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IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis

机译:IgRepertoireConstructor:一种用于抗体库构建和免疫蛋白质组学分析的新算法

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摘要

The analysis of concentrations of circulating antibodies in serum (antibody repertoire) is a fundamental, yet poorly studied, problem in immunoinformatics. The two current approaches to the analysis of antibody repertoires [next generation sequencing (NGS) and mass spectrometry (MS)] present difficult computational challenges since antibodies are not directly encoded in the germline but are extensively diversified by somatic recombination and hypermutations. Therefore, the protein database required for the interpretation of spectra from circulating antibodies is custom for each individual. Although such a database can be constructed via NGS, the reads generated by NGS are error-prone and even a single nucleotide error precludes identification of a peptide by the standard proteomics tools. Here, we present the IGREPERTOIRECONSTRUCTOR algorithm that performs error-correction of immunosequencing reads and uses mass spectra to validate the constructed antibody repertoires.
机译:血清(抗体库)中循环抗体浓度的分析是免疫信息学中的一个基本但尚未研究的问题。当前两种分析抗体库的方法[下一代测序(NGS)和质谱(MS)]都面临着艰巨的计算挑战,因为抗体并非直接在种系中编码,而是通过体细胞重组和超突变而广泛多样化。因此,解释循环抗体光谱所需的蛋白质数据库是针对每个人定制的。尽管可以通过NGS构建这样的数据库,但是NGS产生的读数容易出错,即使是单核苷酸错误也无法通过标准蛋白质组学工具鉴定肽。在这里,我们介绍了IGREPERTOIRECONSTRUCTOR算法,该算法执行免疫测序读数的错误校正,并使用质谱来验证构建的抗体库。

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