proteotranscriptomics

蛋白质转录组学
  • 文章类型: Journal Article
    虽然海葵和海葵之间独特的共生关系是标志性的,目前还没有完全理解海葵鱼如何在其寄主海葵的有毒环境中承受和茁壮成长。在这项研究中,我们使用蛋白质转录组学方法来阐明来自最常见宿主海葵的蛋白质毒素库,周围四色。尽管1251种不同的毒素或毒素样RNA转录本在四角大肠杆菌触手中表达(占基因簇的0.05%,1.8%的表达)和5375种蛋白在挤奶毒液中检测到,在毒液中检测到的蛋白质中只有4%是推定的毒素(230),它们仅代表平均14%的牛奶毒液样品中标准化的蛋白质表达。因此,挤奶毒液中的大多数蛋白质似乎没有毒素功能。这项工作提出了仅基于海葵中的转录组学数据来定义显性毒液表型的危险,因为我们发现显性毒液表型在转录组和蛋白质组丰度数据之间存在差异。四色大肠杆菌毒液含有未知和已知功能的毒素样蛋白的混合物。一个新发现的毒素蛋白家族,Z3,富含功能未知的保守半胱氨酸,在RNA转录本和蛋白质水平上是最丰富的。毒液还富含来自蛋白酶S1,Kunitz型和PLA2毒素蛋白家族的毒素,并且包含来自八种毒液类别的毒素。探索其他寄主海葵中复杂的毒液毒素成分对于提高我们对海葵鱼如何适应有毒环境的理解至关重要。
    While the unique symbiotic relationship between anemonefishes and sea anemones is iconic, it is still not fully understood how anemonefishes can withstand and thrive within the venomous environment of their host sea anemone. In this study, we used a proteotranscriptomics approach to elucidate the proteinaceous toxin repertoire from the most common host sea anemone, Entacmaea quadricolor. Although 1251 different toxin or toxin-like RNA transcripts were expressed in E. quadricolor tentacles (0.05% of gene clusters, 1.8% of expression) and 5375 proteins were detected in milked venom, only 4% of proteins detected in venom were putative toxins (230), and they only represent on average 14% of the normalised protein expression in the milked venom samples. Thus, most proteins in milked venom do not appear to have a toxin function. This work raises the perils of defining a dominant venom phenotype based on transcriptomics data alone in sea anemones, as we found that the dominant venom phenotype differs between the transcriptome and proteome abundance data. E. quadricolor venom contains a mixture of toxin-like proteins of unknown and known function. A newly identified toxin protein family, Z3, rich in conserved cysteines of unknown function, was the most abundant at the RNA transcript and protein levels. The venom was also rich in toxins from the Protease S1, Kunitz-type and PLA2 toxin protein families and contains toxins from eight venom categories. Exploring the intricate venom toxin components in other host sea anemones will be crucial for improving our understanding of how anemonefish adapt to the venomous environment.
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  • 文章类型: Journal Article
    研究脉络膜新生血管(CNV)发生的分子机制。
    使用RNA测序和串联质量标签对具有激光诱导的CNV的小鼠中的视网膜进行综合转录组和蛋白质组分析。此外,激光治疗的小鼠接受全身干扰素-β(IFN-β)治疗.通过对染色的脉络膜扁平支架的共聚焦分析获得CNV病变的测量。通过流式细胞术分析确定T辅助细胞17(Th17)细胞的比例。
    鉴定了总共186个差异表达基因(120个上调和66个下调)和104个蛋白质(73个上调和31个下调)。基因本体论和KEGG通路分析表明,CNV主要与免疫和炎症反应有关。例如对IFN-β和Th17细胞分化的细胞应答。此外,蛋白质相互作用网络的关键节点主要涉及上调蛋白,包括αA晶状体蛋白和成纤维细胞生长因子2,并通过Western印迹进行验证。为了确认基因表达的变化,进行实时定量PCR。此外,视网膜和血浆中IFN-β的水平,通过酶联免疫吸附试验(ELISA)测量,CNV组明显低于对照组。在激光治疗的小鼠中,IFN-β治疗显着减少了CNV病变的大小并促进了Th17细胞的增殖。
    这项研究表明,CNV的发生可能与免疫和炎症过程的功能障碍有关,IFN-β可以作为潜在的治疗靶点。
    To investigate the molecular mechanism underlying the onset of choroidal neovascularization (CNV).
