Table 2.
Twenty-four known metabolites out of the 25 biologically and technically replicated metabolites.
Metabolite | HMDB | Super pathway | Sub pathway | Batch | Median of normalized data | Four age group comparison | Pairwise comparisons | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
KW test | Spearman test | Mann-Whitney p < 0.001* | ||||||||||||
Infant (AG1) | Early childhood (AG2) | Late childhood (AG3) | Adolescent (AG4) | p-value | Rho | p-value | AG1 vs. AG2 | AG1 vs. AG3 | AG1 vs. AG4 | |||||
10-heptadecenoate (17:1n7) | HMDB60038 | Lipid | Long chain fatty acid | 1 | −1.30 | 0.46 | 0.87 | 0.38 | 3.13E-07 | 0.74 | 1.42E-09 | x | x | x |
2 | −1.16 | 0.55 | 0.60 | 0.31 | 2.41E-06 | 0.65 | 6.94E-07 | x | x | x | ||||
3 | −0.75 | 0.22 | 0.91 | 0.01 | 1.34E-05 | 0.68 | 6.58E-08 | x | ||||||
10-non-adecenoate (19:1n9) | HMDB13622 | Lipid | Long chain fatty acid | 1 | −1.20 | 0.46 | 0.71 | 0.01 | 6.56E-07 | 0.66 | 3.15E-07 | x | x | x |
2 | −1.08 | 0.78 | 0.69 | 0.08 | 1.16E-06 | 0.55 | 4.58E-05 | x | x | |||||
3 | −0.87 | 0.62 | 0.86 | 0.11 | 2.08E-05 | 0.64 | 4.69E-07 | x | ||||||
Margarate (17:0) | HMDB02259 | Lipid | Long chain fatty acid | 1 | −0.98 | 0.53 | 0.31 | 0.09 | 1.72E-06 | 0.62 | 2.11E-06 | x | x | x |
2 | −0.84 | 0.56 | 0.71 | −0.08 | 3.29E-06 | 0.52 | 1.55E-04 | x | x | |||||
3 | −0.72 | 0.56 | 0.70 | 0.15 | 1.66E-05 | 0.66 | 1.70E-07 | x | ||||||
Taurodeoxycholate | HMDB00951 | Lipid | Primary bile acid metabolism | 1 | −1.55 | 0.10 | −0.10 | 0.00 | 1.60E-04 | 0.51 | 2.18E-04 | x | x | |
2 | −3.18 | 0.20 | −0.09 | 0.13 | 6.21E-06 | 0.57 | 2.12E-05 | x | x | x | ||||
3 | −2.17 | −0.04 | 0.10 | 0.20 | 1.61E-06 | 0.76 | 1.39E-10 | x | x | |||||
Beta-alanine | HMDB00056 | Nucleotide | Pyrimidine metabolism, uracil containing | 1 | 1.00 | −0.53 | 0.23 | −0.58 | 8.71E-05 | −0.48 | 5.02E-04 | x | x | |
2 | 1.03 | −0.36 | −0.15 | −0.75 | 2.60E-05 | −0.50 | 2.77E-04 | x | x | |||||
3 | 0.91 | −0.62 | −0.18 | −0.74 | 1.63E-04 | −0.48 | 4.63E-04 | |||||||
Pseudouridine | HMDB00767 | Nucleotide | Pyrimidine metabolism, uracil containing | 1 | 0.95 | −0.04 | −0.43 | −0.68 | 3.90E-06 | −0.69 | 4.25E-08 | x | x | x |
2 | 0.97 | −0.38 | −0.28 | −0.63 | 4.03E-05 | −0.57 | 2.65E-05 | x | x | x | ||||
3 | 1.09 | −0.79 | −1.14 | −0.36 | 1.34E-08 | −0.82 | 5.61E-13 | x | x | x | ||||
Uridine | HMDB00296 | Nucleotide | Pyrimidine metabolism, uracil containing | 1 | −0.97 | 0.42 | 0.33 | 0.45 | 2.88E-06 | 0.60 | 7.99E-06 | x | x | x |
2 | −0.96 | 0.24 | 0.05 | 0.35 | 2.73E-05 | 0.51 | 2.45E-04 | x | x | x | ||||
3 | −0.77 | 0.58 | 0.82 | 0.38 | 1.34E-08 | 0.85 | 3.83E-15 | x | x | x | ||||
