mzMatch-ISO: an R tool for the annotation and relative quantification of isotope-labelled mass spectrometry data

被引:75
作者
Chokkathukalam, Achuthanunni [1 ]
Jankevics, Andris [1 ,2 ]
Creek, Darren J. [3 ,4 ]
Achcar, Fiona [1 ]
Barrett, Michael P. [4 ]
Breitling, Rainer [1 ,2 ,5 ]
机构
[1] Univ Glasgow, Inst Mol Cell & Syst Biol, Coll Med Vet & Life Sci, Glasgow G12 8QQ, Lanark, Scotland
[2] Univ Groningen, Groningen Bioinformat Ctr, Groningen Biomol Sci & Biotechnol Inst, NL-9747 AG Groningen, Netherlands
[3] Univ Melbourne, Dept Biochem & Mol Biol, Mol Sci & Biotechnol Inst Bio21, Melbourne, Vic 3010, Australia
[4] Univ Glasgow, Coll Med Vet & Life Sci, Wellcome Trust Ctr Mol Parasitol, Inst Infect Immun & Inflammat, Glasgow G12 8TA, Lanark, Scotland
[5] Univ Manchester, Manchester Inst Biotechnol, Fac Life Sci, Manchester M1 7DN, Lancs, England
基金
英国医学研究理事会; 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
METABOLOMICS; ASSIGNMENT;
D O I
10.1093/bioinformatics/bts674
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Stable isotope-labelling experiments have recently gained increasing popularity in metabolomics studies, providing unique insights into the dynamics of metabolic fluxes, beyond the steady-state information gathered by routine mass spectrometry. However, most liquid chromatography-mass spectrometry data analysis software lacks features that enable automated annotation and relative quantification of labelled metabolite peaks. Here, we describe mzMatch-ISO, a new extension to the metabolomics analysis pipeline mzMatch.R. Results: Targeted and untargeted isotope profiling using mzMatch-ISO provides a convenient visual summary of the quality and quantity of labelling for every metabolite through four types of diagnostic plots that show (i) the chromatograms of the isotope peaks of each compound in each sample group; (ii) the ratio of mono-isotopic and labelled peaks indicating the fraction of labelling; (iii) the average peak area of mono-isotopic and labelled peaks in each sample group; and (iv) the trend in the relative amount of labelling in a predetermined isotopomer. To aid further statistical analyses, the values used for generating these plots are also provided as a tab-delimited file. We demonstrate the power and versatility of mzMatch-ISO by analysing a C-13-labelled metabolome dataset from trypanosomal parasites.
引用
收藏
页码:281 / 283
页数:3
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