| Literature DB >> 28121990 |
Mitsuharu Matsumoto1,2, Takushi Ooga3, Ryoko Kibe2, Yuji Aiba4, Yasuhiro Koga4, Yoshimi Benno2.
Abstract
Low-molecular-weight metabolites produced by the intestinal microbiome play a direct role in health and disease. However, little is known about the ability of the colon to absorb these metabolites. It is also unclear whether these metabolites are bioavailable. Here, metabolomics techniques (capillary electrophoresis with time-of-flight mass spectrometry, CE-TOFMS), germ-free (GF) mice, and colonized (Ex-GF) mice were used to identify the colonic luminal metabolites transported to colonic tissue and/or blood. We focused on the differences in each metabolite between GF and Ex-GF mice to determine the identities of metabolites that are transported to the colon and/or blood. CE-TOFMS identified 170, 246, 166, and 193 metabolites in the colonic feces, colonic tissue, portal plasma, and cardiac plasma, respectively. We classified the metabolites according to the following influencing factors: (i) the membrane transport system of the colonocytes, (ii) metabolism during transcellular transport, and (iii) hepatic metabolism based on the similarity in the ratio of each metabolite between GF and Ex-GF mice and found 62 and 22 metabolites that appeared to be absorbed from the colonic lumen to colonocytes and blood, respectively. For example, 11 basic amino acids were transported to the systemic circulation from the colonic lumen. Furthermore, many low-molecular-weight metabolites influenced by the intestinal microbiome are bioavailable. The present study is the first to report the transportation of metabolites from the colonic lumen to colonocytes and somatic blood in vivo, and the present findings are critical for clarifying host-intestinal bacterial interactions.Entities:
Mesh:
Year: 2017 PMID: 28121990 PMCID: PMC5266324 DOI: 10.1371/journal.pone.0169207
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Estimation of metabolites to transport to body from colonic lumen using the difference of concentration between GF and Ex-GF mice (Ex-GF/GF ratio).
(A) Metabolites with similar Ex-GF/GF ratios in colonic feces, colonic tissue, portal plasma, and cardiac plasma were considered to be transported from the colonic lumen to cardiac blood. (B) Metabolites with different Ex-GF/GF ratios between colonic feces and colonic tissue are controlled by (i) membrane transport system (C) Metabolites with different Ex-GF/GF ratios between colonic tissue and portal plasma are controlled by (ii) metabolism during transcellular transport. (D) Metabolites with different Ex-GF/GF ratios between portal plasma and portal.
Fig 2Differences in the metabolomes of GF and Ex-GF mice.
(A) Number of metabolites that were significantly (p < 0.05) or not significantly different between GF and Ex-GF mice.(B) PCA of metabolome profiles. Fec-Ex, colonic feces of Ex-GF mice; Fec-GF, colonic feces of GF mice; Col-Ex, colon of Ex-GF mice; Col-GF, colon of GF mice; PP-Ex, portal plasma of Ex-GF mice; PP-GF, portal plasma of GF mice; CP-Ex, cardiac plasma of Ex-GF mice; CP-GF, cardiac plasma of GF mice.(C) PCA of metabolome profiles in each specimen.
The ExGF/GF ratio and the influence of 3 gateways on each metabolite detected in the colonic feces, colon, portal plasma, and cardiac plasma.