Hypoxanthine | HMDB00157 | Nucleotide | Purine metabolism, (Hypo)Xanthine/Inosine containing | 1 | −1.83 | 0.66 | 0.73 | 0.77 | 1.81E-06 | 0.64 | 1.20E-06 | x | x | x |
2 | −2.71 | 1.07 | 1.00 | 1.40 | 9.45E-06 | 0.58 | 1.51E-05 | x | x | x | ||||
3 | −0.58 | 0.21 | 0.91 | 0.43 | 8.54E-08 | 0.82 | 2.95E-13 | x | x | x | ||||
Inosine | HMDB00195 | Nucleotide | Purine metabolism, (Hypo)Xanthine/Inosine containing | 1 | −1.70 | 0.60 | 0.73 | 0.82 | 2.53E-06 | 0.65 | 4.88E-07 | x | x | x |
2 | −2.17 | 0.78 | 0.77 | 1.37 | 3.13E-06 | 0.60 | 6.54E-06 | x | x | x | ||||
3 | −1.16 | 0.83 | 1.07 | 0.57 | 8.44E-08 | 0.80 | 4.07E-12 | x | x | x | ||||
Urate | HMDB00289 | Nucleotide | Purine metabolism, (Hypo)Xanthine/Inosine containing | 1 | 1.47 | −0.37 | −0.54 | −1.09 | 1.31E-06 | −0.65 | 5.23E-07 | x | x | x |
2 | 2.04 | −0.83 | −0.38 | −1.40 | 6.32E-06 | −0.56 | 2.94E-05 | x | x | x | ||||
3 | 1.03 | −1.19 | 0.65 | −0.48 | 1.43E-05 | −0.64 | 5.04E-07 | x | x | |||||
S-adenosylhomocysteine (SAH) | HMDB00939 | Amino acid | Methionine, cysteine, SAM, and taurine metabolism | 1 | −1.21 | 0.39 | 0.57 | 0.34 | 2.82E-06 | 0.67 | 1.65E-07 | x | x | x |
2 | −1.28 | 0.22 | 0.07 | 0.03 | 2.07E-05 | 0.54 | 7.29E-05 | x | x | x | ||||
3 | −0.91 | 0.75 | 0.75 | 0.43 | 2.30E-06 | 0.68 | 4.18E-08 | x | x | x | ||||
Gamma-glutamylmethionine | HMDB29155 | Peptide | Gamma-glutamyl amino acid | 1 | −0.69 | 0.31 | −0.13 | 0.34 | 4.92E-04 | 0.33 | 2.35E-02 | x | x | |
2 | −1.20 | 0.21 | 0.67 | 0.41 | 1.88E-05 | 0.68 | 8.57E-08 | x | x | x | ||||
3 | −1.40 | 1.08 | 0.88 | 1.19 | 3.10E-06 | 0.66 | 2.08E-07 | x | x | |||||
Prolylglycine | HMDB11178 | Peptide | Dipeptide | 1 | −0.78 | −0.13 | 0.55 | 0.14 | 5.95E-05 | 0.68 | 1.10E-07 | x | x | |
2 | −0.76 | −0.19 | 0.84 | 0.14 | 3.17E-05 | 0.71 | 1.97E-08 | x | ||||||
3 | −0.93 | 0.39 | 0.73 | 0.38 | 3.65E-05 | 0.65 | 2.53E-07 | x | ||||||
Nicotinamide | HMDB00902 | Cofactors and vitamins | Nicotinate and nicotinamide metabolism | 1 | −0.92 | 0.44 | 0.28 | 0.41 | 3.34E-06 | 0.57 | 2.80E-05 | x | x | x |
2 | −0.87 | 0.44 | 0.21 | 0.52 | 1.55E-06 | 0.51 | 1.90E-04 | x | x | x | ||||
3 | −0.74 | 0.64 | 0.76 | 0.54 | 3.90E-08 | 0.83 | 1.52E-13 | x | x | x | ||||
Nicotinamide adenine dinucleotide (NAD+) | HMDB00229 | Cofactors and vitamins | Nicotinate and nicotinamide metabolism | 1 | −1.50 | 0.47 | 0.54 | 0.25 | 2.89E-06 | 0.56 | 3.64E-05 | x | x | x |
2 | −0.88 | 0.43 | 0.36 | 0.08 | 1.97E-05 | 0.48 | 5.52E-04 | x | x | x | ||||
3 | −1.17 | 0.72 | 0.95 | 0.67 | 7.02E-08 | 0.78 | 2.25E-11 | x | x | x | ||||
Glycolithocholate sulfate* | HMDB02639 | Cofactors and vitamins | Secondary bile acid metabolism | 1 | −1.02 | −0.05 | 0.22 | 0.81 | 9.35E-03 | 0.48 | 5.51E-04 | |||
