Automated workflows for accurate mass-based putative metabolite identification in LC/MS-derived metabolomic datasets

被引:162
作者
Brown, Marie [1 ]
Wedge, David C. [2 ]
Goodacre, Royston [2 ,3 ]
Kell, Douglas B. [2 ]
Baker, Philip N. [4 ]
Kenny, Louise C. [5 ]
Mamas, Mamas A. [1 ,6 ]
Neyses, Ludwig [1 ,6 ]
Dunn, Warwick B. [1 ,2 ,3 ,7 ]
机构
[1] Univ Manchester, Sch Biomed, Manchester M13 9PT, Lancs, England
[2] Univ Manchester, Sch Chem, Manchester M1 7DN, Lancs, England
[3] Univ Manchester, Manchester Ctr Integrat Syst Biol, Manchester Interdisciplinary Bioctr, Manchester M1 7DN, Lancs, England
[4] Univ Alberta, Dept Obstet & Gynecol, Fac Med & Dent, Edmonton, AB T6G 2R7, Canada
[5] Cork Univ, Matern Hosp, Univ Coll Cork, Anu Res Ctr,Dept Obstet & Gynaecol, Cork, Ireland
[6] Cent Manchester Univ Hosp NHS Fdn Trust, Manchester Heart Ctr, Manchester Royal Infirm, Manchester M13 9WL, Lancs, England
[7] Cent Manchester Univ Hosp NHS Fdn Trust, Ctr Adv Discovery & Expt Therapeut, Manchester M13 9WL, Lancs, England
基金
英国惠康基金; 英国生物技术与生命科学研究理事会;
关键词
SPECTROMETRY; NMR;
D O I
10.1093/bioinformatics/btr079
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Motivation: The study of metabolites (metabolomics) is increasingly being applied to investigate microbial, plant, environmental and mammalian systems. One of the limiting factors is that of chemically identifying metabolites from mass spectrometric signals present in complex datasets. Results: Three workflows have been developed to allow for the rapid, automated and high-throughput annotation and putative metabolite identification of electrospray LC-MS-derived metabolomic datasets. The collection of workflows are defined as PUTMEDID_LCMS and perform feature annotation, matching of accurate m/z to the accurate mass of neutral molecules and associated molecular formula and matching of the molecular formulae to a reference file of metabolites. The software is independent of the instrument and data pre-processing applied. The number of false positives is reduced by eliminating the inaccurate matching of many artifact, isotope, multiply charged and complex adduct peaks through complex interrogation of experimental data.
引用
收藏
页码:1108 / 1112
页数:5
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