microarrays

微阵列
  • 文章类型: Journal Article
    子宫病变在全球范围内对妇女的健康构成挑战。尽管进行了广泛的研究,一些常见疾病的原因和起源尚未明确。这项研究提出了从不同的数据集转录组数据的综合分析,包括相关的子宫病理学,如子宫内膜异位症,子宫内膜癌和子宫平滑肌瘤。利用Shapley值比较分析(CASH)技术,我们证明了其在改善经典差异表达分析的结果方面的功效,这些结果来自微阵列实验的转录组数据。CASH集成了微阵列游戏算法与Bootstrap重采样,提供一个强大的统计框架,以减轻表达数据中潜在异常值的影响。我们的发现揭示了这些妇科疾病背后的分子特征的新见解,强调CASH是在复杂的生物学环境中提高转录组学分析精度的有价值的工具。这项研究有助于更深入地了解与这些病理相关的基因表达模式和潜在的生物标志物。为未来的诊断和治疗策略提供启示。
    Uterine pathologies pose a challenge to women\'s health on a global scale. Despite extensive research, the causes and origin of some of these common disorders are not well defined yet. This study presents a comprehensive analysis of transcriptome data from diverse datasets encompassing relevant uterine pathologies such as endometriosis, endometrial cancer and uterine leiomyomas. Leveraging the Comparative Analysis of Shapley values (CASh) technique, we demonstrate its efficacy in improving the outcomes of the classical differential expression analysis on transcriptomic data derived from microarray experiments. CASh integrates the microarray game algorithm with Bootstrap resampling, offering a robust statistical framework to mitigate the impact of potential outliers in the expression data. Our findings unveil novel insights into the molecular signatures underlying these gynecological disorders, highlighting CASh as a valuable tool for enhancing the precision of transcriptomics analyses in complex biological contexts. This research contributes to a deeper understanding of gene expression patterns and potential biomarkers associated with these pathologies, offering implications for future diagnostic and therapeutic strategies.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    微阵列实验,近二十年来一直是基因表达分析的支柱,由于它们的复杂性而构成挑战。为了解决这个问题,我们介绍DExplore,一个用户友好的网络应用程序,使研究人员能够使用NCBI的GEO数据检测差异表达的基因。用R开发,闪亮,和生物导体,DExplore集成了WebGestalt以进行功能丰富分析。它还提供了用于增强结果解释的可视化图。使用用于本地执行的Docker映像,DExplore可容纳未发布的数据。为了说明它的效用,我们展示了两个用化疗药物治疗的癌细胞的案例研究。DExplore流线微阵列数据分析,使分子生物学家能够专注于具有生物学意义的基因。
    Microarray experiments, a mainstay in gene expression analysis for nearly two decades, pose challenges due to their complexity. To address this, we introduce DExplore, a user-friendly web application enabling researchers to detect differentially expressed genes using data from NCBI\'s GEO. Developed with R, Shiny, and Bioconductor, DExplore integrates WebGestalt for functional enrichment analysis. It also provides visualization plots for enhanced result interpretation. With a Docker image for local execution, DExplore accommodates unpublished data. To illustrate its utility, we showcase two case studies on cancer cells treated with chemotherapeutic drugs. DExplore streamlines microarray data analysis, empowering molecular biologists to focus on genes of biological significance.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    卡马西平(CBZ)是癫痫治疗中最常用的药物,其代谢物通常在水生环境中的持久性药物中检测到。本研究旨在研究CBZ对早期生命阶段斑马鱼(Daniorerio)(从2到168hpf)的影响,通过采用将分子水平的终点连接到个体水平的综合方法:(i)发育;(ii)运动活性;(iii)生化标记(乳酸脱氢酶,谷胱甘肽-S-转移酶,乙酰胆碱酯酶和过氧化氢酶)和(iv)使用微阵列进行转录组分析。计算了孵化的168h-LC50为73.4mgL-1,72h-EC50为66.8mgL-1,而在CBZ浓度高于37.3mgL-1时观察到发育影响(水肿和尾巴畸形)。在生化层面,AChE活性被证明是最敏感的参数,正如它在所有测试浓度中的下降所证明的那样(~25%的最大下降,LOEC(观察到的最低效应浓度)<0.6μgL-1)。CBZ似乎抑制了运动行为,尽管这种作用仅在测试的最高浓度(50mgL-1)下才明显。分子分析揭示了CBZ对基因表达的剂量依赖性作用。尽管与对照组相比,暴露于CBZ的生物体中只有25个基因失调,0.6和2812μgL-1处理均损害了与发育相关的基因表达(例如crygmxl1,org,klf2a,otos,stx16和tob2)和神经系统(例如Rtn3,Gdf10,Rtn3),而激活的基因与行为反应相关(如prlbr和taar)。总之,我们的结果表明,与环境相关的CBZ浓度可能会影响鱼类的生化和遗传特性。因此,CBZ的环境风险不容忽视,特别是在生活废水不断输入到水生系统的现实场景中。
