预测和鉴定蛋白质翻译后修饰的生物信息方法

蛋白质翻译后修饰对蛋白质成熟、结构和功能多样性有决定性的作用。但蛋白质翻译后修饰的多样性、普遍性、动态性,使传统的生物化学方法在全局水平上理解翻译后修饰非常有限,对它们的研究、特别是大规模的研究长期发展缓慢。现在,在实验研究基础上,借助多方面的生物信息学方法,可以快速高通量的预测和鉴定蛋白质翻译后修饰。一方面,可以从序列角度出发,基于酶识别底物的特异性,用位点权重矩阵、支持向量机等算法,从底物蛋白质序列提取修饰相关的保守序列,并用于预测翻译后修饰位点。这种方法相对成熟,能够取得较理想的预测准确性,但不能反映不同时间不同细胞的翻译后修饰状态。另一方面,可从质谱数据分析出发,有望捕获细胞内翻译后修饰的动态特性。质谱分析的高灵敏度、高准确度和高通量的能力已使建立在质谱基础上的蛋白质组学成为研究翻译后修饰的重要工具,生物信息学方法和质谱蛋白质组学的结合则更可以加速研究翻译后修饰的进程。本文从序列和质谱分析两个角度总结评价了各种翻译后修饰相关生物信息学方法的研究近况,重点讨论利用质谱数据鉴定翻译后修饰的新思路。     

N-糖肽的规模化质谱解析方法进展

蛋白质糖基化修饰的鉴定是蛋白质翻译后修饰分析中最具挑战性的任务之一,近几年尤其受到关注.快速发展的质谱技术为规模化的蛋白质糖基化修饰研究提供了有效的手段.与其他基于质谱技术的翻译后修饰鉴定相比,糖基化鉴定的难点在于糖链是大分子而且存在微观不均一性,另外糖链本身可以在串联质谱中碎裂且与肽段的碎裂规律不同,导致蛋白质组学的质谱解析方法和软件难以完整地鉴定肽段序列和糖链结构.完整N-糖肽的鉴定是糖基化分析的热点内容之一,针对N-糖肽的鉴定,近年来,人们开发了多种多样的质谱解析方法,其中包括用N-糖酰胺酶切除糖链后鉴定N-糖基化位点的方法、基于电子转运裂解的糖肽肽段鉴定、基于高能碰撞裂解与电子转运裂解联用或碰撞诱导裂解与三级谱联用的完整N-糖肽鉴定等等.本文对这些质谱解析方法进行了整理和综述,简要指出了目前完整糖肽鉴定软件存在的一些不足,展望了未来的发展方向.     

翻译后修饰蛋白质组学研究的技术策略

 蛋白质组学早期研究的绝大部分工作是在关注细胞不同生长时期或是疾病、分裂素刺激下的蛋白质表达水平变化.然而,许多至关重要的生命进程不仅由蛋白质的相对丰度控制,更重要的是被那些时空特异分布的可逆翻译后修饰控制的,揭示翻译后修饰发生规律是理解蛋白质复杂多样的生物功能的一个重要前提.由于翻译后修饰蛋白质在样本中含量低且动态范围广,其相关研究极具挑战性,亲和富集、多维分离等技术与生物质谱的结合为翻译后修饰蛋白质组学的发展提供了契机,目前,已进行规模化研究的蛋白质翻译后修饰主要有四大类,其中磷酸化和糖基化研究较多.本文针对大规模翻译后的修饰蛋白质的分析策略和技术路线,如蛋白质的磷酸化修饰, 糖基化修饰, 泛素化修饰,基于蛋白质氧化还原状态进行的氧化还原修饰和其它修饰像乙酰化、甲基化、脂基化修饰等进行了综述.     

翻译后修饰蛋白质组学助力实现精准医疗

与基因组学相比,蛋白质组学能够即时反映病人在疾病状态与正常状态下的蛋白表达和修饰谱,从而进行精准诊断和治疗,因此在临床领域越来越具有应用前景。蛋白质组学早期聚焦于细胞不同发育时期或疾病状态下的蛋白质表达水平变化,然而,许多至关重要的生命进程不仅与蛋白质相对丰度有关,更重要的是被时空特异分布的、可逆的翻译后修饰调控。在蛋白质组学、抗体亲和色谱与质谱分析、生物信息学等跨学科知识基础上发展的PTMScan?技术,在定性、定量分析翻译后修饰蛋白质位点方面具有显著优势。介绍了PTMScan?翻译后修饰蛋白质组学技术,其能够快速、准确、高通量地分析肺癌、黑色素瘤等多种疾病中信号通路关键节点蛋白质磷酸化、乙酰化、甲基化、泛素化和类泛素化等修饰的变化,满足精准医疗与伴随诊断对于疾病生物标志物鉴定、药物靶点筛选、靶向用药指导、疾病预后指示的需求,真正实现精准医疗,将正确的药物在最恰当的时间治疗真正需要的患者。     

