| Literature DB >> 23166652 |
Alistair D M Dove1, Johannes Leisen, Manshui Zhou, Jonathan J Byrne, Krista Lim-Hing, Harry D Webb, Leslie Gelbaum, Mark R Viant, Julia Kubanek, Facundo M Fernández.
Abstract
In a search for biomarkers of health in whale sharks and as exploration of metabolomics as a modern tool for understanding animal physiology, the metabolite composition of serum in six whale sharks (Rhincodon typus) from an aquarium collection was explored using (1)H nuclear magnetic resonance (NMR) spectroscopy and direct analysis in real time (DART) mass spectrometry (MS). Principal components analysis (PCA) of spectral data showed that individual animals could be resolved based on the metabolite composition of their serum and that two unhealthy individuals could be discriminated from the remaining healthy animals. The major difference between healthy and unhealthy individuals was the concentration of homarine, here reported for the first time in an elasmobranch, which was present at substantially lower concentrations in unhealthy whale sharks, suggesting that this metabolite may be a useful biomarker of health status in this species. The function(s) of homarine in sharks remain uncertain but it likely plays a significant role as an osmolyte. The presence of trimethylamine oxide (TMAO), another well-known protective osmolyte of elasmobranchs, at 0.1-0.3 mol L(-1) was also confirmed using both NMR and MS. Twenty-three additional potential biomarkers were identified based on significant differences in the frequency of their occurrence between samples from healthy and unhealthy animals, as detected by DART MS. Overall, NMR and MS provided complementary data that showed that metabolomics is a useful approach for biomarker prospecting in poorly studied species like elasmobranchs.Entities:
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Year: 2012 PMID: 23166652 PMCID: PMC3499553 DOI: 10.1371/journal.pone.0049379
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Typical 1H NMR spectrum of whale shark serum:
(a) Full spectrum: the signal at 3.27 ppm corresponds to trimethylamine-N-oxide (TMAO). Two other major peaks are due to an internal reference (TMSP; used for referencing the chemical shift scale) and residual protons in the solvent. (b) Spectrum (a) after pre-processing (see Methodology). The grey bars depict spectral regions which were excluded from PCA.
“Core” candidate metabolites detected and tentatively identified by DART MS from whale shark serum samples*.
| Tentative metabolite ID | PH | PM | Class | Function (mammalian) |
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| 1.00 | 1.00 | Aliphatic amine | Osmolyte (shown for elasmobranchs also) |
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| 1.00 | 0.865 | Short-chain hydroxy acid | Not a major mammalian metabolite |
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| 1.00 | 0.919 | Short-chain hydroxy acid | Metabolite of isoleucine |
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| 1.00 | 0.865 | Short-chain hydroxy acid | Endogenous but normal function uncertain |
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| 1.00 | 0.865 | Short-chain hydroxy acid | Omega-oxidation product of fatty acids |
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| 1.00 | 0.865 | Short-chain hydroxy acid | Endogenous but normal function uncertain |
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| 1.00 | 0.865 | Short-chain hydroxy acid | Metabolite of branched chain amino acids |
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| 1.00 | 0.865 | Short-chain hydroxy acid | Normal function uncertain, known bacterial metabolite |
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| 1.00 | 0.811 | Amino acid | Stable analogue of glutamine, protein synthesis |
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| 1.00 | 0.892 | Amino-ketone | Osmolyte (elasmobranchs), protein catabolyte (mammals) |
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| 0.938 | 0.865 | Short-chain fatty acid | Metabolism of CoA, carbohydrates and fats |
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| 0.938 | 0.811 | Gas | Respiratory end-product |
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| 0.938 | 0.865 | Alcohol/aldehyde | Precursor of CoenzymeA |
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| 0.875 | 0.703 | Alcohol/polyphenol | Norepinephrine metabolite |
|
| 0.875 | 0.84 | Short-chain aldehyde | Plant metabolite (possible misidentification) |
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| 0.875 | 0.649 | Heterocyclic amine | Component of folate synthesis |
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| 0.875 | 0.676 | Gas | Osmolyte, enzyme cofactor, signaling molecule |
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| 0.875 | 0.730 | Amino acid | Exogenous in mammals |
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| 0.813 | 0.622 | Monosaccharide | Metabolite of pyridoxine, involved in vitamin B6 metabolism |
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| 0.813 | 0.622 | Short-chain hydroxy acid | Endogenous but normal function uncertain |
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| 0.813 | 0.622 | Monosaccharide | DNA architecture, energy metabolism (via role in ATP) |
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| 0.813 | 0.649 | Heterocyclic amine | Component of many biological molecules |
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| 0.750 | 0.838 | Short-chain keto-acid | Intermediate in synthesis and degradation of ketones |
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| 0.750 | 0.784 | Keto/fatty acid | Valine, leucine and isoleucine metabolite |
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| 0.750 | 0.784 | Short-chain keto-acid | Precursor in leucine and valine synthesis |
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| 0.750 | 0.784 | Short-chain keto-acid | Component of porphyrin and chlorophyll metabolism |
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| 0.750 | 0.784 | Short-chain keto-acid | Endogenous but normal function uncertain |
PH and PM refer to the proportion of total healthy (n = 16) and unhealthy (n = 37) shark samples, respectively, from which each compound was identified.
