differential gene expression

差异基因表达
  • 文章类型: Journal Article
    年龄依赖性脑小血管病(CSVD)是一种常见的疾病,具有高社会负担,其特征是与阿尔茨海默病(AD)的形式异质性和频繁合并症。以前,我们确定了两种具有特定临床表现的CSVDMRI类型,可能,不同的机制。本研究包括34例Fazekas(F)3期CSVD和白质高强度(WMH)患者(平均年龄61.7±8.9)和11名志愿者(平均年龄57.3±9.7)。从外周血白细胞中分离总RNA。与CSVD和/或AD相关的58个蛋白质编码基因和4个参考基因的表达作为NanoStringnCounter分析仪的原始面板的一部分进行评估。通过实时PCR验证检测结果。ACOX1,CD33,CD2AP的表达水平显着降低,相对于对照组,MRI2型中的TNFR1和VEGFC基因,以及与MRI1型相比,MRI2型中CD33基因的表达水平降低。与所鉴定基因表达降低的炎症途径相关的过程在CSVD的MRI2型发展中是重要的。鉴于已建立的基因与AD的直接联系,已经假定这种形式的CSVD在AD共病中的重要性。
    Age-dependent cerebral small vessel disease (CSVD) is a common disease with a high social burden characterized by heterogeneity of forms and frequent comorbidity with Alzheimer\'s disease (AD). Previously, we identified two MRI types of CSVD with specific clinical presentation and, probably, different mechanisms. The present study included 34 patients with CSVD and white matter hyperintensity (WMH) of stage Fazekas (F) 3 (mean age 61.7 ± 8.9) and 11 volunteers (mean age 57.3 ± 9.7). Total RNA was isolated from peripheral blood leukocytes. The expression of 58 protein-coding genes associated with CSVD and/or AD and 4 reference genes were assessed as part of the original panel for the NanoString nCounter analyzer. Testing results were validated by real-time PCR. There was a significant decrease in the expression levels of the ACOX1, CD33, CD2AP, TNFR1, and VEGFC genes in MRI type 2 relative to the control group as well as a decrease in the expression level of the CD33 gene in MRI type 2 compared to MRI type 1. Processes associated with inflammatory pathways with decreased expression of the identified genes are important in the development of MRI type 2 of CSVD. Given the direct connection of the established genes with AD, the importance of this form of CSVD in comorbidity with AD has been assumed.
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  • 文章类型: Journal Article
    查加斯病,由克氏锥虫寄生虫感染引起的,是一种可能危及生命的被忽视的热带病,分布在世界各地。在疾病的慢性阶段,宿主免疫反应和寄生虫复制之间存在一种脆弱的平衡,使患者在临床上处于无症状阶段数年甚至数十年.然而,40%的病人,该疾病发展为主要影响和损害心脏系统的临床表现。建议在慢性期进行治疗,尽管没有早期的有效性标记。这项研究的目的是鉴定由于苯并咪唑治疗而导致的查加斯病慢性患者的抗原再刺激的PBMC中参与免疫反应的基因的差异表达变化。
    因此,已进行了高通量实时qPCR分析,以同时确定无症状(IND)和早期心脏表现(CCCI)Chagas病患者治疗前后的106个与免疫反应有关的基因表达的整体变化。苯并硝唑。
    结果显示,在IND患者治疗后,106个分析基因中有7个差异表达(4个上调和3个下调),在早期心脏病患者治疗后,106个基因中有15个差异表达(3个上调和12个下调)。特别是在CCCI患者中,将其中一些基因的表达水平调节至与健康受试者相似的水平,表明治疗的有益效果,并支持对早期心脏Chagas病患者推荐使用苯并硝唑。获得的数据还表明,在无症状患者和早期心脏病患者中,在用苯并硝唑治疗后,由于克氏锥虫感染和寄生虫的持续存在而引发的促炎和细胞毒性反应的负调节。这种免疫反应的下调可能阻止早期心脏病患者明显的组织损伤和愈合。表明其在控制病理方面的积极作用。
    UNASSIGNED: Chagas disease, caused by the Trypanosoma cruzi parasite infection, is a potentially life-threatening neglected tropical disease with a worldwide distribution. During the chronic phase of the disease, there exists a fragile balance between the host immune response and parasite replication that keeps patients in a clinically-silent asymptomatic stage for years or even decades. However, in 40% of patients, the disease progresses to clinical manifestations mainly affecting and compromising the cardiac system. Treatment is recommended in the chronic phase, although there are no early markers of its effectiveness. The aim of this study is to identify differential expression changes in genes involved in the immune response in antigen-restimulated PBMC from chronic patients with Chagas disease due to benznidazole treatment.