整体蛋白质电喷雾质谱原位解析

蛋白质组学系统研究了生物体蛋白质组,尤其是一定生理、病理条件下差异表达的蛋白;对蛋白质序列、翻译后修饰及其位置的定性鉴定可以帮助我们系统地了解蛋白质的结构和功能。随着软电离技术(如电喷雾电离技术)及高质量测量精度、高质量分辨质谱仪(如轨道阱质谱仪)的发展与相对普及,完整蛋白质的质谱表征(即所谓的自上而下蛋白质组学)已成为可能且渐渐流行起来;相应的数据库搜索引擎和蛋白质鉴定生物信息学工具也有了一定的进展。本文对作者研发的蛋白质电喷雾质谱原位解析算法"同位素质荷比及轮廓指纹比对"及整体蛋白质数据库搜索引擎"Protein Goggle2.0"(http://proteingoggle.tongji.edu.cn/)做一个概述。     

中国在翻译后修饰的生物信息学研究领域的进展与前瞻

翻译后修饰在调控蛋白质构象变化、活性以及功能方面具有重要作用,并参与了几乎所有细胞通路和过程。蛋白质翻译后修饰的鉴定是阐明细胞内分子机理的基础。相对于劳动密集的、耗费时间的实验工作,利用各种生物信息学方法开展翻译后修饰预测,能够提供准确、简便和快速的研究方案,并产生有价值的信息为进一步实验研究提供参考。文章主要综述了中国生物信息学者在翻译后修饰生物信息学领域所取得的研究进展,包括修饰底物与位点预测的计算方法学设计与完善、在线或本地化工具的设计与维护、修饰相关数据库及数据资源的构建及基于修饰蛋白质组学数据的生物信息学分析。通过比较国内外的同类研究,发现优势和不足,并对未来的研究作出前瞻。     

基于电子捕获裂解/电子转运裂解串联质谱技术的蛋白质组学研究

蛋白质组学的兴起带动了质谱技术的快速发展,而质谱技术的进步则拓宽了蛋白质组学研究问题的广度.最近10年内,肽段或完整蛋白质在质谱仪中的裂解技术——电子捕获裂解(electron capture dissociation,ECD)与电子转运裂解(electron transfer dissociation,ETD)逐渐发展起来.ECD和ETD在蛋白质组学中的应用,特别是在蛋白质的翻译后修饰鉴定和自顶而下(Top-down)的完整蛋白质裂解研究中已经展示出了诱人的前景.对ECD和ETD的基本原理、质谱特点、仪器实现、数据解析算法与软件开发,以及在蛋白质组学中的应用进展等方面进行了比较系统全面的阐述,并对当前的研究问题、面临的技术挑战与未来的发展趋势等方面作了深入剖析.     

生物质谱技术在蛋白质组学研究中的应用

随着技术的进步,蛋白质组学的研究重心由最初旨在鉴定细胞或组织内基因组所表达的全部蛋白质转移到从整个蛋白质组水平上阐述包括蛋白翻译后修饰、生物大分子相互作用等反映蛋白质功能的层次。多种质谱离子化技术的突破使质谱技术成为蛋白质组学研究必不可少的手段。质谱技术联合蛋白质组学多角度、深层次探索生命系统分子本质成为现阶段生命科学研究领域的主旋律之一。本文简要综述了肽和蛋白质等生物大分子质谱分析的原理、方式和应用,并对其发展前景做出展望。     

现代质谱技术在蛋白质组学中的应用及其最新进展

简述了蛋白质组学的概念、内容和意义,重点综述了现代质谱技术在蛋白质组学中的应用,主要包括蛋白质和肽段的鉴定和定量、蛋白质翻译后修饰的鉴定和蛋白质间相互作用的检测等。随着新的高质量精确度、分辨率、灵敏度和通量质谱仪的出现,现代质谱技术在蛋白质组学中的应用将越来越广泛,并给蛋白质组学研究带来新的机遇。     

质谱技术及其在后基因组时代中的应用

蛋白质组学的建立开辟了功能基因组学研究的新领域,为研究蛋白质水平的生命活动展现了更为崭新的思路和广阔的前景.质谱技术能准确测量肽和蛋白质的相对分子质量、氨基酸序列及翻译后修饰,成为连接蛋白质与基因的重要技术.质谱技术联合蛋白质组学多角度、深层次探索生命系统分子本质成为现阶段生命科学研究领域.简要综述了肽和蛋白质等生物大分子质谱分析的原理、方式和应用,并对其发展前景做出展望.     