    Carbamazepine (CBZ) is the most commonly used drug in epilepsy treatment, and its metabolites are commonly detected among persistent pharmaceuticals in the aquatic environment. This study aimed to investigate CBZ effects on early-life-stage zebrafish (Danio rerio) (from 2 to 168 hpf) by employing of an integrative approach linking endpoints from molecular to individual level: (i) development; (ii) locomotor activity; (iii) biochemical markers (lactate dehydrogenase, glutathione-S-transferase, acetylcholinesterase and catalase) and (iv) transcriptome analysis using microarray. A 168 h - LC50 of 73.4 mg L-1 and a 72 h - EC50 of 66.8 mg L-1 for hatching were calculated while developmental effects (oedemas and tail deformities) were observed at CBZ concentrations above 37.3 mg L-1. At the biochemical level, AChE activity proved to be the most sensitive parameter, as evidenced by its decrease across all concentrations tested (∼25% maximum reduction, LOEC (lowest observed effect concentration) < 0.6 μg L-1). Locomotor behaviour seemed to be depressed by CBZ although this effect was only evident at the highest concentration tested (50 mg L-1). Molecular analysis revealed a dose-dependent effect of CBZ on gene expression. Although only 25 genes were deregulated in organisms exposed to CBZ when compared to controls, both 0.6 and 2812 μg L-1 treatments impaired gene expression related to development (e.g. crygmxl1, org, klf2a, otos, stx16 and tob2) and the nervous system (e.g. Rtn3, Gdf10, Rtn3), while activated genes were associated with behavioural response (e.g. prlbr and taar). Altogether, our results indicate that environmentally relevant CBZ concentrations might affect biochemical and genetic traits of fish. Thus, the environmental risk of CBZ cannot be neglected, especially in a realistic scenario of constant input of domestic effluents into aquatic systems.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    该研究的目的是提出一种使用专用于微阵列数据集的区间建模的多类集成分类器。使用了为组成分类器的单个预测值创建不确定性区间,然后使用区间值聚合函数聚合获得的区间的方法。提出的异构分类采用随机森林,支持向量机,和多层感知器作为分量分类器,利用交叉熵选择最优分类器。此外,应用间隔的顺序来确定对象的决策类。根据优化所考虑的集成分类器的性能来测试所应用的区间值聚合函数。所提出的模型的质量,优于其他知名和组件分类器,通过比较验证,证明了交叉熵在集成模型构建中的有效性。
    The purpose of the study is to propose a multi-class ensemble classifier using interval modeling dedicated to microarray datasets. An approach of creating the uncertainty intervals for the single prediction values of constituent classifiers and then aggregating the obtained intervals with the use of interval-valued aggregation functions is used. The proposed heterogeneous classification employs Random Forest, Support Vector Machines, and Multilayer Perceptron as component classifiers, utilizing cross-entropy to select the optimal classifier. Moreover, orders for intervals are applied to determine the decision class of an object. The applied interval-valued aggregation functions are tested in terms of optimizing the performance of the considered ensemble classifier. The proposed model\'s quality, superior to other well-known and component classifiers, is validated through comparison, demonstrating the efficacy of cross-entropy in ensemble model construction.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    急性淋巴细胞白血病(ALL)约占成人急性白血病的25%。尽管在过去十年中,ALL患者的生存率不断提高,这种恶性肿瘤的异质性临床和分子特征仍然是治疗和获得更好结局的主要挑战.为了鉴定ALL成人骨髓(BM)样本中异常表达的基因,使用Affymetrix人类转录组阵列2.0(HTA2.0)进行转录组学分析。差异表达基因(DEGs)(±2倍变化,使用转录组分析控制台检测p值<0.05和FDR<0.05)。基因本体论(GO),注释数据库,可视化,和集成发现(DAVID),和创造性途径分析(IPA)用于鉴定基因功能并定义DEGs的富集途径。构建了DEGs的蛋白质-蛋白质相互作用(PPIs)。共有871个基因差异表达,还有DNTT,MYB,EBF1、SOX4和ERG是前5个上调基因。同时,前五个下调基因是PTGS2,PPBP,ADGRE3、LUCAT1和VCAN。ERG之间的关联,观察CDK6和SOX4的表达水平以及复发和死亡的可能性。调节免疫系统,免疫反应,细胞对刺激的反应,以及凋亡信号,趋化因子和细胞因子介导的炎症,T细胞活化是改变最严重的生物过程和途径之一,分别。成人ALL的转录组分析揭示了一组与血液恶性肿瘤一致相关的基因,并强调了它们在成人ALL发展中的相关性。
