Table 2.
Analyses of metabolomic differences between multiple sclerosis (MS) and healthy controls (HCs) for individual metabolites with FDR-adjusted p < 0.05
| Metabolite | Metabolite pathway | HMDB IDa | Metabolite modulea | Mean difference between MS versus HC (95% CI)b | p | FDR-adjusted p |
|---|---|---|---|---|---|---|
| Phenyllactate (PLA) | phenylalanine metabolism | HMDB00779 | pink | −6.54 (−7.93 to −5.15) | 3.16E−20 | 8.49E−18 |
| 3-(4-Hydroxyphenyl)lactate | tyrosine metabolism | HMDB00755 | pink | −6.19 (−7.62 to −4.76) | 1.73E−17 | 4.63E−15 |
| Indolelactate | tryptophan metabolism | HMDB00671 | pink | −5.76 (−7.19 to −4.33) | 2.61E−15 | 6.97E−13 |
| Tryptophan | tryptophan metabolism | HMDB00929 | brown | −4.51 (−5.87 to −3.15) | 7.21E−11 | 1.92E−8 |
| Imidazole lactate | histidine metabolism | HMDB02320 | pink | −4.82 (−6.28 to −3.35) | 1.12E−10 | 2.98E−8 |
| 4-Hydroxyphenylpyruvate | tyrosine metabolism | HMDB00707 | brown | −4.47 (−5.89 to −3.06) | 5.89E−10 | 1.55E−7 |
| α-Hydroxyisocaproate | leucine, isoleucine, and valine metabolism | HMDB00746 | pink | −4.29 (−5.74 to −2.85) | 6.22E−9 | 1.64E−6 |
| Asparagine | alanine and aspartate metabolism | HMDB00168 | brown | −4.42 (−5.93 to −2.90) | 1.03E−8 | 2.70E−6 |
| Methionine | methionine, cysteine, S-adenosyl methionine (SAM), and taurine metabolism | HMDB00696 | brown | −3.97 (−5.36 to −2.59) | 1.86E−8 | 4.86E−6 |
| N-Acetylcarnosine | dipeptide derivative | HMDB12881 | pink | −3.83 (−5.18 to −2.49) | 2.36E−8 | 6.13E−6 |
| 2-Hydroxy-3-methylvalerate | leucine, isoleucine, and valine metabolism | HMDB00317 | pink | −3.98 (−5.51 to −2.46) | 3.03E−7 | 7.85E−5 |
| Tyrosine | tyrosine metabolism | HMDB00158 | brown | −3.51 (−4.89 to −2.12) | 7.25E−7 | 1.87E−4 |
| Choline phosphate | phospholipid metabolism | HMDB01565 | gray | −3.42 (−4.80 to −2.04) | 1.20E−6 | 3.07E−4 |
| N-Acetylleucine | leucine, isoleucine, and valine metabolism | HMDB11756 | green-yellow | −3.35 (−4.75 to −1.95) | 2.60E−6 | 6.67E−4 |
| Catechol sulfate | benzoate metabolism | HMDB59724 | turquoise | −3.36 (−4.77 to −1.95) | 2.98E−6 | 7.59E−4 |
| Histidine | histidine metabolism | HMDB00177 | brown | −3.15 (−4.51 to −1.80) | 5.07E−6 | 1.29E−3 |
| Phenylpyruvate | phenylalanine metabolism | HMDB00205 | pink | −3.24 (−4.64 to −1.84) | 5.71E−6 | 1.45E−3 |
| N-(2-Furoyl)glycine | food component/plant | HMDB00439 | turquoise | −3.38 (−4.87 to −1.89) | 8.84E−6 | 2.23E−3 |
| Isovalerylcarnitine (C5) | leucine, isoleucine, and valine metabolism | HMDB00688 | red | −3.13 (−4.55 to −1.70) | 1.71E−5 | 4.29E−3 |
| Glucuronate | aminosugar metabolism | HMDB00127 | gray | 2.82 (1.53–4.11) | 1.89E−5 | 4.73E−3 |
| Theobromine | xanthine metabolism | HMDB02825 | gray | −2.80 (−4.09 to −1.51) | 2.06E−5 | 5.12E−3 |
| Hippurate | benzoate metabolism | HMDB00714 | turquoise | −3.06 (−4.47 to −1.65) | 2.12E−5 | 5.26E−3 |
| O-Methylcatechol sulfate | benzoate metabolism | HMDB60013 | turquoise | −2.99 (−4.40 to −1.57) | 3.60E−5 | 8.90E−3 |
| Tiglylcarnitine (C5:1-DC) | leucine, isoleucine, and valine metabolism | HMDB02366 | red | −3.12 (−4.61 to −1.64) | 3.66E−5 | 9.00E−3 |
| 3-Hydroxybutyrate (BHBA) | ketone bodies | HMDB00357 | blue | 2.82 (1.47–4.16) | 3.92E−5 | 9.60E−3 |
| 2-Methylbutyrylcarnitine (C5) | leucine, isoleucine and valine metabolism | HMDB00378 | red | −3.03 (−4.49 to −1.58) | 4.52E−5 | 1.10E−2 |
| N-Palmitoylglycine | fatty acid metabolism (acyl glycine) | HMDB13034 | blue | 2.92 (1.48–4.37) | 7.22E−5 | 1.75E−2 |
| Betaine | glycine, serine, and threonine metabolism | HMDB00043 | gray | −2.87 (−4.33 to −1.40) | 1.22E−4 | 2.95E−2 |
| p-Cresol-glucuronide∗ | tyrosine metabolism | HMDB11686 | purple | 2.80 (1.36–4.23) | 1.32E−4 | 3.18E−2 |
| 3-Methyl catechol sulfate (1) | benzoate metabolism | HMDB0240662 | turquoise | −2.77 (−4.21 to −1.32) | 1.72E−4 | 4.13E−2 |
| N-Acetyltyrosine | tyrosine metabolism | HMDB00866 | green-yellow | −2.73 (−4.15 to −1.30) | 1.81E−4 | 4.33E−2 |
| Xanthurenate | tryptophan metabolism | HMDB00881 | pink | −2.82 (−4.30 to −1.34) | 1.89E−4 | 4.51E−2 |
HMDB, Human Metabolite Database identifier. Metabolite module denotes the WGCNA module in which the metabolite falls.
Mean differences are adjusted for age, gender, and race; values displayed denote mean differences per SD in metabolite levels.