Table 2.
Support Vector Machine Analysis of Metabolites
| Groups Separated | Metabolite | Super-Pathway | Sub-Pathway | Fold Change | P Value | AUC |
|---|---|---|---|---|---|---|
| Plasma: control versus single | 2-Hydroxyisobutyrate | Xenobiotics | Chemical | 0.89 | 0.001 | 0.893 |
| Adrenate | Lipid | Long-chain fatty acid | 0.74 | 0.03 | 0.970 | |
| Fructose | Carbohydrate | Fructose, mannose, galactose, starch, and sucrose metabolism | 1.21 | 0.46 | 0.998 | |
| Lactate | Carbohydrate | Glycolysis, gluconeogenesis, and pyruvate metabolism | 0.92 | 0.49 | 0.999 | |
| Adenosine 3′,5′-cyclic monophosphate | Nuclotide | Purine metabolism | 1.09 | 0.40 | 0.999 | |
| Plasma: control versus multiple | p-Cresol sulfate | Amino Acid | Phenylalanine and tyrosine metabolism | 0.49 | 0.004 | 0.927 |
| Phenylacetylglycine | Amino Acid | Phenylalanine and tyrosine metabolism | 0.63 | 0.09 | 0.942 | |
| Glycerate | Carbohydrate | Glycolysis, gluconeogenesis, and pyruvate metabolism | 1.10 | 0.29 | 0.965 | |
| N-formylmethionine | Amino Acid | Cysteine, methionine, SAM, and taurine metabolism | 0.78 | 0.66 | 0.965 | |
| Stearoyl sphingomyelin | Lipid | Sphingolipid | 0.84 | 0.05 | 0.980 | |
| Plasma: single versus multiple | Ectoine | Xenobiotics | Chemical | 1.68 | 0.0002 | 0.920 |
| Tartarate | Xenobiotics | Food component/plant | 1.63 | 0.004 | 1.000 | |
| Lung: control versus single | Ergothioneine | Xenobiotics | Food component/plant | 1.65 | 9.2 × 10−7 | 1.000 |
| Lung: control versus multiple | 7-β-Hydroxycholesterol | Lipid | Sterol/steroid | 0.53 | 0.00004 | 1.000 |
| Lung: single versus multiple | 1-Stearoylglycero phosphoglycerol | Lipid | Lysolipid | 1.65 | 0.0003 | 1.000 |
Definition of abbreviations: AUC, area under the curve; SAM, S-adenosyl-l-methionine.
AUCs listed are cumulative until the set includes 5 metabolites or a maximal AUC of 1.000 is reached. P values listed are for the individual metabolite.