The WEIZMASS spectral library for high-confidence metabolite identification

被引:77
作者
Shahaf, Nir [1 ,2 ,3 ]
Rogachev, Ilana [1 ]
Heinig, Uwe [1 ]
Meir, Sagit [1 ]
Malitsky, Sergey [1 ]
Battat, Maor [1 ]
Wyner, Hilary [1 ]
Zheng, Shuning [1 ]
Wehrens, Ron [3 ,4 ]
Aharoni, Asaph [1 ]
机构
[1] Weizmann Inst Sci, Dept Plant & Environm Sci, POB 26, IL-7610001 Rehovot, Israel
[2] Hebrew Univ Jerusalem, Robert H Smith Fac Agr Food & Environm, Inst Plant Sci, POB 12, IL-76100 Rehovot, Israel
[3] Fdn E Mach, Res & Innovat Ctr, I-38010 San Michele All Adige, Trento, Italy
[4] Wageningen Univ & Res, Droevendaalsesteeg 1, NL-6708 PB Wageningen, Netherlands
来源
NATURE COMMUNICATIONS | 2016年 / 7卷
基金
欧洲研究理事会;
关键词
CHROMATOGRAPHY-MASS SPECTROMETRY; LIQUID-CHROMATOGRAPHY; METABOLOMICS; ANNOTATION; DATABASE; MS/MS; PHYTOCHEMISTRY; RESOLUTION; FRAMEWORK; ACCURACY;
D O I
10.1038/ncomms12423
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Annotation of metabolites is an essential, yet problematic, aspect of mass spectrometry (MS)-based metabolomics assays. The current repertoire of definitive annotations of metabolite spectra in public MS databases is limited and suffers from lack of chemical and taxonomic diversity. Furthermore, the heterogeneity of the data prevents the development of universally applicable metabolite annotation tools. Here we present a combined experimental and computational platform to advance this key issue in metabolomics. WEIZMASS is a unique reference metabolite spectral library developed from high-resolution MS data acquired from a structurally diverse set of 3,540 plant metabolites. We also present MatchWeiz, a multi-module strategy using a probabilistic approach to match library and experimental data. This strategy allows efficient and high-confidence identification of dozens of metabolites in model and exotic plants, including metabolites not previously reported in plants or found in few plant species to date.
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页数:13
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