    Acute lymphoblastic leukemia (ALL) represents around 25% of adult acute leukemias. Despite the increasing improvement in the survival rate of ALL patients during the last decade, the heterogeneous clinical and molecular features of this malignancy still represent a major challenge for treatment and achieving better outcomes. To identify aberrantly expressed genes in bone marrow (BM) samples from adults with ALL, transcriptomic analysis was performed using Affymetrix Human Transcriptome Array 2.0 (HTA 2.0). Differentially expressed genes (DEGs) (±2-fold change, p-value < 0.05, and FDR < 0.05) were detected using the Transcriptome Analysis Console. Gene Ontology (GO), Database for Annotation, Visualization, and Integrated Discovery (DAVID), and Ingenuity Pathway Analysis (IPA) were employed to identify gene function and define the enriched pathways of DEGs. The protein-protein interactions (PPIs) of DEGs were constructed. A total of 871 genes were differentially expressed, and DNTT, MYB, EBF1, SOX4, and ERG were the top five up-regulated genes. Meanwhile, the top five down-regulated genes were PTGS2, PPBP, ADGRE3, LUCAT1, and VCAN. An association between ERG, CDK6, and SOX4 expression levels and the probability of relapse and death was observed. Regulation of the immune system, immune response, cellular response to stimulus, as well as apoptosis signaling, inflammation mediated by chemokines and cytokines, and T cell activation were among the most altered biological processes and pathways, respectively. Transcriptome analysis of ALL in adults reveals a group of genes consistently associated with hematological malignancies and underscores their relevance in the development of ALL in adults.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    循环性死亡(DCD)后的心脏捐赠主要通过常温血液灌注(NBP)维持。然而,研究表明,低温晶体灌注(HCP)优于血液灌注,以恢复左心室(LV)的收缩力。然而,尚未研究HCP和NBP后DCD心脏中心肌和冠状动脉的转录组变化。在猪模型中,收集DCD心脏并通过NBP维持4小时(DCD-BP组,N=8)或HCP与含氧组氨酸-色氨酸-酮戊二酸(HTK)溶液(DCD-HTK,N=8),然后用新鲜血液再灌注2h。在DCD组(N=8)中,心脏在采购后立即进行再灌注。在对照组(N=7)中,没有引起循环性死亡。我们使用微阵列(25,470个基因)对LV心肌和左前降支(LAD)样品进行了转录组学。我们应用Boruta算法进行变量选择以识别相关基因。在DCD-BP组中,与DCD相比,6个基因在心肌中被调节,1915个基因在LAD中被调节。在DCD-HTK组中,259个基因在心肌中下调,27个基因在LAD中下调;52个基因在心肌中上调,765个基因在LAD中上调,与DCD组相比。我们确定了七个与群体识别相关的基因:ITPRIP,G3BP1,ARRDC3,XPO6,NOP2,SPTSSA,IL-6NBP导致参与线粒体钙积累和ROS产生的基因上调,微血管内皮发芽的减少,和炎症。HCP导致NF-κB-相关基因的下调,STAT3-,和SASP激活和炎症。
    Donation after circulatory death (DCD) hearts are predominantly maintained by normothermic blood perfusion (NBP). Nevertheless, it was shown that hypothermic crystalloid perfusion (HCP) is superior to blood perfusion to recondition left ventricular (LV) contractility. However, transcriptomic changes in the myocardium and coronary artery in DCD hearts after HCP and NBP have not been investigated yet. In a pig model, DCD hearts were harvested and maintained for 4 h by NBP (DCD-BP group, N = 8) or HCP with oxygenated histidine-tryptophane-ketoglutarate (HTK) solution (DCD-HTK, N = 8) followed by reperfusion with fresh blood for 2 h. In the DCD group (N = 8), hearts underwent reperfusion immediately after procurement. In the control group (N = 7), no circulatory death was induced. We performed transcriptomics from LV myocardial and left anterior descending (LAD) samples using microarrays (25,470 genes). We applied the Boruta algorithm for variable selection to identify relevant genes. In the DCD-BP group, compared to DCD, six genes were regulated in the myocardium and 1915 genes were regulated in the LAD. In the DCD-HTK group, 259 genes were downregulated in the myocardium and 27 in the LAD; and 52 genes were upregulated in the myocardium and 765 in the LAD, compared to the DCD group. We identified seven genes of relevance for group identification: ITPRIP, G3BP1, ARRDC3, XPO6, NOP2, SPTSSA, and IL-6. NBP resulted in the upregulation of genes involved in mitochondrial calcium accumulation and ROS production, the reduction in microvascular endothelial sprouting, and inflammation. HCP resulted in the downregulation of genes involved in NF-κB-, STAT3-, and SASP-activation and inflammation.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    本章追溯了蛋白质组学从起源到今天的路线。讨论了不同的蛋白质组学应用,重点是微阵列技术。分析微阵列,讨论了功能微阵列和反相微阵列及其不同的应用。提到了一些研究,其中显示了这种方法的多功能性。最后,概述了微阵列技术的优势和未来的挑战。
