Table 2. Differential enrichment of metabolites content of serum and urine between healthy and subclinical ketosis group

Metabolites Classification CON/SCK p-value VIP score1) FC2)
Serum
 5-Aminolevulinate Carboxylic acid CON 6.21 × 10−3 1.67 0.42
 Betaine Other CON 1.46 × 10−2 1.60 0.40
 Acetoacetate Carbohydrate SCK 2.44 × 10−2 1.85 −0.51
 Succinate Carbohydrate SCK 3.45 × 10−2 1.63 −0.42
 Lactulose Carbohydrate CON 5.04 × 10−2 0.94 0.16
 Acetate Carbohydrate SCK 6.98 × 10−2 0.79 −0.11
 3-Methylxanthine Other CON 7.63 × 10−2 1.82 0.47
 Galactose Carbohydrate SCK 8.24 × 10−2 1.58 −0.55
 Pyruvate Carbohydrate SCK 7.86 × 10−2 1.80 −0.49
Urine
 Indole-3-acetate Other SCK 9.34 × 10−4 1.36 −0.39
 Homogentisate Benzoic acid CON 2.23 × 10−3 1.81 0.69
 Ribose Carbohydrate CON 2.50 × 10−3 1.88 0.76
 Gluconate Organic acid CON 5.97 × 10−3 2.06 0.97
 Theophylline Other SCK 5.99 × 10−3 2.01 −0.96
 p-Cresol Benzoic acid SCK 1.11 × 10−2 1.13 −0.29
 Ethylene glycol Lipid CON 1.56 × 10−2 2.55 1.67
 Maltose Carbohydrate CON 2.37 × 10−2 2.04 1.11
 3-Hydroxymandelate Benzoic acid SCK 2.72 × 10−2 1.73 −0.82
 Gentisate Benzoic acid SCK 2.96 × 10−2 1.94 −0.80
N-Acetylglucosamine Carbohydrate SCK 3.31 × 10−2 1.63 −0.72
 3-Methyl-2-oxovalerate Carboxylic acid CON 3.65 × 10−2 1.33 0.39
N-Nitrosodimethylamine Organic acid SCK 4.19 × 10−2 1.84 −0.74
 Glycocholate Lipid CON 4.22 × 10−2 1.82 0.76
 Xanthine Nucleoside, nucleotide SCK 4.25 × 10−2 0.90 −0.20
 Pyridoxine Other SCK 4.81 × 10−2 1.73 −0.89
 Nicotinurate Organic acid SCK 5.17 × 10−2 1.43 −0.47
 Acetoin Other SCK 5.35 × 10−2 1.58 −0.77
 Alanine Amino acid CON 6.71 × 10−2 0.70 0.13
 Trimethylamine N-oxide Aliphatic acylic compound SCK 6.97 × 10−2 1.11 −0.35
 3-Methylxanthine Other SCK 7.00 × 10−2 1.71 −0.96
 Indole-3-lactate Other SCK 8.18 × 10−2 1.34 −0.43
 Carnosine Amine SCK 8.20 × 10−2 1.21 −0.39
 3-Hydroxybutyrate Lipid SCK 9.03 × 10−2 1.54 −0.85
Variable importance in the projection obtained from partial least square-discriminant analysis model.
Fold change; Calculated as binary logarithm average concentration response ratio between CON and SCK group, where the positive value means that average concentration response of the metabolites in the former is larger than that in the latter and vice versa.
CON, healthy group; SCK, subclinical ketosis group; CON/SCK, Comparison between CON and SCK group.