| Metbolites | Category | ExGF/GF ratio | Membrane transport system of colonocytes | ExGF/GF ratio | Metabolism during transcellular transport | ExGF/GF ratio | Hepatic metabolism | ExGF/GF ratio | |||
|---|---|---|---|---|---|---|---|---|---|---|---|
| KEGG ID | Colonic feces | Colon | Portal plasma | Cardiac plasma | |||||||
| (HMDB ID) | |||||||||||
| 1 | Cytosine | Base/nucleotide | C00380 | 1.43 | unclear | NA | |||||
| 2 | Cholic acid | C00695 | 1.71 | ||||||||
| 3 | Pipecolic acid | C00408 | 2.45 | 1.61 | 1.66 | ||||||
| 4 | Stachydrine | C10172 | 1.14 | 0.94 | 0.84 | 0.90 | |||||
| 5 | Phe | Amino acid | C00079 | 0.76 | 0.64 | 0.76 | 0.83 | ||||
| 6 | Val | Amino acid | C00183 | 0.66 | 0.66 | 0.61 | 0.64 | ||||
| 7 | Lys | Amino acid | C00047 | 0.66 | 0.41 | 0.70 | 0.74 | ||||
| 8 | Ile | Amino acid | C00407 | 0.64 | 0.56 | 0.57 | 0.60 | ||||
| 9 | 5-Hydroxylysine | C16741 | 0.60 | 0.50 | 0.59 | 0.72 | |||||
| 10 | Leu | Amino acid | C00123 | 0.58 | 0.60 | 0.63 | 0.65 | Ex-GF/GF | |||
| 11 | N8-Acetylspermidine | C01029 | 0.51 | 0.37 | 0.67 | 0.82 | 3 | ||||
| 12 | Ser | Amino acid | C00065 | 0.50 | 0.36 | 0.56 | 0.59 | 2.5 | |||
| 13 | C02997 | 0.44 | 0.78 | 0.87 | 0.69 | 2 | |||||
| 14 | Gly | Amino acid | C00037 | 0.44 | 0.75 | 0.56 | 0.55 | 1.5 | |||
| 15 | His | Amino acid | C00135 | 0.39 | 0.43 | 0.76 | 0.87 | 1 | |||
| 16 | Thr | Amino acid | C00188 | 0.18 | 0.30 | 0.50 | 0.54 | 0.67 | |||
| 17 | Arg | Amino acid | C00062 | 0.15 | 0.28 | 0.37 | 0.89 | 0.5 | |||
| 18 | Pro | Amino acid | C00148 | 0.14 | 0.38 | 0.57 | 0.63 | 0.4 | |||
| 19 | Hydroxyproline | Amino acid | C01015 | 0.05 | 0.22 | 0.47 | 0.54 | 0 | |||
| 20 | Creatinine | C00791 | 0.01 | 0.34 | 0.66 | 0.77 | |||||
| 21 | N-Acetyl-β-alanine | Alkylamino acid | C01073 | 0.40 | 0.73 | 1.52 | |||||
| 22 | 1-Methylnicotinamide | Alkylamino acid | C02918 | 0.51 | 0.50 | 0.45 | |||||
| 23 | Glutaric acid | C00489 | unclear | NA | ND | ||||||
| 24 | Valeric acid | Fatty acid | C00803 | 39.53 | 1.22 | ND | |||||
| 25 | 2-Aminobutyric acid | Amino acid | C02261 | 1.89 | 0.73 | 0.78 | |||||
| 26 | Sarcosine | Choline | C00213 | 2.43 | unclear | NA | unclear | 0.42 | |||
| 27 | 1-Methyl-4-imidazoleacetic acid | Alkylamino acid | C05828 | 19.20 | 7.02 | 1.27 | 1.19 | ||||
| 28 | Lactic acid | Energy | C00186 | 1.04 | 0.93 | 1.29 | 1.19 | ||||
| 29 | Thiamine | Co-enzyme/its derivatives | C00378 | 0.98 | 1.18 | 1.73 | 1.75 | ||||
| 30 | 5-Oxoproline | C01879 | 0.88 | 0.75 | 1.43 | 2.11 | |||||
| 31 | Trp | Amino acid | C00078 | 0.83 | 0.89 | 0.75 | 0.88 | ||||
| 32 | Glu | Amino acid | C00025 | 0.78 | 0.89 | 1.94 | 1.29 | ||||
| 33 | Carnitine | C00318 | 0.26 | 0.69 | 0.99 | 1.02 | |||||
| 34 | Glucosamine | C00329 | 0.05 | 0.09 | unclear | NA | unclear | NA | |||
| 35 | Gluconic acid | C00257 | 0.01 | 0.20 | 1.52 | 1.10 | |||||
| 36 | 4-Guanidinobutyric acid | C01035 | 0.19 | 0.86 | 0.86 | ||||||
| 37 | Urea | C00086 | 0.71 | 0.96 | 0.99 | ||||||
| 38 | Ophthalmic acid | Peptide | (05765) | 0.21 | unclear | NA | unclear | 0.47 | |||
| 39 | Asp | Amino acid | C00049 | 1.24 | 1.10 | 2.04 | 1.35 | ||||
| 40 | 2'-Deoxycytidine | C00881 | 0.18 | 0.56 | 1.23 | 1.16 | |||||
