SIRIUS: decomposing isotope patterns for metabolite identification

被引:245
作者
Boecker, Sebastian [1 ]
Letzel, Matthias C. [2 ]
Liptak, Zsuzsanna [3 ]
Pervukhin, Anton [1 ]
机构
[1] Univ Jena, Lehrstuhl Bioinformat, D-07743 Jena, Germany
[2] Univ Bielefeld, Fak Chem, D-33501 Bielefeld, Germany
[3] Univ Bielefeld, Tech Fak, AG Genominformat, D-33501 Bielefeld, Germany
关键词
TANDEM MASS-SPECTRA; MOLECULAR FORMULAS; DISTRIBUTIONS; SPECTROMETRY; ANNOTATIONS; INFORMATION; ALGORITHM;
D O I
10.1093/bioinformatics/btn603
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: High-resolution mass spectrometry ( MS) is among the most widely used technologies in metabolomics. Metabolites participate in almost all cellular processes, but most metabolites still remain uncharacterized. Determination of the sum formula is a crucial step in the identification of an unknown metabolite, as it reduces its possible structures to a hopefully manageable set. Results: We present a method for determining the sum formula of a metabolite solely from its mass and the natural distribution of its isotopes. Our input is a measured isotope pattern from a high resolution mass spectrometer, and we want to find those molecules that best match this pattern. Our method is computationally efficient, and results on experimental data are very promising: for orthogonal time-of-flight mass spectrometry, we correctly identify sum formulas for > 90% of the molecules, ranging in mass up to 1000 Da.
引用
收藏
页码:218 / 224
页数:7
相关论文
共 22 条
[1]  
Beck M., 2001, ELECTRON J COMB, V8, pN7
[2]   Towards de novo identification of metabolites by analyzing tandem mass spectra [J].
Boecker, Sebastian ;
Rasche, Florian .
BIOINFORMATICS, 2008, 24 (16) :I49-I55
[3]   A fast and simple algorithm for the money changing problem [J].
Boecker, Sebastian ;
Liptak, Zsuzsanna .
ALGORITHMICA, 2007, 48 (04) :413-432
[4]   ProteomeCommons.org IO Framework: reading and writing multiple proteomics data formats [J].
Falkner, J. A. ;
Falkner, J. W. ;
Andrews, P. C. .
BIOINFORMATICS, 2007, 23 (02) :262-263
[5]   DIOPHANTINE APPROACH TO ISOTOPIC ABUNDANCE CALCULATIONS [J].
HSU, CS .
ANALYTICAL CHEMISTRY, 1984, 56 (08) :1356-1361
[6]   Metabolite annotations based on the integration of mass spectral information [J].
Iijima, Yoko ;
Nakamura, Yukiko ;
Ogata, Yoshiyuki ;
Tanaka, Ken'ichi ;
Sakurai, Nozomu ;
Suda, Kunihiro ;
Suzuki, Tatsuya ;
Suzuki, Hideyuki ;
Okazaki, Koei ;
Kitayama, Masahiko ;
Kanaya, Shigehiko ;
Aoki, Koh ;
Shibata, Daisuke .
PLANT JOURNAL, 2008, 54 (05) :949-962
[7]   From genomics to chemical genomics: new developments in KEGG [J].
Kanehisa, Minoru ;
Goto, Susumu ;
Hattori, Masahiro ;
Aoki-Kinoshita, Kiyoko F. ;
Itoh, Masumi ;
Kawashima, Shuichi ;
Katayama, Toshiaki ;
Araki, Michihiro ;
Hirakawa, Mika .
NUCLEIC ACIDS RESEARCH, 2006, 34 :D354-D357
[8]  
Kellerer H., 2004, KNAPSACK PROBLEMS, DOI DOI 10.1007/978-3-540-24777-710
[9]   Seven Golden Rules for heuristic filtering of molecular formulas obtained by accurate mass spectrometry [J].
Kind, Tobias ;
Fiehn, Oliver .
BMC BIOINFORMATICS, 2007, 8 (1)
[10]   Metabolomic database annotations via query of elemental compositions:: Mass accuracy is insufficient even at less than 1 ppm [J].
Kind, Tobias ;
Fiehn, Oliver .
BMC BIOINFORMATICS, 2006, 7 (1)