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A method for identifying discriminative isoform-specific peptides for clinical proteomics application

机译:鉴定用于临床蛋白质组学的区别同工型特异性肽的方法

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摘要

BackgroundClinical proteomics application aims at solving a specific clinical problem within the context of a clinical study. It has been growing rapidly in the field of biomarker discovery, especially in the area of cancer diagnostics. Until recently, protein isoform has not been viewed as a new class of early diagnostic biomarkers for clinical proteomics. A protein isoform is one of different forms of the same protein. Different forms of a protein may be produced from single-nucleotide polymorphisms (SNPs), alternative splicing, or post-translational modifications (PTMs). Previous studies have shown that protein isoforms play critical roles in tumorigenesis, disease diagnosis, and prognosis. Identifying and characterizing protein isoforms are essential to the study of molecular mechanisms and early detection of complex diseases such as breast cancer.However, there are limitations with traditional methods such as EST sequencing, Microarray profiling (exon array, Exon-exon junction array), mRNA next-generation sequencing used for protein isoform determination: 1) not in the protein level, 2) no connectivity about connection of nonadjacent exons, 3) no SNPs and PTMs, and 4) low reproducibility. Moreover, there exist the computational challenges of clinical proteomics studies: 1) low sensitivity of instruments, 2) high data noise, and 3) high variability and low repeatability, although recent advances in clinical proteomics technology, LC-MS/MS proteomics, have been used to identify candidate molecular biomarkers in diverse range of samples, including cells, tissues, serum/plasma, and other types of body fluids.
机译:背景技术临床蛋白质组学的应用旨在在临床研究的背景下解决特定的临床问题。在生物标志物发现领域,特别是在癌症诊断领域,它正在迅速发展。直到最近,蛋白质同工型还没有被视为临床蛋白质组学的一类新型早期诊断生物标志物。蛋白质同工型是同一蛋白质的不同形式之一。蛋白质的不同形式可能是由单核苷酸多态性(SNP),选择性剪接或翻译后修饰(PTM)产生的。先前的研究表明,蛋白质同工型在肿瘤发生,疾病诊断和预后中起关键作用。蛋白质同工型的鉴定和表征对于研究分子机制和早期发现诸如乳腺癌等复杂疾病至关重要,但是传统方法如EST测序,微阵列分析(外显子阵列,外显子-外显子连接阵列),用于蛋白质同工型测定的mRNA下一代测序:1)不在蛋白质水平,2)关于不相邻外显子的连接没有连通性,3)没有SNP和PTM,以及4)低重复性。此外,尽管临床蛋白质组学技术(LC-MS / MS蛋白质组学)的最新进展具有临床蛋白质组学研究的计算挑战:1)仪器灵敏度低,2)数据噪声高,3)高变异性和低可重复性已用于鉴定各种样本的候选分子生物标志物,包括细胞,组织,血清/血浆和其他类型的体液。

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