| 41 | 5-Methoxyindoleacetic acid | Alkylamino acid | C05660 | 0.67 | 1.31 | ND | |||||
| 42 | S-Adenosylmethionine | Co-enzyme/its derivatives | C00019 | 0.74 | unclear | NA | unclear | 1.18 | |||
| 43 | Nicotinic acid | Co-enzyme/its derivatives | C00253 | 33.97 | ND | unclear | ND | ||||
| 44 | 5-Aminovaleric acid | Amino acid | C00431 | 32.55 | ND | unclear | ND | ||||
| 45 | 2,6-Diaminopimelic acid | Amino acid | C00666 | ND | unclear | ND | |||||
| 46 | p-Hydroxyphenylacetic acid | C00642 | ND | unclear | ND | ||||||
| 47 | 1H-Imidazole-4-propionic acid | - | ND | unclear | ND | ||||||
| 48 | Piperidine | C01746 | ND | unclear | ND | ||||||
| 49 | Adenine | C00147 | 1.72 | ND | unclear | ND | |||||
| 50 | Prostaglandin E2 | Neurotransmitter | C00584 | 1.66 | ND | unclear | ND | ||||
| 51 | N-Acetylglutamic acid | Alkylamino acid | C00624 | 1.62 | ND | unclear | 0.99 | ||||
| 52 | 4-Pyridoxic acid | C00847 | 4.46 | ND | unclear | ND | |||||
| 53 | N-Acetylornithine | Alkylamino acid | C00437 | 2.17 | 1.62 | ND | unclear | ND | |||
| 54 | N-Acetylputrescine | C02714 | 1.51 | 1.28 | ND | unclear | ND | ||||
| 55 | Methionine sulfoxide | C02989 | 1.01 | 1.18 | ND | unclear | 0.49 | ||||
| 56 | Thr-Asp | Peptide | - | 0.76 | 0.48 | ND | unclear | ND | |||
| 57 | Ser-Glu | Peptide | - | 0.73 | 0.47 | ND | unclear | ND | |||
| 58 | SDMA | (03334) | 0.57 | 0.59 | ND | unclear | 1.07 | ||||
| 59 | N6,N6,N6-Trimethyllysine | Alkylamino acid | C03793 | 0.24 | 0.11 | ND | unclear | ND | |||
| 60 | Guanosine | C00387 | 0.12 | 0.69 | ND | unclear | NA | ||||
| 61 | N-Acetylmethionine | Alkylamino acid | C02712 | 0.57 | ND | unclear | ND | ||||
| 62 | Gly-Asp | Peptide | - | 0.47 | ND | unclear | ND | ||||
| 63 | β-Ala | Amino acid | C00099 | 1.11 | 1.18 | 1.24 | |||||
| 64 | Pantothenic acid | Co-enzyme/its derivatives | C00864 | 0.85 | 1.07 | 1.45 | |||||
| 65 | Taurine | Amino acid | C00245 | 16.86 | 1.19 | 1.08 | 1.09 | ||||
| 66 | Citrulline | Amino acid | C00327 | 9.98 | 0.68 | 0.68 | 0.73 | ||||
| 67 | Ornithine | Amino acid | C00077 | 7.38 | 0.94 | 1.18 | 0.69 | ||||
| 68 | 3-Methylhistidine | Alkylamino acid | C01152 | 2.52 | 1.04 | 0.90 | 0.94 | ||||
| 69 | Pyridoxal | C00250 | 1.82 | 1.05 | 0.92 | 0.97 | |||||
| 70 | N6-Acetyllysine | Alkylamino acid | C02727 | 1.39 | 0.46 | 0.51 | 0.68 | ||||
| 71 | Met | Amino acid | C00073 | 1.02 | 0.41 | 0.52 | 0.57 | ||||
| 72 | Isethionic acid | C05123 | 1.00 | 0.69 | 0.65 | 0.45 | |||||
| 73 | Tyr | Amino acid | C00082 | 0.98 | 0.66 | 0.70 | 0.75 | ||||
| 74 | Ala | Amino acid | C00041 | 0.90 | 0.79 | 0.66 | 0.57 | ||||
| 75 | Gly-Leu | Peptide | C02155 | 0.86 | 0.25 | 0.66 | 0.47 | ||||
| 76 | Choline | Choline | C00114 | 0.26 | 1.24 | 0.94 | 1.46 | ||||
| 77 | Taurocholic acid | C05122 | 0.26 | 1.01 | 1.19 | 0.18 | |||||
| 78 | Betaine | Choline | C00719 | 0.49 | 0.99 | 0.82 | 0.84 | ||||
| 79 | Trimethylamine N-oxide | C01104 | 2.54 | 2.23 | 2.99 | ||||||
| 80 | O-Acetylcarnitine | C02571 | 0.14 | 0.88 | 1.20 | 1.19 | |||||
| 81 | 1-Methyladenosine | C02494 | 0.82 | 0.89 | 1.06 | ||||||
| 82 | Nicotinamide | Co-enzyme/its derivatives | C00153 | 0.89 | 0.98 | 0.62 | |||||
