differential gene expression

差异基因表达
  • 文章类型: Letter
    软组织肉瘤(STS)的代谢升高,18F-氟脱氧葡萄糖正电子发射断层扫描(18F-FDG-PET/CT)与细胞增殖有关,更高等级,和较低的生存。然而,最近针对STS患者的诊断创新(CINSARC基因表达特征和三级淋巴结构[TLS])和治疗创新(免疫检查点抑制剂[ICIs])强调需要重新评估18F-FDG-PET/CT的作用.因此,在这封信中,我们的目的是研究通过核成像评估的STS代谢之间的相关性,和通过转录组学分析估计的免疫景观,免疫组织化学面板,TLS评估。基于在NEOSARCOMICS试验(NCT02789384)中招募的85名患有高级别STS的成人患者的前瞻性队列,我们根据18F-FDG-PET/CT指标确定了3个代谢组(低代谢[60%],-中等[15.3%]和高[24.7%])。我们发现T细胞CD8途径在高代谢STS中显著富集。相反,参与抗肿瘤免疫反应的几种途径,细胞分化和细胞周期,在极低代谢的STS中下调。接下来,多重免疫荧光显示CD8+的密度,CD14+,CD45+,CD68+,与低代谢组相比,高代谢组的c-MAF细胞明显更高。最后,在代谢组和TLS状态之间未发现相关性.总的来说,这些结果表明(i)快速增殖和代谢活跃的STS可以激发更强大的免疫反应,从而吸引免疫细胞,如T细胞和巨噬细胞,和(ii)代谢活性和TLS可以独立地影响免疫应答。
    Metabolic elevation in soft-tissue sarcomas (STS), as documented with 18F-Fluorodeoxyglucose positron emission tomography (18F-FDG-PET/CT) has been linked with cell proliferation, higher grade, and lower survivals. However, the recent diagnostic innovations (CINSARC gene-expression signature and tertiary lymphoid structure [TLS]) and therapeutic innovations (immune checkpoint inhibitors [ICIs]) for STS patients underscore the need to re-assess the role of 18F-FDG-PET/CT. Thus, in this correspondence, our objective was to investigate the correlations between STS metabolism as assessed by nuclear imaging, and the immune landscape as estimated by transcriptomics analysis, immunohistochemistry panels, and TLS assessment. Based on a prospective cohort of 85 adult patients with high-grade STS recruited in the NEOSARCOMICS trial (NCT02789384), we identified 3 metabolic groups according to 18F-FDG-PET/CT metrics (metabolic-low [60%], -intermediate [15.3%] and high [24.7%]). We found that T-cells CD8 pathway was significantly enriched in metabolic-high STS. Conversely, several pathways involved in antitumor immune response, cell differentiation and cell cycle, were downregulated in extreme metabolic-low STS. Next, multiplex immunofluorescence showed that densities of CD8+, CD14+, CD45+, CD68+, and c-MAF cells were significantly higher in the metabolic-high group compared to the metabolic-low group. Lastly, no association was found between metabolic group and TLS status. Overall, these results suggest that (i) rapidly proliferating and metabolically active STS can instigate a more robust immune response, thereby attracting immune cells such as T cells and macrophages, and (ii) metabolic activity and TLS could independently influence immune responses.
