-miR-7850-5p。DE-miRNA靶基因显著富集钙离子结合,肌动蛋白细胞骨架的调节,和基因表达。hsa-miR-4505,hsa-miR-4743-5p,和hsa-miR-4750-3p被发现参与脂肪酸代谢,白细胞跨内皮迁移,和神经营养蛋白信号通路。hsa-miR-4505,hsa-miR-4743-5p,与T2DM受试者和对照组相比,T2DM-CAD患者中的hsa-miR-4750-3p(均p<0.001)通过RT-qPCR进一步证实。所有验证的miRNA对T2DM-CAD表现出良好的鉴别值(AUC=0.833-0.876)。3种miRNA的组合在T2DM中检测CAD的最佳性能(AUC=0.959,100%灵敏度,86.67%特异性)。
    结论:我们的研究揭示了T2DM合并CAD患者血浆来源的miRNA的独特特征。还鉴定了潜在的miRNA调节途径,探讨T2DM中CAD的潜在发病机制。我们开发了hsa-miR-4505,hsa-miR-4743-5p和hsa-miR-4750-3p的特异性三miRNA组,这可能是T2DM患者CAD的一种新型非侵入性生物标志物。
    BACKGROUND: Type 2 diabetes mellitus (T2DM) and coronary artery disease (CAD) are commonly coexisting clinical entities with still growing incidence worldwide. Recently, circulating microRNAs (miRNAs) have emerged as novel molecular players in cardiometabolic diseases. This study aimed to identify a specific miRNA signature as a candidate biomarker for CAD in T2DM and to delineate potential miRNA-dependent mechanisms contributing to diabetic atherosclerosis.
    METHODS: A total of 38 plasma samples from T2DM patients with and without CAD, CAD patients and healthy controls were collected for expression profiling of 2,578 miRNAs using microarrays. To investigate the regulatory role of differentially expressed (DE)-miRNA target genes, functional annotation and pathway enrichment analyses were performed utilizing multiple bioinformatics tools. Then, protein-protein interaction networks were established leveraging the STRING database in Cytoscape software, followed by cluster analysis and hub gene identification. Reverse transcription quantitative real-time polymerase chain reaction (RT-qPCR) was carried out for microarray data validation in the larger replication cohort of 94 participants. Receiver operating characteristic analysis was applied to evaluate the diagnostic values of miRNAs. Multivariate logistic regression analysis was used to develop miRNA-based diagnostic models.
    RESULTS: In the discovery stage, overexpression of hsa-miR-4505, hsa-miR-4743-5p, hsa-miR-6846-5p, and down-regulation of hsa-miR-3613-3p, hsa-miR-4668-5p, hsa-miR-4706, hsa-miR-6511b-5p, hsa-miR-6750-5p, hsa-miR-4750-3p, hsa-miR-320e, hsa-miR-4717-3p, hsa-miR-7850-5p were detected in T2DM-CAD patients. The DE-miRNA target genes were significantly enriched in calcium ion binding, regulation of actin cytoskeleton, and gene expression. hsa-miR-4505, hsa-miR-4743-5p, and hsa-miR-4750-3p were found to be involved in fatty acid metabolism, leukocyte transendothelial migration, and neurotrophin signaling pathway. Dysregulation of hsa-miR-4505, hsa-miR-4743-5p, and hsa-miR-4750-3p in T2DM-CAD patients compared with T2DM subjects and controls (all p < 0.001) was further confirmed by RT-qPCR. All validated miRNAs demonstrated good discriminatory values for T2DM-CAD (AUC = 0.833-0.876). The best performance in detecting CAD in T2DM was achieved for a combination of three miRNAs (AUC = 0.959, 100% sensitivity, 86.67% specificity).
    CONCLUSIONS: Our study revealed a unique profile of plasma-derived miRNAs in T2DM patients with CAD. Potential miRNA-regulated pathways were also identified, exploring the underlying pathogenesis of CAD in T2DM. We developed a specific three-miRNA panel of hsa-miR-4505, hsa-miR-4743-5p and hsa-miR-4750-3p, that could serve as a novel non-invasive biomarker for CAD in patients with T2DM.
