Table 2.
Class | HMDB | KEGG | Metabolite | p-Value | FDR | Fold Change | VIP | Trend |
---|---|---|---|---|---|---|---|---|
Amino Acids | HMDB0000182 | C00047 | Lysine | 2.652 × 10−3 | 0.029 | 0.687 | 1.56 | ↓ |
Amino Acids | HMDB0000177 | C00135 | Histidine | 9.229 × 10−4 | 0.018 | 0.679 | 1.72 | ↓ |
Amino Acids | HMDB0000214 | C00077 | Ornithine | 3.546 × 10−2 | 0.102 | 0.636 | 1.14 | ↓ |
Amino Acids | HMDB0000641 | C00064 | Glutamine | 1.768 × 10−2 | 0.065 | 0.768 | 1.20 | ↓ |
Amino Acids | HMDB0000148 | C00025 | Glutamic acid | 1.469 × 10−2 | 0.064 | 0.616 | 1.46 | ↓ |
Amino Acids | HMDB0000271 | C00213 | Sarcosine | 5.196 × 10−3 | 0.039 | 0.563 | 1.39 | ↓ |
Amino Acids | HMDB0000056 | C00099 | beta-Alanine | 1.050 × 10−3 | 0.018 | 0.428 | 1.93 | ↓ |
Amino Acids | HMDB0000161 | C00041 | Alanine | 7.578 × 10−5 | 0.005 | 0.591 | 1.89 | ↓ |
Amino Acids | HMDB0000112 | C00334 | GABA | 8.931 × 10−3 | 0.053 | 0.461 | 1.45 | ↓ |
Amino Acids | HMDB0000187 | C00065 | Serine | 1.295 × 10−2 | 0.064 | 0.670 | 1.35 | ↓ |
Amino Acids | HMDB0002108 | NA | Methylcysteine | 4.871 × 10−4 | 0.013 | 0.461 | 1.69 | ↓ |
Amino Acids | HMDB0000158 | C00082 | Tyrosine | 1.150 × 10−2 | 0.063 | 0.502 | 1.34 | ↓ |
Amino Acids | HMDB0000168 | C00152 | Asparagine | 3.886 × 10−3 | 0.035 | 0.558 | 1.45 | ↓ |
Amino Acids | HMDB0000684 | C00328 | Kynurenine | 2.165 × 10−5 | 0.002 | 0.273 | 1.77 | ↓ |
Amino Acids | HMDB0000191 | C00049 | Aspartic acid | 4.326 × 10−2 | 0.117 | 0.697 | 1.36 | ↓ |
Amino Acids | HMDB0000766 | NA | N-Acetyalanine | 5.196 × 10−3 | 0.039 | 0.581 | 1.39 | ↓ |
Amino Acids | HMDB0000123 | C00037 | Glycine | 3.805 × 10−4 | 0.013 | 0.691 | 1.68 | ↓ |
Amino Acids | HMDB0000162 | C00148 | Proline | 2.879 × 10−3 | 0.029 | 0.432 | 1.51 | ↓ |
Amino Acids | HMDB0000532 | NA | Acetylglycine | 1.553 × 10−2 | 0.064 | 0.753 | 1.36 | ↓ |
Amino Acids | HMDB0002931 | NA | N-Acetylserine | 3.546 × 10−2 | 0.102 | 0.529 | 1.36 | ↓ |
Amino Acids | HMDB0000883 | C00183 | Valine | 1.615 × 10−2 | 0.064 | 0.719 | 1.27 | ↓ |
Amino Acids | HMDB0000267 | C01879 | Pyroglutamic acid | 6.841 × 10−3 | 0.047 | 0.662 | 1.46 | ↓ |
Amino Acids | HMDB0000696 | C00073 | Methionine | 1.854 × 10−2 | 0.065 | 0.568 | 1.27 | ↓ |
Amino Acids | HMDB0000687 | C00123 | Leucine | 8.931 × 10−3 | 0.053 | 0.610 | 1.32 | ↓ |
Amino Acids | HMDB0000929 | C00078 | Tryptophan | 1.469 × 10−2 | 0.064 | 0.633 | 1.09 | ↓ |
Amino Acids | HMDB0000001 | C01152 | 1-Methylhistidine | 8.977 × 10−4 | 0.018 | 0.701 | 1.59 | ↓ |