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  • 文章类型: Observational Study
    背景:几十年来,坏死性软组织感染(NSTI)的基本治疗策略保持不变,主要依靠积极的手术切除受感染的组织,广谱抗生素,和支持性重症监护。一种已被提出作为改善患者预后的辅助措施的治疗策略是高压氧(HBO2)治疗。HBO2治疗与几种免疫调节作用有关;然而,由于这种疾病的急性危及生命的性质,调查这些影响是复杂的,治疗效果的代谢和细胞稳态依赖性变异性,以及患者特征和相关病原体的异质性。为了拥抱这种复杂性,我们旨在从基因表达水平探讨HBO2治疗NSTI患者的生物学机制。
    方法:我们对前瞻性收集的数据进行了观察性队列研究,包括因NSTI入住重症监护病房(ICU)的85名患者。所有患者均接受一次或两次HBO2治疗,并在干预前后采集了一份血液样本。从血液样品中提取总RNA,用rRNA去除纯化mRNA,然后是全转录组RNA测序,靶向测序深度为20百万个读数。拟合了差异表达基因(DEGs)的模型,并且利用GO(基因本体论)和KEGG(基因和基因组的京都百科全书)富集分析来预测所获得的基因集合的功能方面。所有分析都用FDR进行多次测试校正。
    结果:经过连续的质量控制步骤,最终的160个生物学重复被包括在本研究中。我们发现394个蛋白质编码基因在FDR<0.01的两种条件下显著为DEGs,其中205个被上调,189个被下调。这些DEGs的富集分析揭示了生物过程中的20个GO术语和12个KEGG途径,这些途径在上调的DEGs中被显著地过度表达。其中术语“适应性免疫应答”(GO:0002250)(FDR=9.88E-13)和“T细胞受体信号通路”(hsa04660)(FDR=1.20E-07)最显著。在下调的DEGs中,两个生物过程显著富集,其中GO术语“凋亡过程”(GO:0006915)最显著(FDR=0.001),其次是“辅助性T细胞1细胞因子产生的正调节”(GO:2000556),和“NF-κB信号通路”(hsa04064)是唯一显著过度表达的KEGG通路(FDR=0.001)。
    结论:当对因NSTI引起的免疫反应失调和全身炎症的患者进行一到两次HBO2治疗时,在干预过程中调节的重要基因参与T辅助细胞的激活和疾病诱导的高度炎症通路NF-κB的下调,这与促炎因子的mRNA水平降低有关。
    背景:在INFECT研究期间收集了生物材料,在ClinicalTrials.gov(NCT01790698)注册。
    BACKGROUND: For decades, the basic treatment strategies of necrotizing soft tissue infections (NSTI) have remained unchanged, primarily relying on aggressive surgical removal of infected tissue, broad-spectrum antibiotics, and supportive intensive care. One treatment strategy that has been proposed as an adjunctive measure to improve patient outcomes is hyperbaric oxygen (HBO2) treatment. HBO2 treatment has been linked to several immune modulatory effects; however, investigating these effects is complicated due to the disease\'s acute life-threatening nature, metabolic and cell homeostasis dependent variability in treatment effects, and heterogeneity with respect to both patient characteristics and involved pathogens. To embrace this complexity, we aimed to explore the underlying biological mechanisms of HBO2 treatment in patients with NSTI on the gene expression level.
    METHODS: We conducted an observational cohort study on prospective collected data, including 85 patients admitted to the intensive care unit (ICU) for NSTI. All patients were treated with one or two HBO2 treatments and had one blood sample taken before and after the intervention. Total RNAs from blood samples were extracted and mRNA purified with rRNA depletion, followed by whole-transcriptome RNA sequencing with a targeted sequencing depth of 20 million reads. A model for differentially expressed genes (DEGs) was fitted, and the functional aspects of the obtained set of genes was predicted with GO (Gene Ontology) and KEGG (Kyoto Encyclopedia of genes and Genomes) enrichment analyses. All analyses were corrected for multiple testing with FDR.
    RESULTS: After sequential steps of quality control, a final of 160 biological replicates were included in the present study. We found 394 protein coding genes that were significantly DEGs between the two conditions with FDR < 0.01, of which 205 were upregulated and 189 were downregulated. The enrichment analysis of these DEGs revealed 20 GO terms in biological processes and 12 KEGG pathways that were significantly overrepresented in the upregulated DEGs, of which the term; \"adaptive immune response\" (GO:0002250) (FDR = 9.88E-13) and \"T cell receptor signaling pathway\" (hsa04660) (FDR = 1.20E-07) were the most significant. Among the downregulated DEGs two biological processes were significantly enriched, of which the GO term \"apoptotic process\" (GO:0006915) was the most significant (FDR = 0.001), followed by \"Positive regulation of T helper 1 cell cytokine production\" (GO:2000556), and \"NF-kappa B signaling pathway\" (hsa04064) was the only KEGG pathway that was significantly overrepresented (FDR = 0.001).
    CONCLUSIONS: When one or two sessions of HBO2 treatment were administered to patients with a dysregulated immune response and systemic inflammation due to NSTI, the important genes that were regulated during the intervention were involved in activation of T helper cells and downregulation of the disease-induced highly inflammatory pathway NF-κB, which was associated with a decrease in the mRNA level of pro-inflammatory factors.