Figure 2PCA scores plots from analysis of (a) NMR and (b) MS metabolomics datasets of only those whale shark serum samples that were analysed by both methods.
: unhealthy individual 1 : unhealthy individual 2 : healthy individual 3 (n = 2) : healthy individual 4 (n = 3) : healthy individual 5 (n = 5).
Figure 3PCA of 1H NMR spectra of extracted whale shark serum (42 samples, showing PC1 scores plotted against time of sampling for the unhealthy animals.
: unhealthy individual 1 : unhealthy individual 2 : average for healthy individual 3 (n = 2) : average for healthy individual 4 (n = 3) : average for healthy individual 5 (n = 5).
Figure 4Differences in concentration of homarine (A) and trimethylamine-oxide (TMAO) (B) in serum samples from two unhealthy (animals 1–2) and three healthy (3–5) whale sharks.
Figure 5Loading plot for PC1 as a means to identify NMR spectroscopic features corresponding to relevant metabolites within the serum of whale sharks.
Candidate biomarker metabolites detected and tentatively identified by DART MS that showed a significant difference in frequency between healthy (H) and unhealthy (M) whale sharks (two-proportion z-test p<0.05) after Bonferroni correction.
| Tentative metabolite ID | PH* | PM † |
|
| Corr. | Class | Function (mammalian) |
| Saccharopine | 0.625 | 0.189 | 3.12 | 0.001 |
| Amino acid | Principal normal metabolite of lysine catabolism |
| L-Asparagine | 0.688 | 0.324 | 2.46 | 0.007 | 0.164 | Amino acid | Essential amino acid |
| Ureidopropionic acid | 0.688 | 0.324 | 2.46 | 0.007 | 0.164 | Amino acid | Urea cycle; CoA, pyrimidine & alanine metabolism |
| D-Ornithine | 0.688 | 0.351 | 2.26 | 0.012 | 0.275 | Amino acid | Urea cycle; arginine & proline metabolism |
| Ornithine | 0.688 | 0.351 | 2.26 | 0.012 | 0.275 | Amino acid | Urea cycle; component of several amino acid metabolisms |
| Pantetheine | 0.688 | 0.378 | 2.07 | 0.019 | 0.440 | Tripeptide | Intermediate in vitamin B and CoA metabolism |
| N-Acetylglutamine | 1.000 | 0.811 | 1.87 | 0.031 | 0.713 | Amino acid | Amino acid metabolism, especially glutamine |
| Dihydropteridine | 0.875 | 0.649 | 1.68 | 0.047 | 1.076 | Heterocyclic amine | Folate biosynthesis |
| Carbamic acid | 0.625 | 0.378 | 1.66 | 0.048 | 1.105 | Amino acid | Protein synthesis, amino acid biosynthesis |
| Heptanoic acid | 0.625 | 0.378 | 1.66 | 0.048 | 1.105 | Carboxylic acid | |
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