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Compact variant-rich customized sequence database and a fast and sensitive database search for efficient proteogenomic analyses

Cited 16 time in webofscience Cited 15 time in scopus
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Title
Compact variant-rich customized sequence database and a fast and sensitive database search for efficient proteogenomic analyses
Author(s)
Park, H; Bae, J; Kim, H; Kim, S; Kim, H; Mun, DG; Joh, Y; Lee, W; Sehyun Chae; Lee, S; Kim, HK; Daehee Hwang; Lee, SW; Paek, E
Subject
Bioinformatics / Early onset gastric cancer / Peptide identification / Proteogenomics/ / Sequence database
Publication Date
2014-12
Journal
PROTEOMICS, v.14, no.23-24, pp.2742 - 2749
Publisher
WILEY-BLACKWELL
Abstract
In proteogenomic analysis, construction of a compact, customized database from mRNA-seq data and a sensitive search of both reference and customized databases are essential to accurately determine protein abundances and structural variations at the protein level. However, these tasks have not been systematically explored, but rather performed in an ad-hoc fashion. Here, we present an effectivemethod for constructing a compact database containing comprehensive sequences of sample-specific variants—single nucleotide variants, insertions/deletions, and stop-codon mutations derived from Exome-seq and RNA-seq data. It, however, occupies less space by storing variant peptides, not variant proteins. We also present an efficient search method for both customized and reference databases. The separate searches of the two databases increase the search time, and a unified search is less sensitive to identify variant peptides due to the smaller size of the customized database, compared to the reference database, in the target-decoy setting. Our method searches the unified database once, but performs targetdecoy validations separately. Experimental results show that our approach is as fast as the unified search and as sensitive as the separate searches. Our customized database includes mutation information in the headers of variant peptides, thereby facilitating the inspection of peptide-spectrum matches.
URI
https://pr.ibs.re.kr/handle/8788114/1443
DOI
10.1002/pmic.201400225
ISSN
1615-9853
Appears in Collections:
Center for Plant Aging Research (식물 노화·수명 연구단) > 1. Journal Papers (저널논문)
Files in This Item:
16. A compact variation-rich.pdfDownload

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