    Integrated transcriptomic and proteomic analyses of retinas in mice with laser-induced CNV were performed using RNA sequencing and tandem mass tag. In addition, the laser-treated mice received systemic interferon-β (IFN-β) therapy. Measurements of CNV lesions were acquired by the confocal analysis of stained choroidal flat mounts. The proportions of T helper 17 (Th17) cells were determined by flow cytometric analysis.
    A total of differentially expressed 186 genes (120 up-regulated and 66 down-regulated) and 104 proteins (73 up-regulated and 31 down-regulated) were identified. The gene ontology and KEGG pathway analyses indicated that CNV was mainly associated with immune and inflammatory responses, such as cellular response to IFN-β and Th17 cell differentiation. Moreover, the key nodes of the protein-protein interaction network mainly involved up-regulated proteins, including alpha A crystallin and fibroblast growth factor 2, and were verified by Western blotting. To confirm the changes in gene expression, real-time quantitative PCR was performed. Furthermore, levels of IFN-β in both the retina and plasma, as measured by enzyme-linked immunosorbent assay (ELISA), were significantly lower in the CNV group than in the control group. IFN-β treatment significantly reduced CNV lesion size and promoted the proliferation of Th17 cells in laser-treated mice.
    This study demonstrates that the occurrence of CNV might be associated with the dysfunction of immune and inflammatory processes and that IFN-β could serve as a potential therapeutic target.
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  • 文章类型: Journal Article
    真正的水虫(Nepomorpha)主要是生活在水生栖息地的食性昆虫。他们使用穿刺吸吮的口器注射有毒的唾液,以促进猎物的捕获和口外消化,但是它们的毒液也可以用于防御。在中欧,代表不同科的类形虫物种在同一栖息地共存。然而,他们的喂养生态,包括毒液的组成和部署,没有详细调查。我们使用了基于蛋白质转录组学和生物活性的综合方法来测试四种共享相同栖息地但占据不同生态位的水虫物种之间的毒液组成和活性是否不同。我们发现消化酶和毒液成分的组成存在明显的物种依赖性差异,这些差异可能是对特定食物来源的适应而进化的。觅食策略和/或微生境。Corixapunctata的毒液与三个严格的掠夺性物种(Ilyocoriscimicoides,Notonectaglauca和Nepacinerea),大量的食草动物相关蛋白质证实了一种主要以植物为基础的饮食。我们的发现揭示了消化和防御酶库的独立适应,并伴随着水生虫子不同喂养策略的演变。
    True water bugs (Nepomorpha) are mostly predacious insects that live in aquatic habitats. They use their piercing-sucking mouthparts to inject venomous saliva that facilitates the capture and extra-oral digestion of prey animals, but their venom can also be deployed for defence. In Central Europe, nepomorph species representing different families coexist in the same habitat. However, their feeding ecology, including venom composition and deployment, has not been investigated in detail. We used an integrated proteotranscriptomic and bioactivity-based approach to test whether venom composition and activity differ between four water bug species sharing the same habitat but occupying different ecological niches. We found considerable species-dependent differences in the composition of digestive enzymes and venom components that probably evolved as adaptations to particular food sources, foraging strategies and/or microhabitats. The venom of Corixa punctata differed substantially from that of the three strictly predatory species (Ilyocoris cimicoides, Notonecta glauca and Nepa cinerea), and the abundance of herbivory-associated proteins confirms a mostly plant-based diet. Our findings reveal independent adaptations of the digestive and defensive enzyme repertoires accompanied by the evolution of distinct feeding strategies in aquatic bugs.
