de novo sequencing

从头测序
  • 文章类型: Journal Article
    背景:性发育差异(DSD)是先天条件,性腺,或表型性别不典型。在超过50%的人类DSD病例中,分子诊断是不可用的。在密集养殖的猪种群中,XXDSD猪的发病率相对较高,给养猪人带来经济损失。有趣的是,在大多数38只XXDSD猪中,尽管没有睾丸决定基因(SRY),性腺仍发育成睾丸样结构或卵细胞。然而,目前对XXDSD猪的分子背景的了解仍然有限.
    方法:采用尸检和HE染色对XXDSD猪的解剖和组织学特征进行分析。我们采用全基因组测序(WGS)和10×基因组学技术,并使用从头组装方法研究正常雌性和XXDSD猪。最后,在32只XXDSD猪中验证了鉴定的变体,并进一步检查了XXDSD猪性腺中候选变体的表达水平。
    结果:XXDSD猪的特征是性交生殖器官和性腺的精细管中没有生殖细胞。我们从XXDSD猪的非同义突变中鉴定了4,950个单核苷酸多态性(SNP)。队列验证结果突出了两个特定的SNP,“干扰素诱导的跨膜蛋白1基因(IFITM1)”中的“c.218T>C”和“新生儿卵巢同源盒基因(NOBOX)”中的“c.1043C>G”,仅在XXDSD猪中发现。此外,我们从1,474SV中验证了14个候选结构变体(SV),在62.5%的XXDSD猪中鉴定了含WW结构域的氧化还原酶基因(WWOX)内含子5中的70bp缺失片段。这三个候选基因在XXDSD猪性腺中的表达水平与正常母猪有显著差异。
    结论:IFITM1的核苷酸变化(c.218T>C),NOBOX(c.1043C>G),WWOX的70bp缺失片段是XXDSD猪中最主要的变异。本研究为更好地了解XXDSD猪的分子背景提供了理论依据。DSD是影响性腺或生殖器发育的条件。这些疾病可以发生在许多不同类型的动物中,包括猪,山羊,狗,和人。在人们中,DSD发生在大约0.02-0.13%的新生儿中,在猪身上,率在0.08%至0.75%之间。猪有一种常见的DSD类型,动物有雌性染色体(38,XX),但没有SRY基因,通常在男性的Y染色体上发现。XXDSD猪的外表看起来既像雄性,也像雌性,里面有睾丸样或卵睾丸(卵巢和睾丸的混合物)性腺。XXDSD猪经常导致不能有仔猪,增长较慢,较低的生存机会,和较差的肉质。这里,我们使用全基因组从头测序的方法来寻找XXDSD猪DNA中的变异体.然后我们在更大的一组猪中检查了这些差异。我们的结果揭示了IFITM1的核苷酸变化(c.218T>C),NOBOX(c.1043C>G),和WWOX内含子5中的70bp缺失片段,都与XXDSD猪有关。与正常母猪相比,这三个基因在XXDSD猪的性腺中的表达水平也不同。这些变体有望作为XXDSD猪的有价值的分子标记。因为猪的基因很像人类,生理学,和身体结构,这项研究可以帮助我们更多地了解人类DSD的原因。
    BACKGROUND: Differences of sex development (DSD) are congenital conditions in which chromosomal, gonadal, or phenotypic sex is atypical. In more than 50% of human DSD cases, a molecular diagnosis is not available. In intensively farmed pig populations, the incidence of XX DSD pigs is relatively high, leading to economic losses for pig breeders. Interestingly, in the majority of 38, XX DSD pigs, gonads still develop into testis-like structures or ovotestes despite the absence of the testis-determining gene (SRY). However, the current understanding of the molecular background of XX DSD pigs remains limited.
    METHODS: Anatomical and histological characteristics of XX DSD pigs were analysed using necropsy and HE staining. We employed whole-genome sequencing (WGS) with 10× Genomics technology and used de novo assembly methodology to study normal female and XX DSD pigs. Finally, the identified variants were validated in 32 XX DSD pigs, and the expression levels of the candidate variants in the gonads of XX DSD pigs were further examined.
