Anim Biosci > Volume 32(8); 2019 > Article |
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Compound | D0 | D1 | D14 |
ANOVA p-value |
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Mean (nmol/g) | SE | Mean (nmol/g) | SE | Mean (nmol/g) | SE | ||
3-Hydroxybutyric acid | 136.6 | 22.8 | 211.3 | 30.7 | 198.0 | 29.0 | 0.069 |
6-Phosphogluconic acid | 0 | -a | 19.1 | 0a | 75.4 | 17.7b | 0.021 |
ADP | 53.5 | 2.1 | 35.2 | 9.9 | 31.0 | 4.5 | 0.119 |
Ala | 2,295.2 | 380.1 | 2,427.6 | 246.5 | 2,930.5 | 241.8 | 0.283 |
AMP | 0 | - | 99.1 | 39.8 | 47.7 | 3.5 | 0.092 |
Arg | 334.5 | 35.7a | 405.7 | 11.7a | 641.4 | 44.3b | 0.013 |
Asn | 111.5 | 5.8a | 114.6 | 5.6a | 208.2 | 16.0b | 0.008 |
Asp | 44.1 | 9.3 | 13.1 | 13.1 | 39.3 | 3.5 | NA |
ATP | 6,534.6 | 451.5b | 21.1 | 7.0a | 16.4 | 2.7a | <0.001 |
Betaine | 1,712.7 | 69.7 | 1,611.4 | 214.4 | 1,560.7 | 84.1 | 0.689 |
Carnosine | 12,381.8 | 1,028.1 | 1,2587.4 | 1,069.8 | 11,076.5 | 1,387.0 | 0.706 |
Choline | 35.6 | 1.9a | 58.4 | 13.3a | 134.4 | 17.9b | 0.006 |
Citric acid | 113.7 | 9.4b | 43.3 | 10.5a | 0 | -a | 0.002 |
Citrulline | 84.7 | 26.3 | 86.0 | 17.3 | 79.6 | 9.8 | 0.925 |
Creatine | 21,093.9 | 1,605.9 | 23,799.2 | 3,311.2 | 20,804.1 | 504.8 | 0.610 |
Creatinine | 479.6 | 10.7a | 678.1 | 74.4b | 1,019.7 | 29.5c | 0.004 |
CTP | 46.6 | 1.5b | 0 | -a | 0 | -a | <0.001 |
Cys | 1.6 | 0.8a | 23.6 | 6.9a | 107.2 | 19.0b | 0.005 |
Cytidine | 2.4 | 0.7a | 5.2 | 0.5a | 12.0 | 1.4b | 0.006 |
Dihydroxyacetone phosphate | 801.1 | 113.7b | 0 | -a | 0 | -a | 0.001 |
Fructose 1,6-diphosphate | 168.8 | 33.2b | 24.3 | 2.7a | 0 | -a | 0.004 |
Fructose 6-phosphate | 2,343.4 | 188.8 | 3,994.1 | 854.2 | 2,200.8 | 365.1 | 0.178 |
Fumaric acid | 166.4 | 41.5 | 35.3 | 35.3 | 115.8 | 40.2 | NA |
GABA | 19.4 | 2.9 | 21.0 | 1.8 | 18.4 | 2.1 | 0.804 |
Gln | 3,613.6 | 530.1 | 3,228.4 | 177.8 | 4,126.7 | 707.3 | 0.278 |
Glu | 312.4 | 68.0a | 151.2 | 17.7a | 776.0 | 165.1b | 0.032 |
Gluconic acid | 0 | - | 27.0 | 4.6 | 77.0 | 8.8 | 0.003 |
Glucose 1-phosphate | 598.9 | 57.3 | 938.4 | 239.5 | 427.9 | 65.0 | 0.204 |
Glucose 6-phosphate | 10,707.5 | 825.7 | 16,657.2 | 3,995.0 | 8,776.5 | 1,544.9 | 0.226 |
Glutathione (GSH) | 696.7 | 77.9 | 711.5 | 56.7 | 707.2 | 7.4 | 0.961 |
Glutathione (GSSG)_divalent | 91.5 | 9.7b | 44.5 | 8.9a | 45.1 | 9.5a | <0.001 |
Gly | 1,083.4 | 15.7 | 1,121.1 | 164.7 | 1,272.8 | 62.6 | 0.537 |
Glycerol 3-phosphate | 4,032.4 | 715.9b | 1,087.3 | 493.4a | 90.0 | 20.9a | 0.018 |
GMP | 0 | -a | 118.2 | 19.4b | 78.1 | 6.9b | 0.003 |
GTP | 171.5 | 9.1b | 0 | -a | 0 | -a | <0.001 |