| 83 | N-Acetylaspartic acid | Neurotransmitter | C01042 | 1.21 | unclear | NA | ND | ||||
| 84 | N,N-Dimethylglycine | Choline | C01026 | 0.93 | 0.65 | 0.70 | |||||
| 85 | Succinic acid | Energy | C00042 | 1.00 | 2.18 | 0.88 | |||||
| 86 | 3-Phenylpropionic acid | C05629 | 0.67 | 1.13 | ND | ||||||
| 87 | Cytidine | C00475 | 0.72 | 1.65 | 1.32 | ||||||
| 88 | Ribulose 5-phosphate | Energy | C00199 | 0.81 | 1.29 | 1.17 | |||||
| 89 | Homoserine | Amino acid | C00263 | 0.91 | unclear | NA | unclear | 0.82 | |||
| 90 | Putrescine | C00134 | 17.15 | 1.06 | unclear | NA | unclear | 1.02 | |||
| 91 | γ-Butyrobetaine | C01181 | 8.97 | 1.08 | 0.53 | 0.57 | |||||
| 92 | Glyceric acid | C00258 | 7.33 | 0.49 | 1.10 | ND | |||||
| 93 | Hypoxanthine | C00262 | 5.01 | 0.94 | |||||||
| 94 | GABA | Neurotransmitter | C00334 | 3.66 | 1.11 | 1.26 | 4.20 | ||||
| 95 | Urocanic acid | C00785 | 3.52 | 1.02 | 1.30 | 0.57 | |||||
| 96 | Spermidine | C00315 | 2.85 | 0.96 | unclear | NA | unclear | 0.57 | |||
| 97 | Glycerol 3-phosphate | C00093 | 0.53 | 1.08 | 1.92 | 0.98 | |||||
| 98 | Uric acid | C00366 | 0.44 | 1.00 | 1.54 | 0.80 | |||||
| 99 | Gln | Amino acid | C00064 | 0.27 | 1.01 | 2.09 | 1.80 | ||||
| 100 | Creatine | C00300 | 0.22 | 1.07 | 1.42 | 1.14 | |||||
| 101 | Inosine | C00294 | 0.16 | 0.82 | |||||||
| 102 | Uridine | C00299 | 1.03 | unclear | NA | unclear | 1.55 | ||||
| 103 | Cystine | Peptide | C00491 | NA | 0.47 | 0.59 | |||||
| 104 | N-Methylproline | Alkylamino acid | - | NA | ND | unclear | ND | ||||
| 105 | Guanine | C00242 | 0.85 | ND | unclear | ND | |||||
| 106 | Arg-Glu | Peptide | - | 0.48 | ND | unclear | ND | ||||
| 107 | β-Ala-Lys | Peptide | C05341 | 0.37 | ND | unclear | ND | ||||
| 108 | Tyramine | Co-enzyme/its derivatives | C00483 | 1.19 | ND | unclear | NA | ||||
| 109 | Uracil | C00106 | 1.04 | ND | unclear | NA | |||||
| 110 | CMP | C00055 | 1.09 | ND | unclear | 1.07 | |||||
| 111 | Propionic acid | Fatty acid | C00163 | NA | ND | unclear | 1.03 | ||||
| 112 | Adenosine | C00212 | 0.53 | ND | unclear | NA | |||||
| 113 | N-Acetylglucosamine | Alkylamino acid | C00140 | 7.41 | 1.01 | ND | unclear | 1.14 | |||
| 114 | N-Acetylneuraminic acid | Alkylamino acid | C00270 | 2.95 | 1.25 | ND | unclear | 0.57 | |||
| 115 | 3-Aminoisobutyric acid | Amino acid | C05145 | 2.26 | 0.81 | ND | unclear | ||||
| 116 | Glu-Glu | Peptide | C01425 | 0.83 | NA | ND | unclear | ND | |||
| 117 | His-Glu | Peptide | - | 0.55 | NA | ND | unclear | ND | |||
| 118 | Betaine aldehyde_+H2O | Choline | C00576 | 0.41 | 1.74 | ND | unclear | ND | |||
| 119 | Spermine | C00750 | 0.28 | 0.95 | ND | unclear | ND | ||||
| 120 | S-Lactoylglutathione | Peptide | C03451 | 3.11 | ND | unclear | ND | ||||
| 121 | Thymidine | C00214 | 1.04 | ND | unclear | NA | |||||
| 122 | Glucuronic acid | C00191 | NA | ND | unclear | 0.70 |
→: metabolites are transported without selection by the gateway. →/→: metabolites are influenced by selection by the gateway. X: metabolites are blocked by the gateway. Metabolites detected in only Ex-GF or GF mice are indicated in red or green without the number, respectively.