    RESULTS: XX DSD pigs are characterised by the intersex reproductive organs and the absence of germ cells in the seminiferous tubules of the gonads. We identified 4,950 single-nucleotide polymorphisms (SNPs) from non-synonymous mutations in XX DSD pigs. Cohort validation results highlighted two specific SNPs, \"c.218T > C\" in the \"Interferon-induced transmembrane protein 1 gene (IFITM1)\" and \"c.1043C > G\" in the \"Newborn ovary homeobox gene (NOBOX)\", which were found exclusively in XX DSD pigs. Moreover, we verified 14 candidate structural variants (SVs) from 1,474 SVs, identifying a 70 bp deletion fragment in intron 5 of the WW domain-containing oxidoreductase gene (WWOX) in 62.5% of XX DSD pigs. The expression levels of these three candidate genes in the gonads of XX DSD pigs were significantly different from those of normal female pigs.
    CONCLUSIONS: The nucleotide changes of IFITM1 (c.218T > C), NOBOX (c.1043 C > G), and a 70 bp deletion fragment of the WWOX were the most dominant variants among XX DSD pigs. This study provides a theoretical basis for better understanding the molecular background of XX DSD pigs. DSD are conditions affecting development of the gonads or genitalia. These disorders can happen in many different types of animals, including pigs, goats, dogs, and people. In people, DSD happens in about 0.02-0.13% of births, and in pigs, the rate is between 0.08% and 0.75%. Pigs have a common type of DSD where the animal has female chromosomes (38, XX) but no SRY gene, which is usually found on the Y chromosome in males. XX DSD pigs may look like both males and females on the outside and have testis-like or ovotestis (a mix of ovary and testis) gonads inside. XX DSD pigs often lead to not being able to have piglets, slower growth, lower chance of survival, and poorer meat quality. Here, we used a method called whole-genome de novo sequencing to look for variants in the DNA of XX DSD pigs. We then checked these differences in a larger group of pigs. Our results reveal the nucleotide changes in IFITM1 (c.218T > C), NOBOX (c.1043 C > G), and a 70 bp deletion fragment in intron 5 of the WWOX, all linked to XX DSD pigs. The expression levels of these three genes were also different in the gonads of XX DSD pigs compared to normal female pigs. These variants are expected to serve as valuable molecular markers for XX DSD pigs. Because pigs are a lot like humans in their genes, physiology, and body structure, this research could help us learn more about what causes DSD in people.
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  • 文章类型: Journal Article
    本章的目的是简要介绍通过质谱(MS)进行的肽分析和片段质谱的解释。通过示例和指南,我们将演示如何理解和验证搜索结果,以及如何基于通过串联质谱(也称为MSMS)获得的通常非常复杂的片段模式进行从头测序.重点将放在解释胰蛋白酶和非胰蛋白酶肽的MSMS光谱的简单规则上。
    The aim of this chapter is to give a short introduction to peptide analysis by mass spectrometry (MS) and interpretation of fragment mass spectra. Through examples and guidelines, we will demonstrate how to understand and validate search results and how to perform de novo sequencing based on the often very complex fragmentation pattern obtained by tandem mass spectrometry (also referred to as MSMS). The focus will be on simple rules for interpretation of MSMS spectra of tryptic as well as non-tryptic peptides.
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  • 文章类型: Journal Article
    通过使用自下而上的蛋白质组学技术,可以直接从多肽产物以99%的准确度确定抗体序列。肽水平的测序准确性受到同量异位残基亮氨酸和异亮氨酸的限制。由于中间位置缺少碎片离子,其中两个或多个残基的顺序仍然不完整的碎片谱,和氨基酸的同量异位组合,可能不同的长度,例如,GG=N和GA=Q。这里,我们对Stitch(v1.5)进行了一些更新,其执行从头肽的基于模板的组装以重建抗体序列。此版本引入了基于质量的对齐算法,该算法明确说明了质量重合误差。此外,它结合了后处理程序,以根据次级碎片(卫星离子,即,w-ions)。此外,现在可以通过添加集成光谱查看器来直接评估序列分配的证据。最后,允许从更广泛的从头肽测序算法选择输入数据,现在包括卡萨诺沃,PEAKS,诺弗.云,pNovo,和MaxNovo,除了平面文本和FASTA。合并,这些变化使Stitch与更大范围的数据处理管道兼容,并提高了其对肽级测序错误的耐受性.