    UNASSIGNED: Thus, high-throughput real-time qPCR analysis has been performed to simultaneously determine global changes in the expression of 106 genes involved in the immune response in asymptomatic (IND) and early cardiac manifestations (CCC I) Chagas disease patients pre- and post-treatment with benznidazole.
    UNASSIGNED: The results revealed that 7 out of the 106 analyzed genes were differentially expressed (4 up- and 3 downregulated) after treatment in IND patients and 15 out of 106 (3 up- and 12 downregulated) after treatment of early cardiac Chagas disease patients. Particularly in CCC I patients, regulation of the expression level of some of these genes towards a level similar to that of healthy subjects suggests a beneficial effect of treatment and supports recommendation of benznidazole administration to early cardiac Chagas disease patients. The data obtained also demonstrated that both in asymptomatic patients and in early cardiac chronic patients, after treatment with benznidazole there is a negative regulation of the proinflammatory and cytotoxic responses triggered as a consequence of T. cruzi infection and the persistence of the parasite. This downregulation of the immune response likely prevents marked tissue damage and healing in early cardiac patients, suggesting its positive effect in controlling the pathology.
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  • 文章类型: Journal Article
    精子在获得移动和受精的能力之前,在附睾区域经历了一系列的变化,在附睾中以区域特异性方式表达的基因的鉴定提供了对区域之间功能差异的有价值的见解。我们从三只牦牛身上收集了附睾组织,并从caput中培养了上皮细胞,使用组织块法观察牦牛附睾的体部和尾部。采用RNA测序分析(RNA-seq)技术检测牦牛附睾细胞基因表达,体和尾上皮细胞。结果表明,DEGs在caput中最高。语料库比较,和最低的语料库与cauda比较.通过实时荧光定量PCR(qRT-PCR)验证了六个DEGs,与转录组测序结果一致。caput中显著富集的DNA复制途径与语料库与细胞增殖协调,而在DNA复制途径中发现了上调的DEG,如POLD1和MCM4。发现AMPK信号通路在caput和cauda中显著富集,表明它参与精子成熟和获能。TGFβ信号通路在语料库和尾管中进行了筛选,对哺乳动物的生殖调节至关重要。上调DEG(TGFB3、INHBA、INHBB)参与TGFβ信号通路。本研究为牦牛附睾上皮细胞的体外培养提供参考,并阐明了附睾不同节段上皮细胞的转录谱,揭示不同部门之间的监管和功能差异,为探索牦牛精子成熟的分子机制和提高高原哺乳动物生殖能力提供基础数据。
    Sperm undergo a series of changes in the epididymis region before acquiring the ability to move and fertilize, and the identification of genes expressed in a region-specific manner in the epididymis provides a valuable insight into functional differences between regions. We collected epididymal tissue from three yaks and cultured epithelial cells from the caput, corpus and cauda regions of the yak epididymis using the tissue block method. RNA sequencing analysis (RNA-seq) technology was used to detect gene expression in yak epididymal caput, corpus and cauda epithelial cells. The results showed that the DEGs were highest in the caput vs. corpus comparison, and lowest in the corpus vs. cauda comparison. Six DEGs were verified by real-time fluorescence quantitative PCR (qRT-PCR), consistent with transcriptome sequencing results. The significantly enriched DNA replication pathway in the caput vs. corpus was coordinated with cell proliferation, while upregulated DEGs such as POLD1 and MCM4 were found in the DNA replication pathway. The AMPK signaling pathway was found significantly enriched in the caput vs cauda, suggesting its involvement in sperm maturation and capacitation. The TGF beta signaling pathway was screened in the corpus vs cauda and is crucial for mammalian reproductive regulation. Upregulated DEGs (TGFB3, INHBA, INHBB) are involved in the TGF beta signaling pathway. This study provides a reference for culturing yak epididymal epithelial cells in vitro, and elucidates the transcriptional profiles of epithelial cells in different segments of the epididymis, revealing the regulatory and functional differences between different segments, providing basic data for exploring the molecular mechanism of yak sperm maturation and improving the reproductive capacity of high-altitude mammals.