    BACKGROUND: Biological material was collected during the INFECT study, registered at ClinicalTrials.gov (NCT01790698).
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  • 文章类型: Journal Article
    卡波西肉瘤(KS)是许多与KS相关的疱疹病毒流行的HIV感染者(PLWH)中最常见的癌症。20年来治疗变化不大,但是疾病的表现。这项前瞻性队列研究在2017年至2019年期间在马拉维招募了122名人类免疫缺陷病毒(HIV)阳性KS患者。参与者接受博来霉素治疗,长春新碱和抗逆转录病毒联合治疗,当地的护理标准。一年总生存率为61%,无进展生存率为58%.48周完全缓解率为35%。RNAseq(n=78)区分两种类型的KS病变,那些具有明显的内皮特征和那些富含炎症转录物的。这表明不同的KS病变处于不同的疾病状态,与已知的异质临床治疗反应一致。与早期的队列相比,我们研究中KS患者的血浆HIV病毒载量变化很大.共有25%的参与者没有检测到HIV;所有参与者都有可检测到的KSHV病毒载量。我们的研究证实,当今许多KS病例在PLWH中发展,HIV感染得到良好控制,并且不同的KS病变具有不同的分子组成。需要进一步的研究来开发这种疾病的预测性生物标志物。
    Kaposi sarcoma (KS) is the most common cancer in people living with HIV (PLWH) in many countries where KS-associated herpesvirus is endemic. Treatment has changed little in 20 years, but the disease presentation has. This prospective cohort study enrolled 122 human immunodeficiency virus (HIV) positive KS patients between 2017 and 2019 in Malawi. Participants were treated with bleomycin, vincristine and combination antiretroviral therapy, the local standard of care. One-year overall survival was 61%, and progression-free survival was 58%. The 48-week complete response rate was 35%. RNAseq (n = 78) differentiated two types of KS lesions, those with marked endothelial characteristics and those enriched in inflammatory transcripts. This suggests that different KS lesions are in different disease states consistent with the known heterogeneous clinical response to treatment. In contrast to earlier cohorts, the plasma HIV viral load of KS patients in our study was highly variable. A total of 25% of participants had no detectable HIV; all had detectable KSHV viral load. Our study affirms that many KS cases today develop in PLWH with well-controlled HIV infection and that different KS lesions have differing molecular compositions. Further studies are needed to develop predictive biomarkers for this disease.
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  • 文章类型: Journal Article
    筋膜虫病是一种全球广泛分布的吸虫病,具有重大的经济和兽医影响。因此,这种疾病给畜牧业造成了数百万美元的损失,也是流行地区正在出现的人类健康问题。肝片吸虫的无处不在,主要病原体,是法西斯成功的关键因素之一。因此,这种寄生虫能够在各种各样的生态系统和宿主中生存,由于大量适应和免疫逃避策略的发展。筋膜病由于其患病率高,引起了越来越多的关注,连同出现的菌株的寄生虫耐药的治疗选择(三苯多唑)。这些事实凸显了开发新的控制措施的重要性,这些措施可以在肝菌定居在免疫系统无法进入的利基中之前有效地预防该疾病。然而,了解感染的初始阶段,包括寄生虫的迁移机制和早期的先天宿主反应,仍然稀缺。最近,我们的研究小组开发了一种体外宿主-寄生虫相互作用模型,该模型允许在两个参与者首次接触后公布早期事件.这发生在摄入肝肝F.cer虫和在宿主十二指肠中出现新的囊虫(FhNEJ)后不久。这里,我们使用基于RNA测序(RNA-Seq)的方法对此类模型进行转录组学分析,这揭示了FhNEJ中与蛋白水解和代谢产物摄取相关的基因表达变化。此外,与寄生虫的接触引发了与假基因表达和宿主防御机制相关的宿主肠细胞的变化,包括免疫反应,在其他人中。总之,这些结果在分子水平上提供了对筋膜病早期阶段的更好理解,以及可用于未来治疗该疾病的靶标库。
    Fasciolosis is a globally widespread trematodiasis with a major economic and veterinary impact. Therefore, this disease is responsible for millions of dollars in losses to the livestock industry, and also constitutes an emerging human health problem in endemic areas. The ubiquitous nature of Fasciola hepatica, the main causative agent, is one of the key factors for the success of fasciolosis. Accordingly, this parasite is able to subsist in a wide variety of ecosystems and hosts, thanks to the development of a plethora of strategies for adaption and immune evasion. Fasciolosis comprises a growing concern due to its high prevalence rates, together with the emergence of strains of