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  • 文章类型: Journal Article
    自从2007年将非洲猪瘟病毒(ASFV)的高致病性基因型II分离株引入格鲁吉亚以来,非洲猪瘟(ASF)已经出现了全动物性。据报道,欧洲爆发了疫情,亚洲和,最近,拉丁美洲。因此,ASFV已成为全球养猪业的主要威胁,因为没有广泛适用的疫苗。虽然大多数ASFV毒株在家猪和野猪中显示出高毒力,ASFV基因组内的变异导致了具有低或中等毒力的减毒菌株的出现。然而,毒力差异的分子基础尚未发现。为了揭示毒力相关蛋白的表达模式,我们分析了ASFV天然靶细胞的蛋白质组,原代猪巨噬细胞,在感染两种基因型IIASFV毒株后,使用定量质谱法显示高(亚美尼亚2008年)和中等(爱沙尼亚2014年)毒力。观察到病毒基因的表达模式非常相似,任何差异仅限于爱沙尼亚2014年基因组中的缺失。除了典型的ASFV蛋白,在两个分离物中都证实了来自最近描述的转录物的12种新型蛋白质产物。路径分析显示,两种分离株都诱发了相似的宿主蛋白质组反应,尽管它们的毒力不同。然而,观察到在MAPK14/p38信号级联介导的促炎反应中涉及的蛋白质的操作存在细微差异。
    Since the introduction of a highly pathogenic genotype II isolate of the African swine fever virus (ASFV) into Georgia in 2007, African swine fever (ASF) has gone panzootic. Outbreaks have been reported in Europe, Asia and, more recently, Latin America. Thus, ASFV has become a major threat to the pig industry worldwide, as broadly applicable vaccines are not available. While the majority of ASFV strains show high virulence in domestic pigs and wild boar, variations within the ASFV genome have resulted in the emergence of attenuated strains with low or moderate virulence. However, the molecular basis of the differences in virulence has not yet been discovered. To reveal virulence-associated protein expression patterns, we analysed the proteomes of the natural target cells of ASFV, primary porcine macrophages, after infection with two genotype II ASFV strains displaying high (Armenia 2008) and moderate (Estonia 2014) virulence using quantitative mass spectrometry. Very similar expression patterns were observed for the viral genes, and any differences were limited to the deletions within the Estonia 2014 genome. In addition to the canonical ASFV proteins, twelve novel protein products from recently described transcripts were confirmed in both isolates. Pathway analyses showed that both isolates evoked a similar host proteome response, despite their difference in virulence. However, subtle differences in the manipulation of the proteins involved in the proinflammatory response mediated by the MAPK14/p38 signalling cascade were observed.
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  • 文章类型: Journal Article
    在组学研究中的应用,如比较转录组学和蛋白质组学,需要了解特定物种的基因序列,并从编码基因的全面高质量注释中受益,以实现高覆盖率。虽然在简单的情况下可以通过扫描基因组以寻找开放阅读框来检测蛋白质编码基因,在更复杂的基因组中,外显子序列被内含子分开。尽管测序技术取得了进步,允许基因组数量不断增加,所提供的许多基因组装配体的质量未达到参考质量。这些具有缺口的非连续组装和预测剪接位点的必要性限制了仅来自基因组数据的准确基因注释。相比之下,转录组只包含转录的基因区域,缺乏内含子,因此为识别开放阅读框提供了最佳基础。蛋白质组学数据的额外整合以验证预测的蛋白质编码基因进一步丰富了准确的基因模型。这篇综述概述了蛋白质转录组学方法的原理,讨论常见的挑战,并提出改进方法。
    Applications in omics research, such as comparative transcriptomics and proteomics, require the knowledge of the species-specific gene sequence and benefit from a comprehensive high-quality annotation of the coding genes to achieve high coverage. While protein-coding genes can in simple cases be detected by scanning the genome for open reading frames, in more complex genomes exonic sequences are separated by introns. Despite advances in sequencing technologies that allow for ever-growing numbers of genomes, the quality of many of the provided genome assemblies do not reach reference quality. These non-contiguous assemblies with gaps and the necessity to predict splice sites limit accurate gene annotation from solely genomic data. In contrast, the transcriptome only contains transcribed gene regions, is devoid of introns and thus provides the optimal basis for the identification of open reading frames. The additional integration of proteomics data to validate predicted protein-coding genes further enriches for accurate gene models. This review outlines the principles of the proteotranscriptomics approach, discusses common challenges and suggests methods for improvement.