Guanosine | 0 | -a | 4.7 | 1.1a | 14.1 | 3.1b | 0.007 |
His | 152.1 | 19.0a | 151.5 | 11.3a | 256.4 | 23.8b | 0.029 |
Hydroxyproline | 45.2 | 3.6 | 47.5 | 8.5 | 44.0 | 7.1 | 0.898 |
Hypoxanthine | 9.9 | 2.3a | 335.0 | 36.9a | 2,212.6 | 203.3b | <0.001 |
Ile | 177.8 | 17.9a | 231.0 | 10.7a | 512.3 | 74.8b | 0.016 |
IMP | 78.4 | 39.2a | 7,574.3 | 1,402.1c | 3,437.7 | 205.6b | 0.006 |
Inosine | 4.5 | 2.5a | 543.5 | 91.7b | 1,109.1 | 239.5c | 0.008 |
Lactic acid | 43,827.0 | 6,652.1a | 115,982.1 | 15,570.4b | 105,428.9 | 6,388.3b | 0.020 |
Leu | 263.3 | 25.7a | 314.7 | 18.7a | 826.8 | 132.6b | 0.019 |
Lys | 341.3 | 36.0a | 454.2 | 54.4a | 732.6 | 12.1b | 0.006 |
Malic acid | 802.1 | 138.4b | 329.4 | 124.6a | 105.1 | 28.9a | 0.017 |
Met | 44.0 | 4.1a | 42.6 | 2.4a | 323.7 | 71.0b | 0.014 |
NAD+ | 550.5 | 59.7c | 277.9 | 84.7b | 20.2 | 5.2a | 0.004 |
Ornithine | 84.6 | 4.8 | 91.2 | 8.6 | 148.5 | 38.1 | 0.196 |
Phe | 113.2 | 10.8a | 138.2 | 7.8a | 419.5 | 76.2b | 0.020 |
Pro | 267.4 | 17.8 | 275.0 | 35.1 | 338.4 | 26.1 | 0.212 |
PRPP | 24.0 | 0.8b | 0 | -a | 0 | -a | <0.001 |
Putrescine | 9.9 | 0.9a | 19.5 | 0.9b | 19.3 | 2.4b | 0.002 |
Pyruvic acid | 0 | - | 182.2 | 182.2 | 0 | - | NA |
Ribose 5-phosphate | 0 | -a | 56.6 | 8.6b | 70.0 | 16.6b | 0.031 |
Ribulose 5-phosphate | 34.9 | 8.9a | 180.1 | 6.2b | 215.0 | 48.6b | 0.035 |
S-Adenosylmethionine | 8.5 | 2.3a | 18.6 | 2.7b | 4.0 | 1.3a | 0.008 |
Sedoheptulose 7-phosphate | 0 | -a | 29.9 | 3.1a | 308.9 | 48.4b | 0.002 |
Ser | 290.0 | 17.1a | 311.8 | 19.9a | 735.1 | 94.4b | 0.012 |
Spermidine | 1.6 | 0.1a | 22.8 | 3.3b | 20.6 | 2.8b | 0.002 |
Spermine | 0 | - | 71.8 | 22.6 | 31.0 | 13.3 | 0.078 |
Succinic acid | 1,250.1 | 374.2 | 1,071.2 | 180.6 | 1,953.8 | 360.0 | 0.280 |
Thr | 202.5 | 9.8a | 219.5 | 26.4a | 425.9 | 41.5b | 0.018 |
Trp | 38.5 | 3.8a | 45.0 | 4.9a | 84.7 | 10.1b | 0.030 |
Tyr | 89.8 | 8.2a | 105.7 | 3.7a | 348.3 | 73.4b | 0.027 |
UMP | 0.0 | -a | 85.6 | 12.6b | 34.7 | 7.2a | 0.003 |
Uridine | 14.1 | 2.3a | 29.6 | 4.6a | 131.9 | 11.0b | <0.001 |
UTP | 124.5 | 10.3b | 0 | -a | 0 | -a | <0.001 |
Val | 362.7 | 31.3a | 402.8 | 28.9a | 760.3 | 114.8b | 0.050 |
β-Ala | 119.8 | 34.9 | 94.8 | 10.9 | 105.5 | 22.1 | 0.849 |
ANOVA, analysis of variance; SE, standard error; ADP, adenosine diphosphate; AMP, adenosine monophosphate; ATP, adenosine triphosphate; CTP, cytidine triphosphate; GABA, γ-aminobutyric acid; GMP, guanosine monophosphate; GTP, guanosine triphosphate; IMP, inosine 5′-monophosphate; PRPP, phosphoribosyl pyrophosphate; UMP, uridine monophosphate; UTP, uridine triphosphate.