*Although the Ex-GF/GF ratio was >0.8 in cardiac plasma, the ratio was judged as similar, because there was no significant difference between portal and cardiac plasma.
Metabolites detected in colonic feces but not in colonic tissue.
| Metbolites | ExGF/GF ratio | ||||||
|---|---|---|---|---|---|---|---|
| Category | KEGG ID | Colonic feces | Colon | Portal plasma | Cardiac plasma | ||
| 4-Methylbenzoic acid | - | 20.00 | ND | ND | ND | ||
| Hydroxyindole | C03766 | 20.00 | ND | ND | ND | Ex-GF/GF | |
| 3'-CMP; Cytidine 2'-monophosphate | Base/nucleotide | C03104 | 20.00 | ND | ND | ND | 3 |
| Pyridoxamine | C13710 | 20.00 | ND | ND | ND | 2.5 | |
| 1,3-Diaminopropane | - | 20.00 | ND | ND | ND | 2 | |
| Cadaverine | C01672 | 20.00 | ND | ND | ND | 1.5 | |
| 3-Methylbenzoic acid | C01454 | 20.00 | ND | ND | ND | 1 | |
| 3-(4-Hydroxyphenyl)propionic acid | C01456 | 20.00 | ND | ND | ND | 0.67 | |
| Saccharopine | C00449 | 1.70 | ND | ND | ND | 0.5 | |
| Indole-3-acetamide | - | 1.25 | ND | ND | ND | 0.4 | |
| Oxypurinol | C07599 | 1.21 | ND | ND | ND | 0 | |
| Allantoin | - | 0.12 | ND | ND | ND | ||
| Galactosamine | C16675 | 0.09 | ND | ND | ND | ||
| 3-Nitrotyrosine | - | 0.00 | ND | ND | ND | ||
| O-Succinylhomoserine | C03776 | 0.00 | ND | ND | ND | ||
| γ-Glu-2-aminobutanoic acid | 0.00 | ND | ND | ND | |||
| 3-Hydroxy-3-methylglutaric acid | C03761 | 0.00 | ND | ND | ND | ||
| Glucaric acid | C00767 | 0.00 | ND | ND | ND | ||
| Quinic acid | C00296 | 0.00 | ND | ND | ND | ||
| 2'-Deoxyguanosine | Base/nucleotide | C08507 | 0.41 | ND | ND | ND | |
| 2-Oxoglutaric acid | C00026 | 20.00 | ND | 1.03 | ND | ||
| 4-Methyl-2-oxovaleric acid/ 3-Methyl-2-oxovaleric acid | Alkylamino acid | C00233 | 20.00 | ND | 0.70 | ND | |
| Xanthine | Base/nucleotide | C00385 | 1.42 | ND | ND | 1.18 | |
| Butyric acid | Fatty acid | C00246 | 20.00 | ND | 1.26 | ND | |
Metabolites detected in only Ex-GF or GF mice are indicated red or green without number, respectively.
Fig 3Metabolomic snapshots of the known phenomenon of intestinal microbiome-dependent production of pro-atherogenic trimethylamine N-oxide by degradation of carnitine/choline in the intestinal tract.
FMO: flavin-containing monooxygenase.