MetaboHunter: an automatic approach for identification of metabolites from 1H-NMR spectra of complex mixtures

被引:85
作者
Tulpan, Dan [1 ,4 ]
Leger, Serge [1 ]
Belliveau, Luc [1 ]
Culf, Adrian [2 ,3 ]
Cuperlovic-Culf, Miroslava [1 ,3 ]
机构
[1] Natl Res Council Canada, Inst Informat Technol, Moncton, NB E1A 7R1, Canada
[2] Atlantic Canc Res Inst, Moncton, NB E1C 8X3, Canada
[3] Mt Allison Univ, Dept Chem & Biochem, Sackville, NB E4L 1G8, Canada
[4] Univ Moncton, Dept Biol, Moncton, NB E1A 3E9, Canada
来源
BMC BIOINFORMATICS | 2011年 / 12卷
关键词
QUANTITATIVE-ANALYSIS; NMR-SPECTROSCOPY; METABOLOMICS; QUANTIFICATION; DECONVOLUTION; DECOMPOSITION; GENERATION; URINE; CELLS;
D O I
10.1186/1471-2105-12-400
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: One-dimensional H-1-NMR spectroscopy is widely used for high-throughput characterization of metabolites in complex biological mixtures. However, the accurate identification of individual compounds is still a challenging task, particularly in spectral regions with higher peak densities. The need for automatic tools to facilitate and further improve the accuracy of such tasks, while using increasingly larger reference spectral libraries becomes a priority of current metabolomics research. Results: We introduce a web server application, called MetaboHunter, which can be used for automatic assignment of H-1-NMR spectra of metabolites. MetaboHunter provides methods for automatic metabolite identification based on spectra or peak lists with three different search methods and with possibility for peak drift in a user defined spectral range. The assignment is performed using as reference libraries manually curated data from two major publicly available databases of NMR metabolite standard measurements (HMDB and MMCD). Tests using a variety of synthetic and experimental spectra of single and multi metabolite mixtures show that MetaboHunter is able to identify, in average, more than 80% of detectable metabolites from spectra of synthetic mixtures and more than 50% from spectra corresponding to experimental mixtures. This work also suggests that better scoring functions improve by more than 30% the performance of MetaboHunter's metabolite identification methods. Conclusions: MetaboHunter is a freely accessible, easy to use and user friendly H-1-NMR-based web server application that provides efficient data input and pre-processing, flexible parameter settings, fast and automatic metabolite fingerprinting and results visualization via intuitive plotting and compound peak hit maps. Compared to other published and freely accessible metabolomics tools, MetaboHunter implements three efficient methods to search for metabolites in manually curated data from two reference libraries. Availability: http://www.nrcbioinformatics.ca/metabohunter/
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页数:22
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