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  • 文章类型: Journal Article
    动物毒液是新型生物分子的丰富来源,具有在医学和农业中的潜在应用。蚂蚁是有毒动物中物种最丰富的谱系之一。然而,到目前为止,只研究了它们生物多样性的一小部分。这里,我们研究了两种Myrmicine(Myrmicinae亚科)蚂蚁的毒液成分:Myrmicarubra和Myrmicaruginodis。我们应用了基于蛋白质转录组学的venomics工作流程,发现这两个物种的毒液都由几种蛋白质组成,包括蛇毒丝氨酸蛋白酶,富含半胱氨酸的分泌蛋白,抗原5和发病相关1(CAP)超家族蛋白,Kunitz型丝氨酸蛋白酶抑制剂和毒液酸性磷酸酶。这些蛋白质中的几种是已知的毒液过敏原,我们首次检测到M.ruginodis毒液中的磷脂酶A1。我们还在两个物种的毒腺转录组中鉴定了两种新的表皮生长因子(EGF)家族毒素。这些类似于已知的来自相关Myrmicine蚂蚁的毒素,ManicaRubida,和澳大利亚红斗牛犬蚂蚁Myrmecine(Myrmeciinae亚科),并可能在防御场景中作为武器部署或制服猎物。我们的工作表明,M.rubra和M.ruginodis毒液含有许多导致细胞损伤的酶和其他高分子量蛋白质。然而,EGF样毒素的存在表明Myrmicine蚂蚁也招募了较小的肽成分进入其毒液库。尽管对EGF样毒素的生物活性和功能知之甚少,它们在Myrmicine和Myrmecine蚂蚁中的存在表明它们在Formicoidea超家族的毒液系统中起着关键作用。我们的工作增加了蚂蚁毒液作为新型生物活性分子来源的新兴图景,并强调了在未来的毒液生物勘探计划中纳入此类分类单元的必要性。
    Animal venoms are a rich source of novel biomolecules with potential applications in medicine and agriculture. Ants are one of the most species-rich lineages of venomous animals. However, only a fraction of their biodiversity has been studied so far. Here, we investigated the venom components of two myrmicine (subfamily Myrmicinae) ants: Myrmica rubra and Myrmica ruginodis. We applied a venomics workflow based on proteotranscriptomics and found that the venoms of both species are composed of several protein classes, including venom serine proteases, cysteine-rich secretory protein, antigen 5 and pathogenesis-related 1 (CAP) superfamily proteins, Kunitz-type serine protease inhibitors and venom acid phosphatases. Several of these protein classes are known venom allergens, and for the first time we detected phospholipase A1 in the venom of M. ruginodis. We also identified two novel epidermal growth factor (EGF) family toxins in the M. ruginodis venom proteome and an array of additional EGF-like toxins in the venom gland transcriptomes of both species. These are similar to known toxins from the related myrmicine ant, Manica rubida, and the myrmecine (subfamily Myrmeciinae) Australian red bulldog ant Myrmecia gullosa, and are possibly deployed as weapons in defensive scenarios or to subdue prey. Our work suggests that M.rubra and M. ruginodis venoms contain many enzymes and other high-molecular-weight proteins that cause cell damage. Nevertheless, the presence of EGF-like toxins suggests that myrmicine ants have also recruited smaller peptide components into their venom arsenal. Although little is known about the bioactivity and function of EGF-like toxins, their presence in myrmicine and myrmecine ants suggests they play a key role in the venom systems of the superfamily Formicoidea. Our work adds to the emerging picture of ant venoms as a source of novel bioactive molecules and highlights the need to incorporate such taxa in future venom bioprospecting programs.
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  • 文章类型: Journal Article
    BACKGROUND: The process of identifying all coding regions in a genome is crucial for any study at the level of molecular biology, ranging from single-gene cloning to genome-wide measurements using RNA-seq or mass spectrometry. While satisfactory annotation has been made feasible for well-studied model organisms through great efforts of big consortia, for most systems this kind of data is either absent or not adequately precise.
    RESULTS: Combining in-depth transcriptome sequencing and high resolution mass spectrometry, we here use proteotranscriptomics to improve gene annotation of protein-coding genes in the Bombyx mori cell line BmN4 which is an increasingly used tool for the analysis of piRNA biogenesis and function. Using this approach we provide the exact coding sequence and evidence for more than 6200 genes on the protein level. Furthermore using spatial proteomics, we establish the subcellular localization of thousands of these proteins. We show that our approach outperforms current Bombyx mori annotation attempts in terms of accuracy and coverage.
    CONCLUSIONS: We show that proteotranscriptomics is an efficient, cost-effective and accurate approach to improve previous annotations or generate new gene models. As this technique is based on de-novo transcriptome assembly, it provides the possibility to study any species also in the absence of genome sequence information for which proteogenomics would be impossible.