the parasite resistant to the treatment of choice (triclabendazole). These facts highlight the importance of developing novel control measures which allow for an effective protection against the disease before F. hepatica settles in a niche inaccessible to the immune system. However, knowledge about the initial phases of the infection, including the migration mechanisms of the parasite and the early innate host response, is still scarce. Recently, our group developed an in vitro host-parasite interaction model that allowed the early events to be unveiled after the first contact between the both actors. This occurs shortly upon ingestion of F. hepatica metacercariae and the emergence of the newly excysted juveniles (FhNEJ) in the host duodenum. Here, we present a transcriptomic analysis of such model using an approach based on RNA sequencing (RNA-Seq), which reveals changes in gene expression related to proteolysis and uptake of metabolites in FhNEJ. Additionally, contact with the parasite triggered changes in host intestinal cells related to pseudogenes expression and host defence mechanisms, including immune response, among others. In sum, these results provide a better understanding of the early stages of fasciolosis at molecular level, and a pool of targets that could be used in future therapeutic strategies against the disease.
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  • 文章类型: Journal Article
    在差异基因表达数据分析中,一个目标是从一个大的数据集中鉴定一组共表达的基因,以便检测这一组基因与实验条件之间的关联。这通常是通过聚类方法来完成的,如k-均值或二分层次聚类,基于分组过程中的特定相似性度量。在这样的数据集中,基因差异表达本身是一个固有的属性,可以在特征提取过程中使用。例如,在一个由多个治疗与对照组成的数据集中,每种治疗中基因的表达会有三种可能的行为,上调,下调,或不变。我们在本章介绍,一种差分表达式特征提取(DEFE)方法,通过在每个字符处使用由三个数值组成的字符串来表示这种行为,即,1=向上,2=向下,和0=不变,这导致在所有B比较中多达3B的差异表达模式。这种方法已成功应用于许多研究项目中,其中,我们证明了DEFE的强度在一个案例研究的RNA测序(RNA-seq)数据分析的小麦挑战的植物病原真菌,镰刀菌。多种DEFE模式方案的组合揭示了与FHB抗性或易感性相关的基因群。
    In differential gene expression data analysis, one objective is to identify groups of co-expressed genes from a large dataset in order to detect the association between such a group of genes and an experimental condition. This is often done through a clustering approach, such as k-means or bipartition hierarchical clustering, based on particular similarity measures in the grouping process. In such a dataset, the gene differential expression itself is an innate attribute that can be used in the feature extraction process. For example, in a dataset consisting of multiple treatments versus their controls, the expression of a gene in each treatment would have three possible behaviors, upregulated, downregulated, or unchanged. We present in this chapter, a differential expression feature extraction (DEFE) method by using a string consisting of three numerical values at each character to denote such behavior, i.e., 1 = up, 2 = down, and 0 = unchanged, which results in up to 3B differential expression patterns across all B comparisons. This approach has been successfully applied in many research projects, and among these, we demonstrate the strength of DEFE in a case study on RNA-sequencing (RNA-seq) data analysis of wheat challenged with the phytopathogenic fungus, Fusarium graminearum. Combinations of multiple schemes of DEFE patterns revealed groups of genes putatively associated with resistance or susceptibility to FHB.