KEGG pathway, compounds | Relative content2) |
Adjusted p value |
Numbers of metabolites | |||||
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D0 | D1 | D14 | ||||||
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Mean | SE | Mean | SE | Mean | SE | |||
Protein digestion and absorption | 16/31 | |||||||
Asn | 146.6 | 11.6 | 125.9 | 25.0 | 234.5 | 18.8 | 0.0092 | |
Asp | 62.8 | 6.2 | 10.5 | 8.5 | 49.8 | 3.2 | 0.0084 | |
Cys | 0.6 | 0.3 | 29.3 | 16.9 | 120.2 | 69.4 | 0.0009 | |
Cystine | 0 | - | 0 | - | 2.2 | 0.3 | <0.0001 | |
Glu | 444.0 | 53.4 | 201.3 | 63.6 | 971.5 | 168.3 | 0.0067 | |
His | 251.0 | 10.6 | 208.7 | 35.4 | 368.2 | 27.1 | 0.0098 | |
Ile | 715.3 | 81.9 | 770.9 | 151.8 | 1,757.5 | 233.9 | 0.0033 | |
Leu | 1,229.4 | 52.1 | 1,234.5 | 231.2 | 3,354.1 | 483.3 | 0.0019 | |
Lys | 502.3 | 73.5 | 524.1 | 67.4 | 905.9 | 30.8 | 0.0023 | |
Met | 91.9 | 3.0 | 79.4 | 22.7 | 587.9 | 113.4 | 0.0010 | |
Phe | 349.8 | 17.2 | 358.7 | 67.7 | 1,124.8 | 180.6 | 0.0018 | |
Ser | 399.9 | 30.6 | 363.3 | 77.5 | 872.2 | 107.5 | 0.0029 | |
Thr | 369.2 | 28.5 | 325.5 | 52.7 | 666.3 | 64.9 | 0.0032 | |
Trp | 80.4 | 6.0 | 76.1 | 10.7 | 152.3 | 16.2 | 0.0028 | |
Tyr | 182.2 | 6.2 | 182.5 | 37.9 | 614.9 | 114.6 | 0.0032 | |
Val | 1,088.8 | 45.9 | 1,005.1 | 174.8 | 1,980.0 | 272.2 | 0.0090 | |
(Dipeptides) | 6/7 | |||||||
Ala-Ala | 0 | - | 0 | - | 20.1 | 4.2 | 0.0006 | |
Glu-Glu | 0 | - | 13.1 | 8.2 | 75.6 | 14.2 | 0.0012 | |
Gly-Gly | 0 | - | 5.6 | 2.3 | 13.7 | 0.3 | 0.0031 | |
His-Glu | 0 | - | 0 | - | 5.0 | 1.6 | 0.0047 | |
Thr-Asp Ser-Glu | 0 | - | 0 | - | 10.0 | 1.8 | 0.0002 | |
Tyr-Glu | 0 | - | 2.7 | 1.7 | 10.6 | 1.8 | 0.0028 | |
Glycolytic pathway | 3/12 | |||||||
Dihydroxyacetone phosphate | 245.1 | 16.0 | 0 | - | 0 | - | <0.0001 | |
Fructose 1,6-diphosphate | 112.9 | 11.0 | 6.7 | 2.8 | 0 | - | 0.0001 | |
Lactic acid | 14,121.1 | 1,212.1 | 30,112.3 | 3571.4 | 29,663.1 | 2222.0 | 0.0173 | |
Citric acid cycle | 3/4 | |||||||
Citric acid | 91.8 | 9.9 | 13.7 | 5.9 | 0 | - | 0.0004 | |
Fumaric acid | 42.9 | 6.0 | 5.1 | 4.2 | 17.2 | 8.4 | 0.0369 | |
Malic acid | 563.4 | 39.4 | 182.8 | 41.3 | 65.6 | 15.8 | 0.0004 | |
Pyruvate metabolism | 3/9 | |||||||
Dihydroxyacetone phosphate | 245.1 | 16.0 | 0 | - | 0 | - | <0.0001 | |
Lactic acid | 14,121.1 | 1,212.1 | 30,112.3 | 3571.4 | 29,663.1 | 2222.0 | 0.0173 | |
Malic acid | 563.4 | 39.4 | 182.8 | 41.3 | 65.6 | 15.8 | 0.0004 | |
Pentose phosphate pathway | 4/9 | |||||||
6-Phosphogluconic acid | 0 | - | 1.5 | 1.2 | 28.0 | 5.9 | 0.0008 | |
Ribose 5-phosphate | 0 | - | 22.6 | 5.2 | 29.0 | 6.2 | 0.0252 | |