    This chapter traces a route through Proteomics from its origins to the present day. The different proteomics applications are discussed with a focus on microarray technology. Analytical microarrays, functional microarrays and reverse phase microarrays and their different applications are discussed. Several studies are mentioned where the great versatility of this approach is shown. Finally, the advantages and future challenges of microarray technology are outlined.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    The animal models used in biomedical research cover virtually every human disease. RatDEGdb, a knowledge base of the differentially expressed genes (DEGs) of the rat as a model object in biomedical research is a collection of published data on gene expression in rat strains simulating arterial hypertension, age-related diseases, psychopathological conditions and other human afflictions. The current release contains information on 25,101 DEGs representing 14,320 unique rat genes that change transcription levels in 21 tissues of 10 genetic rat strains used as models of 11 human diseases based on 45 original scientific papers. RatDEGdb is novel in that, unlike any other biomedical database, it offers the manually curated annotations of DEGs in model rats with the use of independent clinical data on equal changes in the expression of homologous genes revealed in people with pathologies. The rat DEGs put in RatDEGdb were annotated with equal changes in the expression of their human homologs in affected people. In its current release, RatDEGdb contains 94,873 such annotations for 321 human genes in 836 diseases based on 959 original scientific papers found in the current PubMed. RatDEGdb may be interesting first of all to human geneticists, molecular biologists, clinical physicians, genetic advisors as well as experts in biopharmaceutics, bioinformatics and personalized genomics. RatDEGdb is publicly available at https://www.sysbio.ru/RatDEGdb.
    Животные модели, используемые в биомедицинских исследованиях, в настоящее время охватывают практически весь известный спектр заболеваний человека. База знаний RatDEGdb по дифференциально экспрессирующимся генам (ДЭГ) крысы как модельного объекта в биомедицинских исследованиях представляет собой коллекцию опубликованных данных по экспрессии генов у крыс разных линий, предназначенных для изучения артериальной гипертонии, болезней пожилого возраста, психопатологических состояний и других заболеваний человека. Текущий выпуск RatDEGdb содержит 25 101 ДЭГ, представляющих 14 320 уникальных генов крысы, которые изменяют уровень транскрипции в 21 ткани 10 генетических линий крысы в качестве моделей 11 заболеваний человека согласно 45 оригинальным научным статьям. Новшество RatDEGdb по сравнению с другими биомедицинскими базами данных заключается в курируемой аннотации отклонений ДЭГ крысы как модельного объекта с использованием независимых клинических данных об однонаправленных изменениях экспрессии гомологичных генов, выявленных у людей при различных патологиях. Собранные ДЭГ крыс были аннотированы однонаправленными изменениями экспрессии гомологичных им генов человека у больных людей относительно здоровых. К настоящему времени выпуск RatDEGdb содержит 94 873 такие аннотации для 321 гена человека при 836 заболеваниях согласно 959 оригинальным научным статьям, найденным в текущем выпуске базы данных PubMed. Представленная база знаний может быть интересна в первую очередь специалистам по генетике человека, молекулярным биологам, клиницистам и генетическим консультантам, а также специалистам в области биофармацевтики, биоинформатики и персонализированной геномики. RatDEGdb является общедоступной (https://www.sysbio.ru/RatDEGdb).