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  • 文章类型: Journal Article
    宿主对疫苗的反应是复杂的,但研究很重要。为了便于学习,我们开发了一种称为疫苗诱导基因表达分析工具(VIGET)的工具,目的是为用户提供一个交互式在线工具,以有效和稳健地分析ImmPort/GEO数据库中收集的宿主免疫应答基因表达数据。VIGET允许用户选择疫苗,选择ImmPort研究,通过选择混杂变量和两组不同接种时间的样本来建立分析模型,然后使用Reactome的Web服务进行差异表达分析以选择用于途径富集分析和功能相互作用网络构建的基因。VIGET为用户提供了比较两种分析结果的功能,促进不同人口群体之间的比较反应分析。VIGET使用疫苗本体论(VO)对各种类型的疫苗进行分类,例如活疫苗或灭活流感疫苗,黄热病疫苗,等。为了展示VIGET的效用,我们对黄热病疫苗的免疫反应进行了纵向分析,发现了免疫系统中一个有趣的复杂活性反应模式,证明VIGET是一个有价值的门户网站,支持使用Reactome途径和ImmPort数据进行有效的疫苗应答研究。
    Host responses to vaccines are complex but important to investigate. To facilitate the study, we have developed a tool called Vaccine Induced Gene Expression Analysis Tool (VIGET), with the aim to provide an interactive online tool for users to efficiently and robustly analyze the host immune response gene expression data collected in the ImmPort/GEO databases. VIGET allows users to select vaccines, choose ImmPort studies, set up analysis models by choosing confounding variables and two groups of samples having different vaccination times, and then perform differential expression analysis to select genes for pathway enrichment analysis and functional interaction network construction using the Reactome\'s web services. VIGET provides features for users to compare results from two analyses, facilitating comparative response analysis across different demographic groups. VIGET uses the Vaccine Ontology (VO) to classify various types of vaccines such as live or inactivated flu vaccines, yellow fever vaccines, etc. To showcase the utilities of VIGET, we conducted a longitudinal analysis of immune responses to yellow fever vaccines and found an intriguing complex activity response pattern of pathways in the immune system annotated in Reactome, demonstrating that VIGET is a valuable web portal that supports effective vaccine response studies using Reactome pathways and ImmPort data.
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  • 文章类型: Journal Article
    儿童或随后的第二原发性肿瘤中散发性第一原发性肿瘤的病因和大多数危险因素仍然未知。与治疗相关的第二原发性肿瘤的一个确定的因果因素是在放射治疗期间暴露于电离辐射作为癌症治疗的支柱。在德国首次诊断后的30年内,所有癌症幸存者中有8%发生第二原发性肿瘤,但是内在敏感性的潜在因素尚未明确。因此,这项巢式病例对照研究的目的是调查和比较仅患有第一原发性肿瘤或至少有一个随后的第二原发性肿瘤的儿童癌症幸存者的原发性成纤维细胞中的基因表达和受影响的途径。和暴露于低剂量和高剂量电离辐射后没有肿瘤的对照。
    原代成纤维细胞是从52名成人捐献者的皮肤活检中获得的,这些捐献者在儿童时期有首次原发性肿瘤(N1),52与至少一个额外的原发性肿瘤(N2+),以及来自KiKme研究的52例无癌(N0)。将培养的成纤维细胞暴露于高[2Gray(Gy)]和低剂量(0.05Gy)的X射线。暴露后4小时提取信使核糖核酸并进行Illumina测序。差异表达基因(DEGs)使用limma计算R,在0.05的错误发现率水平下选择,并使用IngenuityPathwayAnalysis进一步分析途径富集(右尾Fisher精确检验)和(in-)激活(z≥|2|)。
    0.05Gy后,在N0中发现最小DEG(n=236),与N1(n=653)和N2(n=694)相比。在所有供体组的成纤维细胞中,关于调整后的p值的顶部DEGs上调(SESN1,MDM2,CDKN1A,TIGAR,BTG2,BLOC1S2,PPM1D,PHLDB3,FBXO22,AEN,TRIAP1和POLH)。这里,我们在N0中观察到p53信号的激活,在N1中的程度较小,但在N2中没有。仅在N0中,DNA(切除-)修复(涉及的基因:CDKN1A,PPM1D,和DDB2)被预测为下游函数,N2+中的分子网络与癌症有关,以及伤害和异常(除其他外,下调MSH6、CCNE2和CHUK)。2Gy后,所有供体组的成纤维细胞中DEGs的数量相似,并且具有最高绝对log2倍数变化的基因在整个过程中上调(CDKN1A,TIGAR,HSPA4L,MDM2,BLOC1SD2,PPM1D,SESN1,BTG2,FBXO22,PCNA,和TRIAP1)。这里,p53信号通路在所有供体组成纤维细胞中均被激活.在N1和N2中,Polo样激酶途径的有丝分裂作用被灭活。癌症的分子机制在所有供体组成纤维细胞中均受影响。预测P53是所有供体组的成纤维细胞和N1和N2+中的E2F1的上游调节因子。下游分析结果为N0和N2+衰老,转化细胞在N0,在N1无显著影响。7个基因在对2Gy的反应中差异表达,取决于供体组(LINC00601,COBLL1,SESN2,BIN3,TNFRSF10A,EEF1AKNMT,和BTG2)。
    我们的结果显示N1/N2+和N0之间辐射响应的剂量依赖性差异。虽然在所有组中高剂量后,针对遗传毒性应激的机制被激活到相同的程度,在N1/N2+低剂量后辐射反应受损,提示不良反应的风险增加,包括致癌作用,特别是在N2+。