Amino Acids | HMDB0000452 | C02356 | alpha-Aminobutyric acid | 3.886 × 10−3 | 0.035 | 0.450 | 1.44 | ↓ |
Amino Acids | HMDB0001149 | C00430 | 5-Aminolevulinic acid | 6.915 × 10−3 | 0.047 | 0.590 | 1.32 | ↓ |
Amino Acids | HMDB0000725 | C01157 | 4-Hydroxyproline | 5.550 × 10−3 | 0.040 | 0.752 | 1.49 | ↓ |
Benzenoids | HMDB0000669 | C05852 | ortho-Hydroxyphenylacetic acid | 1.628 × 10−2 | 0.064 | 1.722 | 1.40 | ↑ |
Bile Acids | HMDB0000896 | C05463 | TDCA | 4.498 × 10−2 | 0.121 | 0.696 | 1.27 | ↓ |
Bile Acids | HMDB0000722 | C02592 | TLCA | 1.130 × 10−2 | 0.063 | 0.616 | 1.26 | ↓ |
Bile Acids | HMDB0000733 | NA | HDCA | 2.352 × 10−2 | 0.076 | 0.077 | 1.46 | ↓ |
Carbohydrates | HMDB0000943 | C01620 | Threonic acid | 3.723 × 10−2 | 0.105 | 0.702 | 1.15 | ↓ |
Carbohydrates | HMDB0000150 | C00198 | Gluconolactone | 1.902 × 10−2 | 0.065 | 0.712 | 1.42 | ↓ |
Carbohydrates | HMDB0000613 | NA | Erythronic acid | 1.774 × 10−2 | 0.064 | 0.661 | 1.37 | ↓ |
Carbohydrates | HMDB0000230 | C00270 | N-Acetylneuraminic acid | 2.879 × 10−3 | 0.029 | 0.534 | 1.63 | ↓ |
Carbohydrates | HMDB0000122 | C00221 | Glucose | 4.871 × 10−4 | 0.013 | 0.606 | 1.64 | ↓ |
Carbohydrates | HMDB0000740 | C07064 | Lactulose | 2.879 × 10−3 | 0.029 | 0.383 | 1.25 | ↓ |
Carbohydrates | NA | NA | Maltose/Lactose | 4.871 × 10−4 | 0.013 | 0.424 | 1.15 | ↓ |
Carbohydrates | HMDB0001262 | C01835 | Maltotriose | 2.364 × 10−3 | 0.029 | 0.664 | 1.61 | ↓ |
Carbohydrates | HMDB0000215 | C00140 | N-Acetyl-D-glucosamine | 8.931 × 10−3 | 0.053 | 0.504 | 1.48 | ↓ |
Carbohydrates | HMDB0000956 | C00898 | Tartaric acid | 8.127 × 10−3 | 0.053 | 0.604 | 1.16 | ↓ |
Carbohydrates | HMDB0000867 | C01685 | Ribonic acid | 1.469 × 10−2 | 0.064 | 0.239 | 1.50 | ↓ |
Carnitines | HMDB0002013 | C02862 | Butyrylcarnitine | 1.245 × 10−2 | 0.064 | 0.349 | 1.29 | ↓ |
Carnitines | HMDB0000378 | NA | 2-Methylbutyroylcarnitine | 1.505 × 10−3 | 0.022 | 0.509 | 1.33 | ↓ |
Carnitines | NA | NA | 3-Hydroxylisovalerylcarnitine | 1.616 × 10−2 | 0.064 | 0.739 | 1.17 | ↓ |
Carnitines | HMDB0000791 | C02838 | Octanoylcarnitine | 1.578 × 10−2 | 0.064 | 0.897 | 1.13 | ↓ |
Carnitines | HMDB0002250 | NA | Dodecanoylcarnitine | 2.223 × 10−2 | 0.074 | 1.107 | 1.29 | ↑ |
Fatty Acids | HMDB0000784 | C08261 | Azelaic acid | 2.959 × 10−3 | 0.029 | 1.130 | 1.72 | ↑ |
Fatty Acids | HMDB0000792 | C08277 | Sebacic acid | 1.727 × 10−2 | 0.065 | 1.099 | 1.35 | ↑ |
Fatty Acids | HMDB0000448 | C06104 | Adipic acid | 1.469 × 10−2 | 0.064 | 0.708 | 1.12 | ↓ |
Fatty Acids | HMDB0001388 | C06427 | alpha-Linolenic acid | 1.469 × 10−2 | 0.064 | 0.609 | 1.25 | ↓ |