    Antibody sequences can be determined at 99% accuracy directly from the polypeptide product by using bottom-up proteomics techniques. Sequencing accuracy at the peptide level is limited by the isobaric residues leucine and isoleucine, incomplete fragmentation spectra in which the order of two or more residues remains ambiguous due to lacking fragment ions for the intermediate positions, and isobaric combinations of amino acids, of potentially different lengths, for example, GG = N and GA = Q. Here, we present several updates to Stitch (v1.5), which performs template-based assembly of de novo peptides to reconstruct antibody sequences. This version introduces a mass-based alignment algorithm that explicitly accounts for mass coincidence errors. In addition, it incorporates a postprocessing procedure to assign I/L residues based on secondary fragments (satellite ions, i.e., w-ions). Moreover, evidence for sequence assignments can now be directly evaluated with the addition of an integrated spectrum viewer. Lastly, input data from a wider selection of de novo peptide sequencing algorithms are allowed, now including Casanovo, PEAKS, Novor.Cloud, pNovo, and MaxNovo, in addition to flat text and FASTA. Combined, these changes make Stitch compatible with a larger range of data processing pipelines and improve its tolerance to peptide-level sequencing errors.
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  • 文章类型: Journal Article
    循环抗体的多克隆库可能拥有有关个体体液免疫状态的有价值的信息。虽然自下而上的蛋白质组学非常适合血清蛋白质组学,大量的抗体和血清的动态范围挑战了这一分析。为了更全面地获得血清蛋白质组,我们将高场非对称波形离子迁移谱(FAIMS)或二维色谱纳入基于标准胰蛋白酶的自下而上蛋白质组学.因此,FAIMS的可变区(VR)相关光谱的数量增加了1.7倍,色谱分级增加了10倍。要使抗体VRs与光谱匹配,我们结合了从头搜索和BLAST对齐。这种方法的验证表明,随着肽长度的增加,从头精度下降,BLAST性能提高。通过对抗体库序列的计算机模拟计算,我们确定了胰蛋白酶VR肽的独特性及其作为抗体替代的适用性。这些肽中大约有三分之一是独特的,约三分之一的抗体含有至少一种独特的肽。
    The polyclonal repertoire of circulating antibodies potentially holds valuable information about an individual\'s humoral immune state. While bottom-up proteomics is well suited for serum proteomics, the vast number of antibodies and dynamic range of serum challenge this analysis. To acquire the serum proteome more comprehensively, we incorporated high-field asymmetric waveform ion-mobility spectrometry (FAIMS) or two-dimensional chromatography into standard trypsin-based bottom-up proteomics. Thereby, the number of variable region (VR)-related spectra increased 1.7-fold with FAIMS and 10-fold with chromatography fractionation. To match antibody VRs to spectra, we combined de novo searching and BLAST alignment. Validation of this approach showed that, as peptide length increased, the de novo accuracy decreased and BLAST performance increased. Through in silico calculations on antibody repository sequences, we determined the uniqueness of tryptic VR peptides and their suitability as antibody surrogate. Approximately one-third of these peptides were unique, and about one-third of all antibodies contained at least one unique peptide.
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  • 文章类型: Journal Article
    抗体是我们免疫系统最强大的分子武器之一。它们对靶标(抗原)的高特异性和触发不同免疫反应的能力(例如,补体系统激活和抗体依赖性细胞介导的细胞毒性)使它们成为对抗许多不同人类疾病的理想药物。目前,单克隆抗体和基于抗体支架的更复杂的分子都被用作生物制剂。自然,这种高度异质的分子需要专门的分析方法来准确表征。质谱(MS)可以定义抗体的多个特征的存在和相对丰度,包括关键质量属性。单个分子内的小变异和大变异的组合只能通过分析完整的抗体或它们的大(25至100kDa)亚基来确定。因此,在过去的十年中,自上而下(TD)和中下(MD)MS方法已经普及。在这个年轻的科学家特征中,我们讨论了抗体的TD和MDMS分析的演变,包括超越生物制药应用的新领域。我们将展示这个领域现在是如何从“质量控制”分析已知的,从临床样品中分离的复杂抗体库的高通量研究的单一抗体,其中最终目标是通过抗体分子的完整气相测序来表示,而无需任何先验知识。
    Antibodies are one of the most formidable molecular weapons available to our immune system. Their high specificity against a target (antigen) and capability of triggering different immune responses (e.g., complement system activation and antibody-dependent cell-mediated cytotoxicity) make them ideal drugs to fight many different human diseases. Currently, both monoclonal antibodies and more complex molecules based on the antibody scaffold are used as biologics. Naturally, such highly heterogeneous molecules require dedicated analytical methodologies for their accurate characterization. Mass spectrometry (MS) can define the presence and relative abundance of multiple features of antibodies, including critical quality attributes. The combination of small and large variations within a single molecule can only be determined by analyzing intact antibodies or their large (25 to 100 kDa) subunits. Hence, top-down (TD) and middle-down (MD) MS approaches have gained popularity over the last decade. In this Young Scientist Feature we discuss the evolution of TD and MD MS analysis of antibodies, including the new frontiers that go beyond biopharma applications. We will show how this field is now moving from the \"quality control\" analysis of a known, single antibody to the high-throughput investigation of complex antibody repertoires isolated from clinical samples, where the ultimate goal is represented by the complete gas-phase sequencing of antibody molecules without the need of any a priori knowledge.