    The etiology and most risk factors for a sporadic first primary neoplasm in childhood or subsequent second primary neoplasms are still unknown. One established causal factor for therapy-associated second primary neoplasms is the exposure to ionizing radiation during radiation therapy as a mainstay of cancer treatment. Second primary neoplasms occur in 8% of all cancer survivors within 30 years after the first diagnosis in Germany, but the underlying factors for intrinsic susceptibilities have not yet been clarified. Thus, the purpose of this nested case-control study was the investigation and comparison of gene expression and affected pathways in primary fibroblasts of childhood cancer survivors with a first primary neoplasm only or with at least one subsequent second primary neoplasm, and controls without neoplasms after exposure to a low and a high dose of ionizing radiation.
    Primary fibroblasts were obtained from skin biopsies from 52 adult donors with a first primary neoplasm in childhood (N1), 52 with at least one additional primary neoplasm (N2+), as well as 52 without cancer (N0) from the KiKme study. Cultured fibroblasts were exposed to a high [2 Gray (Gy)] and a low dose (0.05 Gy) of X-rays. Messenger ribonucleic acid was extracted 4 h after exposure and Illumina-sequenced. Differentially expressed genes (DEGs) were computed using limma for R, selected at a false discovery rate level of 0.05, and further analyzed for pathway enrichment (right-tailed Fisher\'s Exact Test) and (in-) activation (z ≥|2|) using Ingenuity Pathway Analysis.
    After 0.05 Gy, least DEGs were found in N0 (n = 236), compared to N1 (n = 653) and N2+ (n = 694). The top DEGs with regard to the adjusted p-value were upregulated in fibroblasts across all donor groups (SESN1, MDM2, CDKN1A, TIGAR, BTG2, BLOC1S2, PPM1D, PHLDB3, FBXO22, AEN, TRIAP1, and POLH). Here, we observed activation of p53 Signaling in N0 and to a lesser extent in N1, but not in N2+. Only in N0, DNA (excision-) repair (involved genes: CDKN1A, PPM1D, and DDB2) was predicted to be a downstream function, while molecular networks in N2+ were associated with cancer, as well as injury and abnormalities (among others, downregulation of MSH6, CCNE2, and CHUK). After 2 Gy, the number of DEGs was similar in fibroblasts of all donor groups and genes with the highest absolute log2 fold-change were upregulated throughout (CDKN1A, TIGAR, HSPA4L, MDM2, BLOC1SD2, PPM1D, SESN1, BTG2, FBXO22, PCNA, and TRIAP1). Here, the p53 Signaling-Pathway was activated in fibroblasts of all donor groups. The Mitotic Roles of Polo Like Kinase-Pathway was inactivated in N1 and N2+. Molecular Mechanisms of Cancer were affected in fibroblasts of all donor groups. P53 was predicted to be an upstream regulator in fibroblasts of all donor groups and E2F1 in N1 and N2+. Results of the downstream analysis were senescence in N0 and N2+, transformation of cells in N0, and no significant effects in N1. Seven genes were differentially expressed in reaction to 2 Gy dependent on the donor group (LINC00601, COBLL1, SESN2, BIN3, TNFRSF10A, EEF1AKNMT, and BTG2).
    Our results show dose-dependent differences in the radiation response between N1/N2+ and N0. While mechanisms against genotoxic stress were activated to the same extent after a high dose in all groups, the radiation response was impaired after a low dose in N1/N2+, suggesting an increased risk for adverse effects including carcinogenesis, particularly in N2+.
