DocumentCode
3318765
Title
A Parent Mass Filter Algorithm for Peptide Sequencing from Tandem Mass Spectra
Author
Tan, Huiyi ; Leong, Hon Wai
Author_Institution
Dept. of Comput. Sci., Nat. Univ. of Singapore, Singapore, Singapore
fYear
2011
fDate
10-12 May 2011
Firstpage
1
Lastpage
4
Abstract
In this paper, we propose a database search peptide sequencing algorithm, called PMF-MI (Parent Mass Filter with Mass Index), that work well on spectra with missing peaks and few tags, such as the GPM database. The main idea in PMF-MI is to use the parent mass as an effective filter for the set of putative peptides to be considered. Then, this set of putative peptides can be globally matches against the given spectrum for scoring. This method eliminates the need for having tags to filter the peptide database. Similar ideas have been proposed in the past, we push this idea further by performing a full pre-indexing of all the peptides in the database by their parent masses. This pre indexing of the peptide database has to be performed only once and based on current database sizes, the entire index uses only 20GB. A typical parent mass of a given spectrum will produce a set of about 200,000 putative peptides on average which our index can retrieve in less than a second. We ran our PMF-MI algorithm on the GPM spectra where the annotated peptide agrees with the precursor peptide mass of the spectra. On this dataset of 877 spectra, our PMF-MI algorithm is competitive with INSPECT, the state of the art database search method today. Our PMF-MI recovered 367 correct peptides compared to 376 for INSPECT (based on top 10 ranked results).
Keywords
bioinformatics; mass spectra; molecular biophysics; molecular configurations; proteins; GPM database; INSPECT; PMF-MI; database search peptide sequencing algorithm; mass index; parent mass filter algorithm; tandem mass spectra; Convolution; Filtering algorithms; Indexes; Peptides; Prediction algorithms; Proteins;
fLanguage
English
Publisher
ieee
Conference_Titel
Bioinformatics and Biomedical Engineering, (iCBBE) 2011 5th International Conference on
Conference_Location
Wuhan
ISSN
2151-7614
Print_ISBN
978-1-4244-5088-6
Type
conf
DOI
10.1109/icbbe.2011.5780091
Filename
5780091
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