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  • 文章类型: Journal Article
    MYC是维持细胞稳态的关键转录因子,它的失调与高度侵袭性的癌症有关。尽管由于其不稳定的蛋白质结构而被认为“不可吸毒”,MYC通过与伴侣蛋白的相互作用获得稳定性,MAX。MYC-MAX异二聚体协调许多有助于致癌表型的基因的表达。以前开发小分子的努力,破坏了MYC-MAX的相互作用,已经在体外显示出希望,但没有一个获得临床批准。我们目前的计算机辅助研究利用一种方法来探索药物再利用作为抑制c-MYC-MAX相互作用的策略。我们专注于药物库的化合物,包括食品和药物管理局批准的药物或正在接受其他医疗条件调查的药物。首先,我们在c-MYC蛋白的平面界面上发现了一个潜在的可药用位点,作为虚拟筛查的目标。使用基于活动和基于结构的筛选,我们全面评估了整个DrugBank图书馆。在AutoDockVina和Glide对接工具上进行基于结构的虚拟筛选,而基于活性的筛选是在两个独立的定量结构-活性关系模型上进行的.我们专注于所有筛选方法中命中分子的前2%。最终,我们从这些筛选中选择了一致分子-那些表现出与c-MYC稳定相互作用和对c-MYC-MAX相互作用的优异抑制活性的分子。在评估的分子中,我们确定了一种名为尼洛替尼的蛋白激酶抑制剂(酪氨酸激酶抑制剂[TKI])是靶向c-MYC-MAX二聚体的有希望的候选药物.分子动力学模拟显示MYC和尼洛替尼之间稳定的相互作用。与尼洛替尼的相互作用导致在apo-MYC中扭曲的MYC蛋白区域的稳定化,并且对于MAX结合是重要的。对差异表达基因的进一步分析显示,尼洛替尼,在测试的TKIs中独一无二,诱导了一个基因表达程序,其中一半的基因已知对c-MYC有反应。我们的研究结果为随后的体外和体内研究提供了基础,旨在评估尼洛替尼在管理MYC致癌活性方面的功效。
    MYC is a transcription factor crucial for maintaining cellular homeostasis, and its dysregulation is associated with highly aggressive cancers. Despite being considered \"undruggable\" due to its unstable protein structure, MYC gains stability through its interaction with its partner protein, MAX. The MYC-MAX heterodimer orchestrates the expression of numerous genes that contribute to an oncogenic phenotype. Previous efforts to develop small molecules, disrupting the MYC-MAX interaction, have shown promise in vitro but none have gained clinical approval. Our current computer-aided study utilizes an approach to explore drug repurposing as a strategy for inhibiting the c-MYC-MAX interaction. We have focused on compounds from DrugBank library, including Food and Drug Administration-approved drugs or those under investigation for other medical conditions. First, we identified a potential druggable site on flat interface of the c-MYC protein, which served as the target for virtual screening. Using both activity-based and structure-based screening, we comprehensively assessed the entire DrugBank library. Structure-based virtual screening was performed on AutoDock Vina and Glide docking tools, while activity-based screening was performed on two independent quantitative structure-activity relationship models. We focused on the top 2% of hit molecules from all screening methods. Ultimately, we selected consensus molecules from these screenings-those that exhibited both a stable interaction with c-MYC and superior inhibitory activity against c-MYC-MAX interaction. Among the evaluated molecules, we identified a protein kinase inhibitor (tyrosine kinase inhibitor [TKI]) known as nilotinib as a promising candidate targeting c-MYC-MAX dimer. Molecular dynamic simulations demonstrated a stable interaction between MYC and nilotinib. The interaction with nilotinib led to the stabilization of a region of the MYC protein that is distorted in apo-MYC and is important for MAX binding. Further analysis of differentially expressed gene revealed that nilotinib, uniquely among the tested TKIs, induced a gene expression program in which half of the genes were known to be responsive to c-MYC. Our findings provide the foundation for subsequent in vitro and in vivo investigations aimed at evaluating the efficacy of nilotinib in managing MYC oncogenic activity.