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  • 文章类型: Journal Article
    通过纳米孔的单分子的直接测序允许天然RNA或互补DNA(cDNA)的准确定量和全长表征而无需扩增。基于纳米孔的天然RNA和cDNA方法都涉及低成本的复杂转录组程序。然而,这两种方法有几个不同。在这项研究中,我们进行匹配的天然RNA测序和cDNA测序,以进行相关的比较和评估.使用酿酒酵母,一种广泛用于工业生物技术的真核生物模型,考虑两种不同的生长条件进行比较,包括从在补充有葡萄糖的呼吸发酵条件(葡萄糖生长条件)下在最小培养基中生长的酵母细胞和从已经转移到乙醇作为碳源(乙醇生长条件)的细胞中分离的poly-A信使RNA。用于直接RNA测序的文库制备比用于直接cDNA测序的文库制备短。两种方法的序列特征不同,例如序列产量,阅读质量评分,读取长度分布,并映射到读取的参考能力。然而,来自两种方法的差异基因表达分析具有可比性。直接RNA测序的独特特征是RNA修饰;我们发现,由于直接RNA测序的3'偏倚行为,转录物5'末端的RNA修饰被低估。我们从这项工作中进行的综合评估可以帮助研究人员在选择合适的长读取测序方法来理解基因功能时做出明智的选择。通路,和详细的功能表征。
    Direct sequencing of single molecules through nanopores allows for accurate quantification and full-length characterization of native RNA or complementary DNA (cDNA) without amplification. Both nanopore-based native RNA and cDNA approaches involve complex transcriptome procedures at a lower cost. However, there are several differences between the two approaches. In this study, we perform matched native RNA sequencing and cDNA sequencing to enable relevant comparisons and evaluation. Using Saccharomyces cerevisiae, a eukaryotic model organism widely used in industrial biotechnology, two different growing conditions are considered for comparison, including the poly-A messenger RNA isolated from yeast cells grown in minimum media under respirofermentative conditions supplemented with glucose (glucose growth conditions) and from cells that had shifted to ethanol as a carbon source (ethanol growth conditions). Library preparation for direct RNA sequencing is shorter than that for direct cDNA sequencing. The sequence characteristics of the two methods were different, such as sequence yields, quality score of reads, read length distribution, and mapped on reference ability of reads. However, differential gene expression analyses derived from the two approaches are comparable. The unique feature of direct RNA sequencing is RNA modification; we found that the RNA modification at the 5\' end of a transcript was underestimated due to the 3\' bias behavior of the direct RNA sequencing. Our comprehensive evaluation from this work could help researchers make informed choices when selecting an appropriate long-read sequencing method for understanding gene functions, pathways, and detailed functional characterization.
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  • 文章类型: Journal Article
    高NUE(氮利用效率)对作物可持续生产具有重要的现实意义。小麦是世界范围内人类食物和营养的主要栽培作物之一。然而,除了氮肥的施用外,小麦籽粒生产力还取决于高NUE的品种。为了理解表现出高NUE响应的分子机制,通过RNA-seq分析进行了比较转录组学研究,以研究调节NUE的基因表达,在最佳和氮(N)胁迫下,氮有效(PBW677)和氮无效(703)品种的根和芽组织中。差异表达基因分析显示,在N胁迫下,两个对比品种中总共存在2,406个差异表达基因(DEG)。与具有753(96根657根)的低效品种PBW703相比,有效基因型PBW677具有1,653(903根750芽)的DEG丰富得多。这些DEGs的基因本体论富集和途径分析表明,这两个品种在适应机制方面有所不同。基因富集分析显示,在上调和下调的基因中,过高和过低的基因类别属于DNA结合等生物过程,对非生物刺激的反应,光合作用,碳固定,碳水化合物代谢过程,氮化合物代谢过程,硝酸盐运输,和翻译品种PBW677,而富集的生物过程是核小体组装,染色质重塑,DNA包装,脂质运输,硫化合物代谢过程,蛋白质修饰,以及N低效品种PBW703中的蛋白质折叠和重折叠。我们发现了几种转录因子(MYB,WRKY,指环蛋白,锌指蛋白,运输商,NRT1,氨基酸转运蛋白,sugar),蛋白激酶,和参与氮吸收的基因,交通运输,和同化在高NUE品种PBW677中高度表达。在我们的研究中,我们报告了13个潜在的候选基因,这些基因在所研究的两个对比品种中显示出交替的基因表达。这些基因可以作为未来育种计划的潜在目标。