Ribulose 5-phosphate | 15.0 | 2.2 | 68.2 | 14.4 | 83.8 | 17.1 | 0.0491 | |
Sedoheptulose 7-phosphate | 0 | - | 11.8 | 2.0 | 127.4 | 14.8 | 0.0000 | |
Nicotinate and nicotinamide metabolism | 4/15 | |||||||
Dihydroxyacetone phosphate | 245.1 | 16.0 | 0 | - | 0 | - | <0.0001 | |
Fumaric acid | 42.9 | 6.0 | 5.1 | 4.2 | 17.2 | 8.4 | 0.0369 | |
NAD+ | 221.4 | 13.8 | 80.9 | 11.8 | 4.9 | 2.3 | 0.0001 | |
Nicotinamide | 156.8 | 10.6 | 386.5 | 76.3 | 754.0 | 73.9 | 0.0025 | |
Glycerophospholipid metabolism | 4/10 | |||||||
CDP-choline | 1.3 | 1.1 | 7.4 | 1.8 | 8.5 | 0.4 | 0.0003 | |
Choline | 94.1 | 6.7 | 122.5 | 20.8 | 301.9 | 27.9 | 0.0314 | |
Dihydroxyacetone phosphate | 245.1 | 16.0 | 0 | - | 0 | - | <0.0001 | |
Glycerol 3-phosphate | 1,560.5 | 193.1 | 348.0 | 109.7 | 30.2 | 6.2 | 0.0010 | |
Purine metabolism | 15/50 | |||||||
AMP | 0 | - | 43.3 | 6.8 | 25.6 | 1.6 | 0.0025 | |
ADP-ribose | 4.6 | 3.0 | 9.9 | 2.2 | 0 | - | 0.0057 | |
ADP | 36.8 | 4.0 | 17.9 | 1.8 | 18.0 | 2.3 | 0.0133 | |
ATP | 4,888.2 | 430.3 | 11.1 | 1.0 | 6.8 | 2.9 | 0.0001 | |
GMP | 0 | - | 43.6 | 7.4 | 30.3 | 2.1 | 0.0031 | |
GTP | 85.2 | 11.7 | 0 | - | 0 | - | 0.0005 | |
Guanosine | 0 | - | 7.7 | 2.7 | 21.4 | 4.3 | 0.0059 | |
Hypoxanthine | 12.4 | 1.5 | 396.9 | 131.0 | 2,466.0 | 186.9 | <0.0001 | |
IMP | 26.3 | 9.5 | 2,035.0 | 155.8 | 1,031.6 | 64.7 | 0.0001 | |
Inosine | 3.9 | 2.5 | 742.3 | 265.3 | 1,407.6 | 276.1 | 0.0244 | |
PRPP | 11.3 | 1.0 | 0 | - | 0 | - | <0.0001 | |
Ribose 5-phosphate | 0 | - | 22.6 | 5.2 | 29.0 | 6.2 | 0.0252 | |
Uric acid | 8.1 | 1.2 | 19.0 | 1.7 | 10.7 | 0.4 | 0.0052 | |
Xanthine | 0 | - | 57.1 | 12.4 | 219.4 | 22.2 | 0.0001 | |
Xanthosine | 0 | - | 2.9 | 1.4 | 6.6 | 0.2 | 0.0076 | |
Cysteine metabolism | 5/18 | |||||||
Cys | 0.6 | 0.3 | 29.3 | 16.9 | 120.2 | 69.4 | 0.0009 | |
Cystine | 0 | - | 0 | - | 2.2 | 0.3 | <0.0001 | |
Glutathione (GSSG)_divalent | 192.9 | 12.0 | 73.5 | 8.2 | 81.0 | 11.3 | 0.0011 | |
Homocysteine | 2.8 | 1.4 | 4.6 | 1.9 | 14.6 | 0.6 | 0.0009 | |
Ser | 399.9 | 30.6 | 363.3 | 77.5 | 872.2 | 107.5 | 0.0029 | |
Glutathione metabolism | 4/16 | |||||||
5-Oxoproline | 7.8 | 3.2 | 21.7 | 7.2 | 67.7 | 12.0 | 0.0026 | |
Cys | 0.6 | 0.3 | 29.3 | 16.9 | 120.2 | 69.4 | 0.0009 | |
Glu | 444.0 | 53.4 | 201.3 | 63.6 | 971.5 | 168.3 | 0.0067 | |
Spermidine | 2.8 | 0.1 | 31.9 | 3.3 | 31.3 | 3.7 | 0.0014 |
KEGG, Kyoto encyclopedia of genes and genomes; SE, standard error; AMP, adenosine monophosphate; ADP, adenosine diphosphate; ATP, adenosine triphosphate; GMP, guanosine monophosphate; GTP, guanosine triphosphate; IMP, inosine 5′-monophosphate; PRPP, phosphoribosyl pyrophosphate.