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  • 文章类型: Journal Article
    下一代测序技术的发展导致了单个测定中的数据爆发。大型数据集的管理需要对生物信息学技能和计算资源的高要求。在这里,我们提出了两种流行的RNA-seq数据分析管道,使用开源软件工具HISAT-StringTie-Ballgown和TopHat-Cufflinks。为了满足植物科学家的需要,我们详细描述了如何从原始RNA-seq读取和可用的参考基因组开始进行这种综合分析。它允许生物学家将短读数与参考基因组对齐,测量转录本的丰度,并分析两种或多种条件下的基因差异表达。我们还讨论了与该协议相当或可替代的其他RNA-seq工具。
    The development of next-generation sequencing technology has led to a burst of data in a single assay. Management of a large dataset requires high demands on bioinformatic skills and computing resources. Here we present two popular pipelines for RNA-seq data analysis, using open-source software tools HISAT-StringTie-Ballgown and TopHat-Cufflinks. To meet the need of plant scientist, we describe in detail how to perform such comprehensive analysis beginning with raw RNA-seq reads and available reference genome. It allows biologists to align short reads to a reference genome, measure the transcript abundance, and analyze gene differential expression under two or more conditions. We also discuss other RNA-seq tools that are comparable or alternative to this protocol.
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  • 文章类型: Journal Article
    比较转录组以发现候选基因已成为生物学家的重要工具。虽然这样的研究缺乏从精心设计的正向或反向遗传研究中获得的分辨率,然而,这是对潜在的生物过程或机制进行粗略了解的首选方法。这随着测序技术的可用性而进一步加速。虽然许多管道可用于RNA-seq数据分析,本文讨论的方案将指导首次使用者使用全基因组序列作为参考进行常规RNA-seq分析.
    Comparison of transcriptome for candidate gene discovery has become an important tool for biologists. While such studies lack the degree of resolution one gets from well-designed forward or reverse genetic studies, nevertheless, this has been a method of choice for giving coarse insight into the underlying biological processes or mechanisms. This was further accelerated with the availability of sequencing technologies. While many pipelines are available for RNA-seq data analysis, the protocol discussed here will guide the first-time users for conducting routine RNA-seq analysis using whole genome sequence as reference.
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  • 文章类型: Journal Article
    在这一章中,我们提供了一个分析RNA-Seq数据的既定管道,其中涉及从测序仪获得的原始数据开始的逐步流程,并最终鉴定具有功能特征的差异表达基因。管道分为三段,每个处理分析过程的关键阶段。第一部分涵盖了管道的初始步骤,包括下载感兴趣的数据和进行质量控制评估。评估可确保用于分析的数据可靠且适用于下游分析。在第二部分,进行基因水平量化,这需要定量样品中基因的表达水平。第三部分也是最后一部分重点是差异表达分析,这涉及比较两种或多种条件之间的基因表达水平。该步骤有助于鉴定在不同实验条件下在表达水平上显示显著差异的基因。为了促进可访问性和可重复性,我们提供了一个包含所有脚本和文件的在线存储库。此外,自定义脚本可用,使用户能够为各种下游分析修改管道的输出。通过遵循这个管道,研究人员可以有效地分析RNA-Seq数据,并获得对基因表达模式的有价值的见解,此外,对生物过程的理解。
    In this chapter, we present an established pipeline for analyzing RNA-Seq data, which involves a step-by-step flow starting from raw data obtained from a sequencer and culminating in the identification of differentially expressed genes with their functional characterization. The pipeline is divided into three sections, each addressing crucial stages of the analysis process. The first section covers the initial steps of the pipeline, including downloading of the data of interest and performing quality control assessment. Assessment ensures that the data used for analysis is reliable and suitable for downstream analyses. In the second section, gene-level quantification is performed, which entails quantification of expression levels of genes in the samples. The third and final section is focused on differential expression analysis, which involves comparing gene expression levels between two or more conditions. This step helps identify genes that show significant differences in expression levels under different experimental conditions. To facilitate accessibility and reproducibility, we have provided an online repository containing all scripts and files. Additionally, custom scripts are available, enabling users to modify the pipeline\'s output for various downstream analyses. By following this pipeline, researchers can effectively analyze RNA-Seq data and gain valuable insights into gene expression patterns and, furthermore, the understanding of biological processes.