    High NUE (nitrogen use efficiency) has great practical significance for sustainable crop production. Wheat is one of the main cultivated crops worldwide for human food and nutrition. However, wheat grain productivity is dependent upon cultivars with high NUE in addition to the application of nitrogen fertilizers. In order to understand the molecular mechanisms exhibiting a high NUE response, a comparative transcriptomics study was carried out through RNA-seq analysis to investigate the gene expression that regulates NUE, in root and shoot tissue of N-efficient (PBW677) and N-inefficient (703) cultivars under optimum and nitrogen (N) stress. Differentially expressed gene analysis revealed a total of 2,406 differentially expressed genes (DEGs) present in both the contrasting cultivars under N stress. The efficient genotype PBW677 had considerably more abundant DEGs with 1,653 (903 roots +750 shoots) compared to inefficient cultivar PBW703 with 753 (96 roots +657 shoots). Gene ontology enrichment and pathway analysis of these DEGs suggested that the two cultivars differed in terms of adaptive mechanism. Gene enrichment analysis revealed that among the upregulated and downregulated genes the overrepresented and underrepresented gene categories belonged to biological processes like DNA binding, response to abiotic stimulus, photosynthesis, carbon fixation, carbohydrate metabolic process, nitrogen compound metabolic process, nitrate transport, and translation in cultivar PBW677, while the enriched biological processes were nucleosome assembly, chromatin remodeling, DNA packaging, lipid transport, sulfur compound metabolic process, protein modifications, and protein folding and refolding in N inefficient cultivar PBW703. We found several transcription factors (MYB, WRKY, RING finger protein, zinc finger protein, transporters, NRT1, amino acid transporters, sugar), protein kinases, and genes involved in N absorption, transportation, and assimilation to be highly expressed in high NUE cultivar PBW677. In our study, we report 13 potential candidate genes which showed alternate gene expression in the two contrasting cultivars under study. These genes could serve as potential targets for future breeding programs.
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  • 文章类型: Journal Article
    目的:免疫细胞转录谱是生物医学研究中不可或缺的工具;然而,转录组学研究中常规使用的异源样品类型可能掩盖重要的细胞类型特异性转录差异。使用分离所需细胞类型的技术来克服该限制。我们试图评估免疫磁性B细胞分离对RNA质量和转录输出的使用。此外,我们的目的是开发一种代表新鲜分离的B细胞群体的B细胞基因标签,作为验证分离效果的工具,并提供一种转录标准,用于评估维持状态或与传统B细胞身份的偏离.
    结果:我们发现与供体匹配的PBMC之间的RNA质量和RNA测序输出相当,全血,和通过免疫磁性B细胞分离阴性选择后的B细胞。转录分析能够开发85基因B细胞特征。当应用于来自已发表来源的转录数据时,该特征有效地聚集了我们研究中来自异质样品类型的分离的B细胞,以及初始和记忆B细胞。此外,通过鉴定B细胞特征基因,其在B细胞中的功能作用目前尚不清楚,我们的基因签名揭示了未来调查的领域。
    OBJECTIVE: Transcriptional profiling of immune cells is an indispensable tool in biomedical research; however, heterogenous sample types routinely used in transcriptomic studies may mask important cell type-specific transcriptional differences. Techniques to isolate desired cell types are used to overcome this limitation. We sought to evaluate the use of immunomagnetic B cell isolation on RNA quality and transcriptional output. Additionally, we aimed to develop a B cell gene signature representative of a freshly isolated B cell population to be used as a tool to verify isolation efficacy and to provide a transcriptional standard for evaluating maintenance or deviation from traditional B cell identity.
    RESULTS: We found RNA quality and RNA-sequencing output to be comparable between donor-matched PBMC, whole blood, and B cells following negative selection by immunomagnetic B cell isolation. Transcriptional analysis enabled the development of an 85 gene B cell signature. This signature effectively clustered isolated B cells from heterogeneous sample types in our study and naïve and memory B cells when applied to transcriptional data from a published source. Additionally, by identifying B cell signature genes whose functional role in B cells is currently unknown, our gene signature has uncovered areas for future investigation.
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