| BMC Bioinformatics | |
| Identification of metabolites from 2D 1H-13C HSQC NMR using peak correlation plots | |
| Tommy Öman2  May-Britt Tessem1  Tone F Bathen1  Helena Bertilsson4  Anders Angelsen4  Mattias Hedenström2  Trygve Andreassen3  | |
| [1] St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway | |
| [2] Department of Chemistry, Umeå University, Umeå, Sweden | |
| [3] MR Core Facility, Department of Circulation and Medical Imaging, NTNU, Trondheim, Norway | |
| [4] Department of Cancer Research and Molecular Medicine, NTNU, Trondheim, Norway | |
| 关键词: Identification; Biofluid; Metabolite; Correlation; HSQC; | |
| Others : 1084300 DOI : 10.1186/s12859-014-0413-z |
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| received in 2014-04-11, accepted in 2014-12-08, 发布年份 2014 | |
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【 摘 要 】
Background
Identification of individual components in complex mixtures is an important and sometimes daunting task in several research areas like metabolomics and natural product studies. NMR spectroscopy is an excellent technique for analysis of mixtures of organic compounds and gives a detailed chemical fingerprint of most individual components above the detection limit. For the identification of individual metabolites in metabolomics, correlation or covariance between peaks in 1H NMR spectra has previously been successfully employed. Similar correlation of 2D 1H-13C Heteronuclear Single Quantum Correlation spectra was recently applied to investigate the structure of heparine. In this paper, we demonstrate how a similar approach can be used to identify metabolites in human biofluids (post-prostatic palpation urine).
Results
From 50 1H-13C Heteronuclear Single Quantum Correlation spectra, 23 correlation plots resembling pure metabolites were constructed. The identities of these metabolites were confirmed by comparing the correlation plots with reported NMR data, mostly from the Human Metabolome Database.
Conclusions
Correlation plots prepared by statistically correlating 1H-13C Heteronuclear Single Quantum Correlation spectra from human biofluids provide unambiguous identification of metabolites. The correlation plots highlight cross-peaks belonging to each individual compound, not limited by long-range magnetization transfer as conventional NMR experiments.
【 授权许可】
2014 Öman et al.; licensee BioMed Central.
【 预 览 】
| Files | Size | Format | View |
|---|---|---|---|
| 20150113160422830.pdf | 456KB | ||
| Figure 3. | 17KB | Image | |
| Figure 2. | 20KB | Image | |
| Figure 1. | 24KB | Image |
【 图 表 】
Figure 1.
Figure 2.
Figure 3.
【 参考文献 】
- [1]Lindon JC, Holmes E, Nicholson JK: Toxicological applications of magnetic resonance. Prog Nucl Magn Reson Spectrosc 2004, 45(1–2):109-143.
- [2]Mavel S, Nadal-Desbarats L, Blasco H, Bonnet-Brilhault F, Barthélémy C, Montigny F, Sarda P, Laumonnier F, Vourc'h P, Andres CR, Emond P: 1H–13C NMR-based urine metabolic profiling in autism spectrum disorders. Talanta 2013, 114:95-102.
- [3]Rai RK, Sinha N: Fast and Accurate Quantitative Metabolic Profiling of Body Fluids by Nonlinear Sampling of 1H–13C Two-Dimensional Nuclear Magnetic Resonance Spectroscopy. Anal Chem 2012, 84(22):10005-10011.
- [4]Nicholson JK, Foxall PJ, Spraul M, Farrant RD, Lindon JC: 750 MHz 1H and 1H-13C NMR spectroscopy of human blood plasma. Anal Chem 1995, 67(5):793-811.
- [5]Weljie AM, Newton J, Mercier P, Carlson E, Slupsky CM: Targeted profiling: Quantitative analysis of H-1 NMR metabolomics data. Anal Chem 2006, 78(13):4430-4442.
- [6]Cloarec O, Dumas M-E, Craig A, Barton RH, Trygg J, Hudson J, Blancher C, Gauguier D, Lindon JC, Holmes E, Nicholson J: Statistical Total Correlation Spectroscopy: An Exploratory Approach for Latent Biomarker Identification from Metabolic 1H NMR Data Sets. Anal Chem 2005, 77(5):1282-1289.
