TY - JOUR
T1 - Compact variant-rich customized sequence database and a fast and sensitive database search for efficient proteogenomic analyses
AU - Park, Heejin
AU - Bae, Junwoo
AU - Kim, Hyunwoo
AU - Kim, Sangok
AU - Kim, Hokeun
AU - Mun, Dong Gi
AU - Joh, Yoonsung
AU - Lee, Wonyeop
AU - Chae, Sehyun
AU - Lee, Sanghyuk
AU - Kim, Hark Kyun
AU - Hwang, Daehee
AU - Lee, Sang Won
AU - Paek, Eunok
N1 - Publisher Copyright:
© 2014 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim.
PY - 2014/12/1
Y1 - 2014/12/1
N2 - 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 effective method 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 target-decoy 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.
AB - 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 effective method 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 target-decoy 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.
KW - Bioinformatics
KW - Early onset gastric cancer
KW - Peptide identification
KW - Proteogenomics
KW - Sequence database
UR - http://www.scopus.com/inward/record.url?scp=84913526299&partnerID=8YFLogxK
U2 - 10.1002/pmic.201400225
DO - 10.1002/pmic.201400225
M3 - Article
C2 - 25316439
AN - SCOPUS:84913526299
SN - 1615-9853
VL - 14
SP - 2742
EP - 2749
JO - Proteomics
JF - Proteomics
IS - 23-24
ER -