2 | −2.46 | 0.16 | 0.53 | 0.74 | 1.55E-05 | 0.68 | 9.77E-08 | x | x | x | ||||
3 | −1.85 | −0.10 | 0.78 | 0.59 | 6.76E-07 | 0.79 | 1.38E-11 | x | x | |||||
Heme | HMDB03178 | Cofactors and vitamins | Hemoglobin and porphyrin metabolism | 1 | −0.49 | −1.07 | −1.31 | −1.10 | 7.81E-04 | −0.54 | 6.87E-05 | |||
2 | 1.16 | −1.68 | −1.95 | −1.64 | 3.22E-06 | −0.67 | 2.25E-07 | x | x | x | ||||
3 | 1.64 | −1.82 | −2.26 | −1.58 | 1.71E-08 | −0.86 | 1.52E-15 | x | x | x | ||||
Hippurate | HMDB00714 | Xenobiotics | Benzoate metabolism | 1 | −2.15 | 0.75 | 0.66 | 0.93 | 4.90E-05 | 0.59 | 8.63E-06 | x | x | x |
2 | −1.99 | 0.63 | 0.76 | 1.25 | 5.32E-05 | 0.58 | 1.54E-05 | x | x | x | ||||
3 | −1.75 | 1.47 | 1.36 | 1.96 | 4.45E-06 | 0.64 | 7.07E-07 | x | x | x | ||||
Lactobionate | Carbohydrate | Disaccharides and oligosaccharides | 1 | −3.12 | 0.16 | −0.03 | −0.21 | 3.04E-06 | 0.57 | 1.93E-05 | x | x | x | |
2 | −3.46 | 0.63 | 0.45 | 0.54 | 1.22E-05 | 0.54 | 7.82E-05 | x | x | x | ||||
3 | −3.08 | 1.12 | 1.29 | 0.23 | 2.29E-05 | 0.63 | 8.42E-07 | x | ||||||
Mannose | HMDB00169 | Carbohydrate | Fructose, mannose, and galactose metabolism | 1 | −1.25 | 0.23 | 0.51 | 0.64 | 2.57E-06 | 0.71 | 2.18E-08 | x | x | x |
2 | −0.97 | 0.17 | 0.38 | 0.52 | 2.52E-06 | 0.66 | 3.91E-07 | x | x | x | ||||
3 | −0.94 | 0.57 | 0.92 | 0.66 | 1.50E-07 | 0.80 | 2.28E-12 | x | x | x | ||||
Raffinose | HMDB03213 | Carbohydrate | Disaccharides and oligosaccharides | 1 | −2.87 | 0.47 | 0.11 | 0.34 | 7.21E-06 | 0.55 | 5.55E-05 | x | x | x |
2 | −1.05 | 0.07 | 0.62 | −0.04 | 7.20E-06 | 0.56 | 3.41E-05 | x | x | x | ||||
3 | −1.01 | 0.48 | 0.68 | −0.42 | 1.01E-05 | 0.66 | 1.66E-07 | x | x | |||||
Ribose | HMDB00283 | Carbohydrate | Pentose metabolism | 1 | −0.92 | 0.40 | 0.84 | 0.41 | 1.81E-05 | 0.67 | 2.40E-07 | x | x | x |
2 | −1.05 | 0.26 | 0.62 | 0.42 | 5.04E-05 | 0.62 | 2.17E-06 | x | x | x | ||||
3 | −1.01 | 0.22 | 0.7s3 | 0.52 | 1.03E-05 | 0.70 | 1.69E-08 | x | x | |||||
Hexanoylglutamine | 1 | −1.60 | 0.33 | 0.42 | 0.83 | 1.81E-06 | 0.70 | 2.68E-08 | x | x | x | |||
2 | −1.49 | 0.54 | 0.43 | 0.79 | 5.18E-06 | 0.64 | 9.67E-07 | x | x | x | ||||
3 | −1.88 | 0.57 | 1.54 | 0.74 | 3.89E-08 | 0.84 | 3.05E-14 | x | x | x | ||||
Succinylcarnitine | HMDB61717 | Energy | TCA cycle | 1 | −1.31 | 0.32 | 0.95 | 0.61 | 1.33E-06 | 0.74 | 1.38E-09 | x | x | x |
2 | −1.24 | 0.40 | 0.96 | 0.36 | 5.27E-06 | 0.66 | 3.28E-07 | x | x | x | ||||
3 | −1.17 | 0.68 | 1.22 | 0.20 | 3.64E-08 | 0.83 | 1.07E-13 | x | x | x |
No Mann-Whitney Tests between Early Childhood, Late Childhood or Adolescent had p < 0.001.