Fatty Acids | NA | NA | 10,13-Nonadecadienoic acid | 2.920 × 10−2 | 0.090 | 0.597 | 1.18 | ↓ |
Fatty Acids | HMDB0001999 | C06428 | EPA | 5.196 × 10−3 | 0.039 | 0.433 | 1.40 | ↓ |
Fatty Acids | HMDB0001043 | C00219 | Arachidonic acid | 1.150 × 10−2 | 0.063 | 0.504 | 1.42 | ↓ |
Fatty Acids | HMDB0002925 | C03242 | Dihomo-gamma-linolenic acid | 3.546 × 10−2 | 0.102 | 0.635 | 1.25 | ↓ |
Fatty Acids | HMDB0002183 | C06429 | DHA | 1.469 × 10−2 | 0.064 | 0.475 | 1.50 | ↓ |
Fatty Acids | HMDB0006528 | C16513 | DPA | 1.854 × 10−2 | 0.065 | 0.626 | 1.02 | ↓ |
Indoles | HMDB0000197 | C00954 | Indoleacetic acid | 2.191 × 10−2 | 0.074 | 1.097 | 1.25 | ↑ |
Organic Acids | HMDB0000661 | C00489 | Glutaric acid | 2.890 × 10−2 | 0.090 | 0.824 | 1.26 | ↓ |
Organic Acids | HMDB0000072 | C02341 | Aconitic acid | 1.398 × 10−2 | 0.064 | 1.164 | 1.42 | ↑ |
Organic Acids | HMDB0000128 | C00581 | Guanidoacetic acid | 5.196 × 10−3 | 0.039 | 0.510 | 1.47 | ↓ |
Organic Acids | HMDB0000357 | C01089 | 3-Hydroxybutyric acid | 1.050 × 10−3 | 0.018 | 0.609 | 1.88 | ↓ |
Organic Acids | HMDB0000008 | C05984 | 2-Hydroxybutyric acid | 4.014 × 10−3 | 0.035 | 0.554 | 1.54 | ↓ |
Organic Acids | HMDB0000176 | C01384 | Maleic acid | 2.349 × 10−2 | 0.076 | 0.740 | 1.17 | ↓ |
Peptides | HMDB0000721 | NA | Glycylproline | 1.854 × 10−2 | 0.065 | 0.542 | 1.00 | ↓ |
SCFAs | HMDB0000042 | C00033 | Acetic acid | 2.711 × 10−2 | 0.086 | 0.699 | 1.39 | ↓ |
SCFAs | HMDB0000754 | NA | 3-Hydroxyisovaleric acid | 3.115 × 10−2 | 0.094 | 0.528 | 1.41 | ↓ |
SCFAs | HMDB0000039 | C00246 | Butyric acid | 1.835 × 10−4 | 0.010 | 0.456 | 1.85 | ↓ |
SCFAs | HMDB0000535 | C01585 | Caproic acid | 1.609 × 10−2 | 0.064 | 0.625 | 1.39 | ↓ |
SCFAs | HMDB0002176 | C18319 | Ethylmethylacetic acid | 1.462 × 10−5 | 0.002 | 0.350 | 2.06 | ↓ |
SCFAs | HMDB0000718 | C08262 | Isovaleric acid | 1.508 × 10−3 | 0.022 | 0.542 | 1.72 | ↓ |
SCFAs | HMDB0000892 | C00803 | Valeric acid | 1.556 × 10−3 | 0.022 | 0.674 | 1.63 | ↓ |
Variable of importance in the project (VIP) was obtained using OPLS-DA with a threshold of 1.0. p-value was calculated using Student’s t-test or Mann-Whitney U-test, depending on the normality of data and homogeneity of variance. ↓, decrease. ↑, increase. HMDB, Human Metabolome Database. KEGG, Kyoto Encyclopedia of Genes and Genomes. TDCA, taurodeoxycholic acid. TLCA, taurolithocholic acid. HDCA, hyodeoxycholic acid. GABA, γ-aminobutyric acid. EPA, eicosapentaenoic acid. DHA, docosahexaenoic acid. DPA, docosapentaenoic acid.