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  • 文章类型: Journal Article
    蜘蛛用毒液制服猎物,但是对不同蜘蛛家族毒液的多样性知之甚少。鉴于圆球织布蜘蛛(Araneidae)的可用数据有限,我们选择了黄蜂蜘蛛Argiopebruennichi进行详细分析。我们的策略将基于多个组件的转录组学流程与涉及并行质谱技术和电泳图谱的双重蛋白质组学工作流程相结合。我们发现,与其他蜘蛛毒液相比,A.bruennichi的非常简单的毒液具有非典型的成分,富含半胱氨酸的分泌蛋白的突出特征,抗原5和发病相关蛋白1(CAP)超家族和其他,主要是高分子量蛋白质.我们还检测到类似于神经肽的潜在新型毒素的子集。我们在黄蜂蜘蛛独特的狩猎行为的背景下讨论了这些蛋白质的潜在功能,主要依靠丝绸来捕捉猎物。我们认为,毒液的简单性可以解决两个相互竞争但代谢昂贵的武器系统之间的经济困境。这项研究强调了尖端方法的重要性,以涵盖尚未详细表征的较小有毒物种的谱系,让我们了解他们的毒液系统的生物学,并挖掘这一丰富的资源进行转化研究。
    Spiders use venom to subdue their prey, but little is known about the diversity of venoms in different spider families. Given the limited data available for orb-weaver spiders (Araneidae), we selected the wasp spider Argiope bruennichi for detailed analysis. Our strategy combined a transcriptomics pipeline based on multiple assemblies with a dual proteomics workflow involving parallel mass spectrometry techniques and electrophoretic profiling. We found that the remarkably simple venom of A. bruennichi has an atypical composition compared to other spider venoms, prominently featuring members of the cysteine-rich secretory protein, antigen 5 and pathogenesis-related protein 1 (CAP) superfamily and other, mostly high-molecular-weight proteins. We also detected a subset of potentially novel toxins similar to neuropeptides. We discuss the potential function of these proteins in the context of the unique hunting behavior of wasp spiders, which rely mostly on silk to trap their prey. We propose that the simplicity of the venom evolved to solve an economic dilemma between two competing yet metabolically expensive weapon systems. This study emphasizes the importance of cutting-edge methods to encompass the lineages of smaller venomous species that have yet to be characterized in detail, allowing us to understand the biology of their venom systems and to mine this prolific resource for translational research.
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  • 文章类型: Journal Article
    Numerous clinical trials of drug candidates for Alzheimer\'s disease (AD) have failed, and computational drug repositioning approaches using omics data have been proposed as effective alternative approaches to the discovery of drug candidates. However, little multi-omics data is available for AD, due to limited availability of brain tissues. Even if omics data exist, systematic drug repurposing study for AD has suffered from lack of big data, insufficient clinical information, and difficulty in data integration on account of sample heterogeneity derived from poor diagnosis or shortage of qualified post-mortem tissue. In this study, we developed a proteotranscriptomic-based computational drug repositioning method named Drug Repositioning Perturbation Score/Class (DRPS/C) based on inverse associations between disease- and drug-induced gene and protein perturbation patterns, incorporating pharmacogenomic knowledge. We constructed a Drug-induced Gene Perturbation Signature Database (DGPSD) comprised of 61,019 gene signatures perturbed by 1,520 drugs from the Connectivity Map (CMap) and the L1000 CMap. Drugs were classified into three DRPCs (High, Intermediate, and Low) according to DRPSs that were calculated using drug- and disease-induced gene perturbation signatures from DGPSD and The Cancer Genome Atlas (TCGA), respectively. The DRPS/C method was evaluated using the area under the ROC curve, with a prescribed drug list from TCGA as the gold standard. Glioblastoma had the highest AUC. To predict anti-AD drugs, DRPS were calculated using DGPSD and AD-induced gene/protein perturbation signatures generated from RNA-seq, microarray and proteomic datasets in the Synapse database, and the drugs were classified into DRPCs. We predicted 31 potential anti-AD drug candidates commonly belonged to high DRPCs of transcriptomic and proteomic signatures. Of these, four drugs classified into the nervous system group of Anatomical Therapeutic Chemical (ATC) system are voltage-gated sodium channel blockers (bupivacaine, topiramate) and monamine oxidase inhibitors (selegiline, iproniazid), and their mechanism of action was inferred from a potential anti-AD drug perspective. Our approach suggests a shortcut to discover new efficacy of drugs for AD.
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