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  • 文章类型: Journal Article
    在轻链管型肾病(LCCN)患者中,大量产生的单克隆免疫球蛋白游离轻链(FLC)在发病机理中起着至关重要的作用。因此,非常需要确定患者来源的FLC的精确序列。尽管已证明免疫球蛋白库测序(5'RACE-seq)足够灵敏,可以提供全长V(D)J区(可变,多样性和连接基因)使用骨髓样本进行FLC,仍然需要一种侵入性和独立于骨髓的方法。这里建立了基于患者来源的FLC的自下而上蛋白质组学的从头测序工作流程。PEAKS软件用于进一步组装成全长FLC序列的肽的从头测序。这种从头蛋白质测序方法可以获得FLC的全长氨基酸序列,并已被证明与5'RACE-seq一样可靠。从上述两种方法得到的两个LCCN序列是相同的,与相应的种系相比,它们具有更多的疏水性或非极性氨基酸,这可能与发病机制有关。
    In patients with light chain cast nephropathy (LCCN), abundantly produced monoclonal immunoglobulin free light chains (FLCs) play a vital role in pathogenesis. Determining the precise sequences of patient-derived FLCs is therefore highly desirable. Although immunoglobulin repertoire sequencing (5\' RACE-seq) has been proven to be sensitive enough to provide full-length V(D)J region (variable, diversity and joining genes) of FLCs using bone marrow samples, an invasive and bone marrow independent method is still in demand. Here a de novo sequencing workflow based on the bottom-up proteomics for patient-derived FLCs was established. PEAKS software was used for the de novo sequencing of peptides that were further assembled into full-length FLC sequences. This de novo protein sequencing method can obtain the full-length amino acid sequences of FLCs, and had been shown to be as reliable as 5\' RACE-seq. The two LCCN sequences derived from above the two methods were identical, and they possessed more hydrophobic or nonpolar amino acids compared with the corresponding germline, which may be associated with the pathogenesis.
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  • 文章类型: Journal Article
    布鲁氏菌病,一种重要的人畜共患疾病,不仅影响动物健康,而且还通过肠道微生物组深刻影响宿主的免疫反应。我们的研究重点是对这些布鲁氏菌菌株进行全基因组测序和比较基因组分析,以了解其毒力变化的机制,这可能会加深我们对宿主免疫失调的理解。
    使用布鲁氏菌菌株CMCC55210及其天然减毒变体CMCC55210a作为模型。生化鉴定试验和小鼠体内实验验证了该菌株的特性。要了解衰减的机制,然后我们对这两个菌株进行了从头测序。
    我们发现了两个菌株之间的显著基因组差异,在manB基因中具有关键的单核苷酸多态性(SNP)突变,可能会改变脂多糖(LPS)结构并影响宿主对病原体的免疫力。这种突变可能有助于减毒株改变对宿主巨噬细胞免疫反应的影响,深入了解与细胞内生存相关的免疫失调机制。此外,我们发现,在布鲁氏菌中操纵I型限制性修饰系统可以显着影响其DNA损伤反应的基因组稳定性,从而影响宿主的免疫系统。
    这项研究不仅有助于理解病原体之间的复杂关系,和免疫系统,但也为微生物和免疫失调驱动的炎症性疾病的创新治疗干预开辟了途径。
    UNASSIGNED: Brucellosis, a significant zoonotic disease, not only impacts animal health but also profoundly influences the host immune responses through gut microbiome. Our research focuses on whole genome sequencing and comparative genomic analysis of these Brucella strains to understand the mechanisms of their virulence changes that may deepen our comprehension of the host immune dysregulation.