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  • 文章类型: Journal Article
    Delta-12脂肪酸去饱和酶(FAD2s)积极调节生物体中的应激反应和细胞分化。在这项研究中,根据香菇的基因组序列鉴定出6个同源FAD2基因。然后,使用生物信息学工具分析了六个FAD2蛋白序列,包括ExPASyProtParam,SignalP,TMHMM,和TargetP。进行这些分析是为了预测物理和化学性质,信号肽,以及这些蛋白质的跨膜和保守结构域。对多肽序列进行比对,并利用MEGA7.0软件构建最大似然系统发育树,阐明同源FAD2序列之间的系统发育关系。结果表明,FAD2蛋白含有三个保守的富含组氨酸的区域(HXXXH,HXXHH,和HXXHH),其中包括八个组氨酸残基。进一步分析了亚油酸含量和FAD2酶活性,诱变耐热菌株18N44的水平低于野生型菌株18。有趣的是,菌株18N44在热胁迫下FAD2-2和FAD2-3基因的表达水平低于菌株18。这些发现表明,FAD2-2和FAD2-3可能在热应激过程中亚油酸的合成中起主要作用。
    Delta-12 fatty acid desaturases (FAD2s) actively regulate stress responses and cell differentiation in living organisms. In this study, six homologous FAD2 genes were identified based on the genome sequence of Lentinula edodes. Then, the six FAD2 protein sequences were analyzed using bioinformatics tools, including ExPASy ProtParam, SignalP, TMHMM, and TargetP. These analyses were performed to predict the physical and chemical properties, signal peptides, and transmembrane and conserved domains of these proteins. The polypeptide sequences were aligned, and a maximum likelihood phylogenetic tree was constructed using MEGA 7.0 software to elucidate the phylogenetic relationships between homologous FAD2 sequences. The results demonstrated that the FAD2 proteins contained three conserved histidine-rich regions (HXXXH, HXXHH, and HXXHH), which included eight histidine residues. The linoleic acid content and FAD2 enzyme activity were further analyzed, and the levels in the mutagenic heat-tolerant strain 18N44 were lower than those in the wild-type strain 18. Interestingly, the expression levels of the FAD2-2 and FAD2-3 genes under heat stress in strain 18N44 were lower than those in strain 18. These findings indicated that FAD2-2 and FAD2-3 may play major roles in the synthesis of linoleic acid during heat stress.
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  • 文章类型: Journal Article
    随着下一代测序(NGS)的出现,捕获DNA基因座或RNA分子的生物学意义的实验技术已经成为研究全基因组规模的表观基因组和转录调控的基本工具。生成的数据量和分析的潜在复杂性凸显了对强大且易于使用的计算分析方法的需求,这些方法可以简化流程并提供有价值的生物学见解。我们的解决方案,aPEAch,是一个自动化管道,有助于DNA和RNA测序分析的端到端分析,包括小RNA测序,从评估输入样本文件的质量到通过利用生物数据中嵌入的丰富信息回答有意义的生物问题。我们的方法是在Python中实现的,基于模块化方法,使用户能够选择分析的路径和程度以及结果的表示。管道可以批量处理单个或多个重复的样品,允许所有样品的分析的易用性和可重复性。aPEAch提供了各种样本指标,如质量控制报告,碎片大小分布图,和所有中间输出文件,使管道能够使用不同的参数或算法重新执行,以及结果的出版可视化。此外,aPEAch无缝地纳入先进的无监督学习分析通过自动化聚类优化和可视化,从而提供对潜在生物学机制的宝贵见解。
    With the advent of next-generation sequencing (NGS), experimental techniques that capture the biological significance of DNA loci or RNA molecules have emerged as fundamental tools for studying the epigenome and transcriptional regulation on a genome-wide scale. The volume of the generated data and the underlying complexity regarding their analysis highlight the need for robust and easy-to-use computational analytic methods that can streamline the process and provide valuable biological insights. Our solution, aPEAch, is an automated pipeline that facilitates the end-to-end analysis of both DNA- and RNA-sequencing assays, including small RNA sequencing, from assessing the quality of the input sample files to answering meaningful biological questions by exploiting the rich information embedded in biological data. Our method is implemented in Python, based on a modular approach that enables users to choose the path and extent of the analysis and the representations of the results. The pipeline can process samples with single or multiple replicates in batches, allowing the ease of use and reproducibility of the analysis across all samples. aPEAch provides a variety of sample metrics such as quality control reports, fragment size distribution plots, and all intermediate output files, enabling the pipeline to be re-executed with different parameters or algorithms, along with the publication-ready visualization of the results. Furthermore, aPEAch seamlessly incorporates advanced unsupervised learning analyses by automating clustering optimization and visualization, thus providing invaluable insight into the underlying biological mechanisms.