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  • 文章类型: Journal Article
    精神分裂症是一种严重的精神障碍,影响全世界数百万人。这种疾病会慢慢瓦解思维能力并改变患者的行为。这些患者会表现出一些精神病症状,如幻觉,妄想,思维障碍和运动障碍。这些症状与其他一些精神疾病如躁郁症一样,抑郁症和情绪谱系障碍。因为病人需要立即治疗,按时诊断是至关重要的。本研究探讨了组学数据在精神分裂症诊断中的应用。转录组,借助机器学习算法,将miRNA和表观基因组数据用于精神分裂症患者的诊断。由于数据是高维的,互信息和特征重要性独立用于选择研究的相关特征。所选择的特征集(生物标志物)单独地与不同的机器学习算法一起使用,并且比较它们的性能以选择性能最佳的模型。这项研究表明,使用互信息和支持向量机选择的前140个miRNA特征在精神分裂症的诊断中具有最高的准确性(0.86±0.07)。所有报告的准确性使用5倍交叉验证进行验证。使用遗漏交叉验证进一步验证它们,并在补充材料中报告准确性。
    Schizophrenia is a serious mental disorder that affects millions of people worldwide. This disorder slowly disintegrates thinking ability and changes behaviours of patients. These patients will show some psychotic symptoms such as hallucinations, delusions, thought disorder and movement disorder. These symptoms are in common with some other psychiatric disorders such as bipolar disorder, major depressive disorder and mood spectrum disorder. As patients would require immediate treatment, an on-time diagnosis is critical. This study explores the use of omics data in diagnosis of schizophrenia. Transcriptome, miRNA and epigenome data are used in diagnosis of patients with schizophrenia with the aid of machine learning algorithms. As the data is in high dimension, mutual information and feature importance are independently used for selecting relevant features for the study. Selected sets of features (biomarkers) are individually used with different machine learning algorithms and their performances are compared to select the best-performing model. This study shows that the top 140 miRNA features selected using mutual information along with support vector machines give the highest accuracy (0.86 ± 0.07) in the diagnosis of schizophrenia. All reported accuracies are validated using 5-fold cross validation. They are further validated using leave one out cross validation and the accuracies are reported in the supplementary material.
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  • 文章类型: Journal Article
    蛋鸡是卵巢肿瘤的自发性模型。基于来自母鸡和女性的RNA-seq的综合比较可能揭示卵巢癌的分子机制。我们对9个鸡卵巢癌和4个正常卵巢的microRNA和mRNA表达谱进行了下一代测序,已存入GSE246604。连同6个公共数据集(GSE21706,GSE40376,GSE18520,GSE27651,GSE66957,TCGA-OV),我们在鸡和人之间进行了比较转录组学研究。在本研究中,miR-451,miR-2188-5p,miR-10b-5p在正常卵巢中差异表达,早期和晚期卵巢癌。我们还公开了鸡卵巢癌中的499个上调基因和1,061个下调基因。来自9个癌症标志的分子信号,25京都基因和基因组百科全书(KEGG)途径,通过基因集富集分析(GSEA),与正常卵巢相比,369个基因本体论(GO)通路在卵巢癌中表现出异常。在跨物种的比较分析中,我们发现了鸡与人之间5条KEGG和76条GO通路的保守性,包括错配修复和ECM受体相互作用通路。此外,总共174个基因有助于这些KEGG和GO途径的核心富集。在这些基因中,研究发现,这22个基因与卵巢癌患者的总生存期相关.总的来说,我们揭示了母鸡卵巢癌的microRNA谱,并更新了以前来自微阵列的mRNA谱.我们还公开了母鸡和女性之间共有的卵巢癌的分子途径和核心基因,这为模型动物研究和基因靶向药物开发提供了信息。
    The laying hen is the spontaneous model of ovarian tumor. A comprehensive comparison based on RNA-seq from hens and women may shed light on the molecular mechanisms of ovarian cancer. We performed next-generation sequencing of microRNA and mRNA expression profiles in 9 chicken ovarian cancers and 4 normal ovaries, which has been deposited in GSE246604. Together with 6 public datasets (GSE21706, GSE40376, GSE18520, GSE27651, GSE66957, TCGA-OV), we conducted a comparative transcriptomics study between chicken and human. In the present study, miR-451, miR-2188-5p, and miR-10b-5p were differentially expressed in normal ovaries, early- and late-stage ovarian cancers. We also disclosed 499 up-regulated genes and 1,061 down-regulated genes in chicken ovarian cancer. The molecular signals from 9 cancer hallmarks, 25 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, and 369 Gene Ontology (GO) pathways exhibited abnormalities in ovarian cancer compared to normal ovaries via Gene Set Enrichment Analysis (GSEA). In the comparative analysis across species, we have uncovered the conservation of 5 KEGG and 76 GO pathways between chicken and human including the mismatch repair and ECM receptor interaction pathways. Moreover, a total of 174 genes contributed to the core enrichment for these KEGG and GO pathways were identified. Among these genes, the 22 genes were found to be associated with overall survival in patients with ovarian cancer. In general, we revealed the microRNA profiles of ovarian cancers in hens and updated the mRNA profiles previously derived from microarrays. And we also disclosed the molecular pathways and core genes of ovarian cancer shared between hens and women, which informs model animal studies and gene-targeted drug development.