Advances in top-down proteomics for disease biomarker discovery

Top-down mass spectrometry strategies allow identification and characterization of proteins and protein networks by direct fragmentation. These analytical processes involve a panel of fragmentation mechanisms, some of which preserve protein post-translational modifications. Thus top-down is of special interest in clinical biochemistry to probe modified proteins as potential disease biomarkers. This review describes separating methods, mass spectrometry instrumentation, bioinformatics, and theoretical aspects of fragmentation mechanisms used for top-down analysis. The biological interest of this strategy is extensively reported regarding the characterization of post-translational modifications in biochemical pathways and the discovery of biomarkers. One has to bear in mind that quantitative aspects that are beyond the focus of this review are also of critical important for biomarker discovery. The constant evolution of technologies makes top-down strategies crucial players in clinical and basic proteomics.     

Profiling proteoforms: promising follow-up of proteomics for biomarker discovery

Today, proteomics usually compares clinical samples by use of bottom-up profiling with high resolution mass spectrometry, where all protein products of a single gene are considered as an integral whole. At the same time, proteomics of proteoforms, which considers the variety of protein species, offers the potential to discover valuable biomarkers. Proteoforms are protein species that arise as a consequence of genetic polymorphisms, alternative splicing, post-translational modifications and other less-explored molecular events. The comprehensive observation of proteoforms has been an exclusive privilege of top-down proteomics. Here, we review the possibilities of a bottom-up approach to address the microheterogeneity of the human proteome. Special focus is given to shotgun proteomics and structure-based bioinformatics as a source of hypothetical proteoforms, which can potentially be verified by targeted mass spectrometry to determine the relevance of proteoforms to diseases.     

Quantitation of target proteins and post-translational modifications in affinity-based proteomics approaches

As proteomics attempts to enter clinical and diagnostic application, key issues surrounding the viability of various proteomics approaches must be evaluated. A major issue at the forefront of discussion is the ability to quantitate protein targets, including the discrimination of endogenous variants that are the result of genetic and post-translational modifications. Mass spectrometry is the logical solution to this problem because of its ability to capitalize on the intrinsic property of molecular mass. However, the ability to successfully compete with classical immunoassays, the dominant technologies in the clinical and diagnostic world for quantitative protein assessment, is not a trivial task. This review offers a comprehensive discussion regarding some of the major developments in quantitative approaches towards both top-down and bottom-up proteomics. Described in more detail is the mass spectrometric immunoassay, including examples of how immunoaffinity capture is enhanced with mass spectrometry detection, and the use of this approach in protein quantification may be viewed as an improvement of the currently accepted clinical and diagnostic methodologies.     

LC-MS for protein characterization: current capabilities and future trends

With advances in ionization methods and instrumentation, liquid chromatography (LC)/mass spectrometry (MS) has become a powerful technology for protein characterization. This review article will describe the general approaches on LC-MS analysis in protein characterization, including bottom-up and top-down strategies. Discussions will be given on characterization of recombinant proteins, and post-translational and protein modifications such as disulfide bonds, glycosylation and phosphorylation using LC-MS. New research directions in this area will also be presented to illustrate future prospects of LC-MS in protein characterization, including application to proteomics.     

LC-MS for protein characterization: current capabilities and future trends

With advances in ionization methods and instrumentation, liquid chromatography (LC)/mass spectrometry (MS) has become a powerful technology for protein characterization. This review article will describe the general approaches on LC-MS analysis in protein characterization, including bottom-up and top-down strategies. Discussions will be given on characterization of recombinant proteins, and post-translational and protein modifications such as disulfide bonds, glycosylation and phosphorylation using LC-MS. New research directions in this area will also be presented to illustrate future prospects of LC-MS in protein characterization, including application to proteomics.     

Modification-specific proteomics: characterization of post-translational modifications by mass spectrometry

Post-translational modifications generate tremendous diversity, complexity and heterogeneity of gene products, and their determination is one of the main challenges in proteomics research. Recent developments in mass spectrometry based approaches for systematic, qualitative and quantitative determination of modified proteins promise to bring new insights on the dynamics and spatio-temporal control of protein activities by post-translational modifications, and reveal their roles in biological processes and pathogenic conditions. Combinations of affinity-based enrichment and extraction methods, multidimensional separation technologies and mass spectrometry are particularly attractive for systematic investigation of post-translationally modified proteins in proteomics.     

Proteomics of the chloroplast: experimentation and prediction

New technologies, in combination with increasing amounts of plant genome sequence data, have opened up incredible experimental possibilities to identify the total set of chloroplast proteins (the chloroplast proteome) as well as their expression levels and post-translational modifications in a global manner. This is summarized under the term 'proteomics' and typically involves two-dimensional electrophoresis or chromatography, mass spectrometry and bioinformatics. Complemented with nucleotide-based global techniques, proteomics is expected to provide many new insights into chloroplast biogenesis, adaptation and function.