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  • 文章类型: Journal Article
    进行差异基因表达分析,在三个不同的发育阶段解剖了来自牛tickRhipicephalusmicroplus的卵巢(前,不成熟的,和成熟的人)。此外,还收集了未解剖的完整成熟雄性和没有卵巢(car体)的完整吞噬雌性蜱,作为分析的参考样品。要进行总RNA纯化,汇集了来自10个个体的组织,这些个体代表了前述5个条件中的每一个。使用oligo(dT)方法从纯化的总RNA中分离mRNA。在碎片化之后,合成双链cDNA并连接到测序衔接子。随后将合适大小的片段用于PCR扩增。使用Agilent2100生物分析仪和ABIStepOnePlus实时PCR系统分析和定量文库。使用IlluminaHiSeq测序平台对总共45.64Gb碱基进行测序。组装样品并校正丰度后,我们获得了82,877个基因。总长度,平均长度,N50和GC含量为89,754,828bp,1,082bp,分别为2,068bp和49.04%。对于功能注释,单基因与7个功能数据库进行比对.功能数据库中鉴定的单基因数量如下:32,518(NR:39.24%),10,259(新台币:12.38%),23,624(Swissprot:28.50%),22,203(KOG:26.79%),25,072(KEGG:30.25%),17,435(GO:21.04%),和23,220(InterPro:28.02%)。使用TransDecoder软件预测单基因中的单基因候选编码区(CDS),并检测到42,143个CDS。我们还检测到分布在8,126个单基因上的10,522个简单序列重复(SSR),并预测了4,672个转录因子(TF)编码单基因。我们的数据可用于鉴定对雄性和雌性蜱和蜘蛛繁殖以及蜱一般生理学重要的基因。
    To conduct differential gene expression analysis, ovaries from the cattle tick Rhipicephalus microplus were dissected at three distinct developmental stages (preingurgitated, immature ingurgitated, and mature ingurgitated). Additionally, undissected intact mature males and complete ingurgitated female ticks without ovaries (carcasses) were also collected to serve as reference samples for analysis. To perform total RNA purification, tissue from ten individuals representing each of the five previously described conditions was pooled. mRNA was isolated from the purified total RNA using the oligo (dT) method. Following fragmentation, double stranded cDNA was synthesized and ligated to sequencing adapters. Suitable-sized fragments were subsequently used for PCR amplification. Libraries were analyzed and quantified using an Agilent 2100 Bioanalyzer and an ABI StepOnePlus Real-Time PCR System. A total of 45.64 Gb bases were sequenced using the Illumina HiSeq sequencing platform. After assembling the samples and correcting for abundance, we obtained 82,877 unigenes. The total length, average length, N50, and GC content of the unigenes were 89,754,828 bp,1,082 bp,2,068 bp and 49.04 % respectively. For functional annotation, the unigenes were aligned with 7 functional databases. The number of unigenes identified in the functional databases were as follows: 32,518 (NR:39.24 %), 10,259 (NT:12.38 %), 23,624 (Swissprot:28.50 %), 22,203 (KOG:26.79 %), 25,072 (KEGG:30.25 %), 17,435(GO:21.04 %), and 23,220 (InterPro:28.02 %). Unigene candidate coding regions (CDS) among the unigenes were predicted using TransDecoder software and 42,143 CDS were detected. We also detected 10,522 simple sequence repeats (SSRs) distributed on 8,126 unigenes, and predicted 4,672 transcription factors (TF) coding unigenes. Our data can be used to identify genes that are important for male and female tick and arachnid reproduction and tick general physiology.
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