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

被引:33
作者
Safonova, Yana [1 ,2 ]
Bonissone, Stefano [3 ]
Kurpilyansky, Eugene [2 ]
Starostina, Ekaterina [1 ,2 ]
Lapidus, Alla [1 ,2 ]
Stinson, Jeremy [4 ]
DePalatis, Laura [4 ]
Sandoval, Wendy [4 ]
Lill, Jennie [4 ]
Pevzner, Pavel A. [1 ,4 ,5 ]
机构
[1] St Petersburg State Univ, Ctr Algorithm Biotechnol, St Petersburg 199034, Russia
[2] St Petersburg Acad Univ, Algorithm Biol Lab, St Petersburg, Russia
[3] Univ Calif San Diego, Bioinformat Program, San Diego, CA 92103 USA
[4] Genentech Inc, San Francisco, CA USA
[5] Univ Calif San Diego, Dept Comp Sci & Engn, San Diego, CA 92103 USA
基金
俄罗斯科学基金会;
关键词
MONOCLONAL-ANTIBODIES; SEQUENCE-ANALYSIS; ERROR-CORRECTION; IDENTIFICATION; SERUM; PROTEOMICS; ALIGNMENT; COVERAGE; CLONING; GENES;
D O I
10.1093/bioinformatics/btv238
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
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.
引用
收藏
页码:53 / 61
页数:9
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