    UNASSIGNED: The Brucella melitensis strain CMCC55210 and its naturally attenuated variant CMCC55210a were used as models. Biochemical identification tests and in vivo experiments in mice verified the characteristics of the strain. To understand the mechanism of attenuation, we then performed de novo sequencing of these two strains.
    UNASSIGNED: We discovered notable genomic differences between the two strains, with a key single nucleotide polymorphism (SNP) mutation in the manB gene potentially altering lipopolysaccharide (LPS) structure and influencing host immunity to the pathogen. This mutation might contribute to the attenuated strain\'s altered impact on the host\'s macrophage immune response, overing insights into the mechanisms of immune dysregulation linked to intracellular survival. Furthermore, we explore that manipulating the Type I restriction-modification system in Brucella can significantly impact its genome stability with the DNA damage response, consequently affecting the host\'s immune system.
    UNASSIGNED: This study not only contributes to understanding the complex relationship between pathogens, and the immune system but also opens avenues for innovative therapeutic interventions in inflammatory diseases driven by microbial and immune dysregulation.
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  • 文章类型: Journal Article
    枯丝核菌AG-3是一种植物病原真菌,属于多核枯丝核菌。根据其内部转录间隔区(ITS)聚类分析和宿主范围,它分为结核病,PT,和TM子组。AG-3TB主要导致烟草目标斑点,AG-3PT主要导致马铃薯黑皮,AG-3TM主要引起番茄叶枯病。在我们之前的研究中,我们发现,从云南(中国西南部)分离的所有36个烟草靶点菌株被分为AG-3TB亚组,虽然从辽宁(东北)分离的六个烟草靶点菌株中只有两个被归类为AG-3TB亚组,其余4株分为AG-3TM亚组,具有独特的分类地位,以前没有关于AG-3TM亚组全基因组信息的报道。在这项研究中,通过IIumina和PacBio测序平台对从辽宁和云南烟草靶点分离的R.solaniAG-3菌株3T-1(辽宁分离的AG-3TM)和MJ-102(云南分离的AG-3TB)的全基因组进行了测序。使用先前报道的AG-3PT菌株Rhs1AP进行比较基因组分析,揭示了它们在基因组和毒力因子上的差异。结果表明,3T-1基因组大小为42,103,597bp,编码基因为11,290个,GC含量为49.74%,MJ-102基因组大小为41,908,281bp,编码基因为10,592个,GC含量为48.91%。通过与先前报道的Rhs1AP(AG-3PT)菌株的比较基因组分析,发现基因组之间的GC含量相似,但是菌株3T-1和MJ-102含有更多的重复序列。同样,它们的毒力因子之间有相似之处,但也有一些差异。此外,共线性分析结果表明,3T-1和MJ-102与Rhs1AP具有较低的相似性和较长的进化距离,3T-1与MJ-102的亲缘关系较密切。本研究可为研究R.solaniAG-3的分子致病机制和毒力因子奠定基础,揭示其基因组组成也有助于制定更有效的疾病控制策略。
    Rhizoctonia solani AG-3 is a plant pathogenic fungus that belongs to the group of multinucleate Rhizoctonia. According to its internal transcribed spacer (ITS) cluster analysis and host range, it is divided into TB, PT, and TM subgroups. AG-3 TB mainly causes tobacco target spots, AG-3 PT mainly causes potato black scurf, and AG-3 TM mainly causes tomato leaf blight. In our previous study, we found that all 36 tobacco target spot strains isolated from Yunnan (Southwest China) were classified into AG-3 TB subgroup, while only two of the six tobacco target spot strains isolated from Liaoning (Northeast China) were classified into AG-3 TB subgroup, and the remaining four strains were classified into AG-3 TM subgroup, which had a unique taxonomic status, and there was no previous report on the whole genome information of AG-3 TM subgroup. In this study, the whole genomes of R. solani AG-3 strains 3T-1 (AG-3 TM isolated from Liaoning) and MJ-102 (AG-3 TB isolated from Yunnan) isolated from tobacco target spot in Liaoning and Yunnan were sequenced by IIumina and PacBio sequencing platforms. Comparative genomic analysis was performed with the previously reported AG-3 PT strain Rhs1AP, revealing their differences in genomes and virulence factors. The results indicated that the genome size of 3T-1 was 42,103,597 bp with 11,290 coding genes and 49.74% GC content, and the genome size of MJ-102 was 41,908,281 bp with 10,592 coding genes and 48.91% GC content. Through comparative genomic analysis with the previously reported strain Rhs1AP (AG-3 PT), it was found that the GC content between the genomes was similar, but the strains 3T-1 and MJ-102 contained more repetitive sequences. Similarly, there are similarities between their virulence factors, but there are also some differences. In addition, the results of collinearity analysis showed that 3T-1 and MJ-102 had lower similarity and longer evolutionary distance with Rhs1AP, but the genetic relationship between 3T-1 and MJ-102 was closer. This study can lay a foundation for studying the molecular pathogenesis and virulence factors of R. solani AG-3, and revealing its genomic composition will also help to develop more effective disease control strategies.