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  • 文章类型: Journal Article
    背景:六价铬(Cr(Ⅵ))被归类为人类第1类致癌物,并增加患肺癌的风险。非编码RNA(ncRNAs)在肺癌中具有关键的调节作用,但对它们与Cr(Ⅵ)暴露的关系知之甚少。
    目的:我们的目的是1)测量暴露工人和对照组中肺癌相关循环ncRNAs的表达;2)评估ncRNAs表达与红细胞(RBC)和尿液中Cr浓度之间的关联;以及3)评估ncRNAs之间的相关性。
    方法:该研究包括111名接触Cr(VI)的工人和从SafeChrom项目招募的72名对照。在RBC(长期暴露的生物标志物)和尿(短期暴露的生物标志物)样品中测量Cr浓度。从血浆中提取长ncRNA(lncRNA)和microRNA(miRNA),然后用脱氧核糖核酸酶处理,互补DNA合成,和定量实时聚合酶链反应使用靶特异性测定三个lncRNAs(H19,MALAT1,NORAD),和四个miRNA(miR-142-3p,miR-15b-5p,miR-3940-5p,miR-451a)。
    结果:lncRNAsMALAT1和NORAD的表达水平,和所有四个miRNA,与对照组相比,接触Cr(VI)的工人明显更低,并且与RBC-Cr浓度显着相关(rS=-0.16至-0.38)。H19在接触工人中没有显着增加,但与miR-142-3p(rS=-0.33)和miR-15b-5p(rS=-0.30)显着相关,NORAD与4种miRNAs均呈显著正相关(rS=0.17~0.46)。在针对混杂因素进行调整的多元回归模型中,与对照组相比,暴露组的lncRNAsMALAT1和NORAD以及所有miRNAs的表达仍然显着降低,表达随RBC-Cr浓度的增加而降低。
    结论:Cr(VI)暴露与循环非编码RNA的表达呈相反的剂量反应方式,这表明ncRNAs是Cr(VI)诱导毒性的潜在生物标志物。miRNA和lncRNA之间的相关性表明它们参与相同的lncRNA-miRNA-信使RNA调控轴,可能在Cr(VI)癌变过程中起重要作用。
    BACKGROUND: Hexavalent chromium (Cr(Ⅵ)) is classified as a group 1 human carcinogen and increases the risk of lung cancer. Non-coding RNAs (ncRNAs) have key regulatory roles in lung cancer, but less is known about their relation to Cr(Ⅵ) exposure.
    OBJECTIVE: We aimed to 1) measure the expression of lung cancer-related circulating ncRNAs in exposed workers and controls; 2) assess associations between ncRNAs expression and Cr concentrations in red blood cells (RBC) and urine; and 3) evaluate correlations between the ncRNAs.
    METHODS: The study included 111 Cr(VI) exposed workers and 72 controls recruited from the SafeChrom project. Cr concentrations were measured in RBC (biomarker of long-term exposure) and urine (biomarker of short-term exposure) samples. Long ncRNA (lncRNA) and microRNA (miRNA) were extracted from plasma followed by deoxyribonuclease treatment, complementary DNA synthesis, and quantitative real-time polymerase chain reaction using target-specific assays for three lncRNAs (H19, MALAT1, NORAD), and four miRNAs (miR-142-3p, miR-15b-5p, miR-3940-5p, miR-451a).
    RESULTS: Expression levels of lncRNAs MALAT1 and NORAD, and all four miRNAs, were significantly lower in Cr(VI) exposed workers compared with controls, and correlated significantly with RBC-Cr concentrations (rS = -0.16 to -0.38). H19 was non-significantly increased in exposed workers but significantly correlated with miR-142-3p (rS = -0.33) and miR-15b-5p (rS = -0.30), and NORAD was significantly positively correlated with all four miRNAs (rS = 0.17 to 0.46). In multivariate regression models adjusting for confounders, expressions of lncRNAs MALAT1 and NORAD and all miRNAs were still significantly lower in the exposed group compared with controls, and the expression decreased with increasing RBC-Cr concentrations.
    CONCLUSIONS: Cr(VI) exposure was inversely and in a dose-response manner associated with the expression of circulating non-coding RNA, which suggests ncRNAs as potential biomarkers for Cr(VI)-induced toxicity. Correlations between miRNAs and lncRNAs suggest that they participate in the same lncRNA-miRNA-messenger RNA regulatory axes, which may play important roles in Cr(VI) carcinogenesis.
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