- [7]Holmes E, Cloarec O, Nicholson J: Probing latent biomarker signatures and in vivo pathway activity in experimental disease states via statistical total correlation spectroscopy (STOCSY) of biofluids: application to HgCl2 toxicity. J Proteome Res 2006, 5(6):1313-1320.
- [8]Jackson JE: A Users Guide to Principal Components. John Wiley, New York; 1991.
- [9]Wold S, Esbensen K, Geladi P: Principal component analysis. Chemometr Intell Lab 1987, 2(1):37-52.
- [10]Trygg J, Wold S: Orthogonal projections to latent structures (O‐PLS). J Chemometr 2002, 16(3):119-128.
- [11]Robinette SL, Lindon JC, Nicholson JK: Statistical Spectroscopic Tools for Biomarker Discovery and Systems Medicine. Anal Chem 2013, 85(11):5297-5303.
- [12]Brüschweiler R, Zhang F: Covariance nuclear magnetic resonance spectroscopy. J Chem Phys 2004, 120:5253.
- [13]Zhang F, Brüschweiler R: Indirect covariance NMR spectroscopy. J Am Chem Soc 2004, 126(41):13180-13181.
- [14]Bingol K, Salinas RK, Brüschweiler R: Higher-rank correlation NMR spectra with spectral moment filtering. J Phys Chem Lett 2010, 1(7):1086-1089.
- [15]Zhang F, Bruschweiler-Li L, Brüschweiler R: Simultaneous de novo identification of molecules in chemical mixtures by doubly indirect covariance NMR spectroscopy. J Am Chem Soc 2010, 132(47):16922-16927.
- [16]Bingol K, Brüschweiler R: Deconvolution of Chemical Mixtures with High Complexity by NMR Consensus Trace Clustering. Anal Chem 2011, 83(19):7412-7417.
- [17]Rudd TR, Macchi E, Muzi L, Ferro M, Gaudesi D, Torri G, Casu B, Guerrini M, Yates EA: Unravelling Structural Information from Complex Mixtures Utilizing Correlation Spectroscopy Applied to HSQC Spectra. Anal Chem 2013, 85(15):7487-7493.
- [18]Wishart DS, Jewison T, Guo AC, Wilson M, Knox C, Liu Y, Djoumbou Y, Mandal R, Aziat F, Dong E, Bouatra S, Sinelnikov I, Arndt D, Xia J, Liu P, Yallou F, Bjorndahl T, Perez-Pineiro R, Eisner R, Allen F, Neveu V, Greiner R, Schalbert A: HMDB 3.0-The Human Metabolome Database in 2013. Nucleic Acids Res 2013, 41(D1):D801-D807.
- [19]Posada-Ayala M, Zubiri I, Martin-Lorenzo M, Sanz-Maroto A, Molero D, Gonzalez-Calero L, Fernandez-Fernandez B, de la Cuesta F, Laborde CM, Barderas MG: Identification of a urine metabolomic signature in patients with advanced-stage chronic kidney disease. Kidney Int 2013, 85:103-111.
- [20]Jewison T, Knox C, Neveu V, Djoumbou Y, Guo AC, Lee J, Liu P, Mandal R, Krishnamurthy R, Sinelnikov I: YMDB: the yeast metabolome database. Nucleic Acids Res 2012, 40(D1):D815-D820.
- [21]Kang S-M, Park J-C, Shin M-J, Lee H, Oh J, Ryu DH, Hwang G-S, Chung JH: 1H nuclear magnetic resonance based metabolic urinary profiling of patients with ischemic heart failure. Clin Biochem 2011, 44(4):293-299.
- [22]Matsumoto M, Zhang C, Kosugi C, Matsumoto I: Gas chromatography–mass spectrometric studies of canine urinary metabolism. J Vet Med Sci 1995, 57(2):205-211.
- [23]Savorani F, Tomasi G, Engelsen SB: icoshift: A versatile tool for the rapid alignment of 1D NMR spectra. J Magn Reson 2010, 202(2):190-202.
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