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    非洲猪瘟(ASF)是一种急性,高度传染性和致命的传染病。它对动物健康构成威胁,具有重大的潜在经济和社会影响。尽管进行了数十年的ASF疫苗研究,仍然有一些知识空白阻碍了功能性疫苗的开发。值得一提的是在理解ASF感染和免疫机制方面的差距,以及在这种疾病的情况下-病毒蛋白,所谓的保护性抗原,在猪中诱导保护性免疫反应的原因尚未确定。在本文中,我们详细介绍了一种通过微阵列技术基于表位定位来鉴定保护性抗原的方法。高密度肽微阵列,结合荧光扫描,已用于分析非洲猪瘟病毒(ASFV)蛋白的肽序列与感染和健康动物的灭活血清中存在的抗体的相互作用。这项研究证明了ASFV蛋白已经被用于疫苗开发,例如p54,并确定了可能成为未来候选疫苗关注焦点的蛋白质中的特定序列。这样的方法适合于自动化和高通量,并且可以帮助开发下一代疫苗的更好靶向。
    African swine fever (ASF) is an acute, highly contagious and deadly infectious disease. It is a threat to animal health with major potential economic and societal impact. Despite decades of ASF vaccine research, still some gaps in knowledge are hindering the development of a functional vaccine. Worth mentioning are gaps in understanding the mechanism of ASF infection and immunity, as well as the fact that - in case of this disease - virus proteins, so-called protective antigens, responsible for inducing protective immune responses in pigs are not identified yet. In this paper we elaborate on a methodology to identify protective antigens based on epitope mapping by microarray technology. High density peptide microarrays, combined with fluorescence scanning, have been used to analyze the interaction of peptide sequences of African swine fever virus (ASFV) proteins with antibodies present in inactivated serum from infected and healthy animals. The study evidenced ASFV proteins already under the radar for vaccine development, such as p54, and identified specific sequences in those proteins that may become the focus for future vaccine candidates. Such methodology is amenable to automation and high-throughput and may help developing better targeting for next generation vaccines.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    世界人口正在经历巨大的增长,因此对粮食的需求,导致农药使用量的增加。持续的农药污染,比如多菌灵,仍然是一个紧迫的环境问题,对水生生态系统有潜在的长期影响。在本研究中,大型水蚤暴露于多菌灵(5µgL-1)12代,目的是评估多菌灵诱导的基因转录改变(使用D.magna定制微阵列)。结果表明,多菌灵引起了参与应激反应的基因的变化,DNA复制/修复,神经传递,ATP生产,以及环境中已经发现的浓度的脂质和碳水化合物代谢。这些结果支持了先前研究的结果,其中多菌灵引起遗传毒性作用和生殖障碍(随着新生儿数量的减少,流产卵的数量增加)。暴露于多菌灵的水蚤并没有引起世代之间基因转录的稳定变化,与F12代相比,F0代差异表达的基因更多。这可能显示出12代后的一些可能的daphnid适应,并且与先前的多代研究一致,这些研究在个体和人群水平上几乎没有生态毒理学影响以及其他亚细胞水平的影响(例如,生化生物标志物)被发现。
    The world population is experiencing colossal growth and thus demand for food, leading to an increase in the use of pesticides. Persistent pesticide contamination, such as carbendazim, remains a pressing environmental concern, with potentially long-term impacts on aquatic ecosystems. In the present study, Daphnia magna was exposed to carbendazim (5 µg L-1) for 12 generations, with the aim of assessing gene transcription alterations induced by carbendazim (using a D. magna custom microarray). The results showed that carbendazim caused changes in genes involved in the response to stress, DNA replication/repair, neurotransmission, ATP production, and lipid and carbohydrate metabolism at concentrations already found in the environment. These outcomes support the results of previous studies, in which carbendazim induced genotoxic effects and reproduction impairment (increasing the number of aborted eggs with the decreasing number of neonates produced). The exposure of daphnids to carbendazim did not cause a stable change in gene transcription between generations, with more genes being differentially expressed in the F0 generation than in the F12 generation. This could show some possible daphnid acclimation after 12 generations and is aligned with previous multigenerational studies where few ecotoxicological effects at the individual and populational levels and other subcellular level effects (e.g., biochemical biomarkers) were found.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号