Automatic annotation of matrix-assisted laser desorption/ionization N-glycan spectra

被引:127
作者
Goldberg, D
Sutton-Smith, M
Paulson, J
Dell, A
机构
[1] Inst Adv Biomed Sci, Scripps PARC, Palo Alto, CA 94304 USA
[2] Univ London Imperial Coll Sci Technol & Med, Dept Biol Sci, London, England
[3] Scripps Res Inst, Joint Dept Mol Expt Med, Dept Mol Biol, La Jolla, CA USA
关键词
glycan; glycomics; high-throughput screening;
D O I
10.1002/pmic.200401071
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Matrix-assisted laser desorption/ionization-mass spectrometry (MALDI-MS) is the pre-eminent technique for mass mapping of glycans. In order to make this technique practical for high-throughput screening, reliable automatic methods of annotating peaks must be devised. We describe an algorithm called Cartoonist that labels peaks in MALDI spectra of permethylated N-glycans with cartoons which represent the most plausible glycans consistent with the peak masses and the types of glycans being analyzed. There are three main parts to Cartoonist. (i) It selects annotations from a library of biosynthetically plausible cartoons. The library we currently use has about 2800 cartoons, but was constructed using only about 300 archetype cartoons entered by hand. (ii) It determines the precision and calibration of the machine used to generate the spectrum. It does this automatically based on the spectrum itself (iii) It assigns a confidence score to each annotation. In particular, rather than making a binary yes/no decision when annotating a peak, it makes all plausible annotations and associates them with scores indicating the probability that they are correct.
引用
收藏
页码:865 / 875
页数:11
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