DocumentCode :
1405136
Title :
Determination of Glycan Structure from Tandem Mass Spectra
Author :
Böcker, Sebastian ; Kehr, Birte ; Rasche, Florian
Author_Institution :
Fac. for Math. & Comput. Sci., Dept. of Bioinf., Friedrich-Schiller-Univ. Jena, Jena, Germany
Volume :
8
Issue :
4
fYear :
2011
Firstpage :
976
Lastpage :
986
Abstract :
Glycans are molecules made from simple sugars that form complex tree structures. Glycans constitute one of the most important protein modifications and identification of glycans remains a pressing problem in biology. Unfortunately, the structure of glycans is hard to predict from the genome sequence of an organism. In this paper, we consider the problem of deriving the topology of a glycan solely from tandem mass spectrometry (MS) data. We study, how to generate glycan tree candidates that sufficiently match the sample mass spectrum, avoiding the combinatorial explosion of glycan structures. Unfortunately, the resulting problem is known to be computationally hard. We present an efficient exact algorithm for this problem based on fixed-parameter algorithmics that can process a spectrum in a matter of seconds. We also report some preliminary results of our method on experimental data, combining it with a preliminary candidate evaluation scheme. We show that our approach is fast in applications, and that we can reach very well de novo identification results. Finally, we show how to count the number of glycan topologies for a fixed size or a fixed mass. We generalize this result to count the number of (labeled) trees with bounded out degree, improving on results obtained using Pólya´s enumeration theorem.
Keywords :
macromolecules; mass spectra; mass spectroscopic chemical analysis; organic compounds; polymers; Pólya´s enumeration theorem; complex tree structures; fixed-parameter algorithmics; glycan identification; glycan structure determination; glycan topology; protein modifications; simple sugars; tandem mass spectra; tandem mass spectrometry data; Bioinformatics; Computational biology; Ions; Proteins; Spectroscopy; Topology; Computational mass spectrometry; counting trees.; exact algorithms; glycans; parameterized algorithms; Algorithms; Carbohydrate Conformation; Computational Biology; Databases, Factual; Polysaccharides; Tandem Mass Spectrometry;
fLanguage :
English
Journal_Title :
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
Publisher :
ieee
ISSN :
1545-5963
Type :
jour
DOI :
10.1109/TCBB.2010.129
Filename :
5669255
Link To Document :
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