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  • 文章类型: Journal Article
    甲壳类动物是一种有用的,研究肽和神经调节的简化模型,因为它们含有许多与哺乳动物同源的神经肽,并且能够在单细胞和神经回路水平上进行电生理学研究。甲壳类动物包含定义明确的神经网络,包括口胃神经节,食管神经节,连合神经节,和几个富含神经肽的器官,如大脑,心包器官,和窦腺。由于现有的质谱(MS)方法不易适用于神经肽研究,非常需要优化的样品制备,数据采集,和数据分析方法。在这里,我们提出了基于MS的甲壳动物组织样本和循环液的神经肽分析的一般工作流程和详细方法。结合分析,定量也可以用同位素或同量异位标记进行。关于肽的定位模式和变化的信息可以通过质谱成像来研究。结合这些样品制备策略和MS分析技术允许多方面的方法来获得甲壳动物肽能信号通路的深入知识。
    Crustaceans serve as a useful, simplified model for studying peptides and neuromodulation, as they contain numerous neuropeptide homologs to mammals and enable electrophysiological studies at the single-cell and neural circuit levels. Crustaceans contain well-defined neural networks, including the stomatogastric ganglion, oesophageal ganglion, commissural ganglia, and several neuropeptide-rich organs such as the brain, pericardial organs, and sinus glands. As existing mass spectrometry (MS) methods are not readily amenable to neuropeptide studies, there is a great need for optimized sample preparation, data acquisition, and data analysis methods. Herein, we present a general workflow and detailed methods for MS-based neuropeptidomic analysis of crustacean tissue samples and circulating fluids. In conjunction with profiling, quantitation can also be performed with isotopic or isobaric labeling. Information regarding the localization patterns and changes of peptides can be studied via mass spectrometry imaging. Combining these sample preparation strategies and MS analytical techniques allows for a multi-faceted approach to obtaining deep knowledge of crustacean peptidergic signaling pathways.
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  • 文章类型: Journal Article
    最近,蝎毒中的短肽因其潜在的药物发现潜力而备受关注。尽管已经发现了这些短肽的各种生物学效应,由于缺乏结构信息,特别是在修改方面,他们的研究受到了阻碍。在这项研究中,使用高效液相色谱高分辨率质谱,然后进行从头测序,研究了蝎毒中的小肽。从马氏蝎毒中暂时鉴定出156个由2~12个氨基酸组成的序列。鉴定的肽表现出各种翻译后修饰,包括N端和C端修饰,其中在蝎毒中首次发现了N-苯甲酰基修饰。此外,短肽Bz-ARF-NH2同时表现出N端和C端修饰,这在天然肽中极为罕见。总之,这项研究提供了对多样性的全面了解,修改,蝎毒中短肽的潜在生物活性。
    More recently, short peptides in scorpion venom have received much attention because of their potential for drug discovery. Although various biological effects of these short peptides have been found, their studies have been hindered by the lack of structural information especially in modifications. In this study, small peptides from scorpion venom were investigated using high-performance liquid chromatography high-resolution mass spectrometry followed by de novo sequencing. A total of 156 sequences consisting of 2~12 amino acids were temporarily identified from Buthus martensii scorpion venom. The identified peptides exhibited various post-translational modifications including N-terminal and C-terminal modifications, in which the N-benzoyl modification was first found in scorpion venom. Moreover, a short peptide Bz-ARF-NH2 demonstrated both N-terminal and C-terminal modifications simultaneously, which is extremely rare in natural peptides. In conclusion, this study provides a comprehensive insight into the diversity, modifications, and potential bioactivities of short peptides in scorpion venom.
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