Table 2 Fold change and ANOVA fixed effects statistics of plasma metabolites determined by metabolomics and differing between genetic strains (GS; North American Holstein, NAH, n = 8; New Zealand, NZH, n = 8), days in milk (DIM; 21 vs. 180 DIM) or due to the interaction between genetic strains and days in milk.
Compound family | Metabolite | Fold change | GS | DIM | GS \(\times \) DIM | ||||
|---|---|---|---|---|---|---|---|---|---|
NZH vs. NAH | 21 vs. 180 DIM | raw-P\(^{1}\) | FDR\(^{2}\) | raw-P | FDR | raw-P | FDR | ||
\(\alpha \)-keto acids and derivatives | Pyruvic acid | 1.37 | 0.72 | 0.50 | 0.79 | 0.05 | 0.10 | 0.58 | 0.79 |
AA | Isoleucine | 0.85 | 0.83 | 0.01 | 0.27 | 0.01 | 0.04 | 0.01 | 0.29 |
AA | Leucine | 0.88 | 0.78 | 0.01 | 0.27 | 0.01 | 0.03 | 0.03 | 0.30 |
AA | Valine | 0.88 | 0.77 | 0.02 | 0.33 | 0.01 | 0.02 | 0.00 | 0.21 |
AA | Glutamic acid | 0.81 | 0.83 | 0.07 | 0.58 | 0.03 | 0.08 | 0.09 | 0.34 |
AA | Aspartic acid | 0.95 | 0.70 | 0.09 | 0.58 | < 0.01 | < 0.01 | 0.16 | 0.46 |
AA | Asparagine | 0.94 | 0.85 | 0.22 | 0.62 | 0.04 | 0.08 | 0.58 | 0.79 |
AA | Phenylalanine | 1.01 | 0.76 | 0.24 | 0.62 | < 0.01 | < 0.01 | 0.37 | 0.66 |
AA | Glutamine | 0.85 | 0.78 | 0.24 | 0.62 | 0.02 | 0.06 | 0.24 | 0.58 |
AA | Lysine | 0.92 | 0.70 | 0.24 | 0.62 | < 0.01 | 0.01 | 0.96 | 0.98 |
AA | Threonine | 0.99 | 0.74 | 0.29 | 0.62 | 0.01 | 0.03 | 0.06 | 0.33 |
AA | Tyrosine | 0.97 | 0.72 | 0.40 | 0.74 | < 0.01 | 0.02 | 0.69 | 0.87 |
AA | Cysteine | 1.02 | 0.63 | 0.58 | 0.85 | < 0.01 | < 0.01 | 0.19 | 0.51 |
AA | Methionine | 1.02 | 0.77 | 0.60 | 0.85 | 0.01 | 0.03 | 0.38 | 0.66 |
AA | Histidine | 1.05 | 0.72 | 0.73 | 0.92 | < 0.01 | < 0.01 | 0.81 | 0.92 |
AA | Glycine | 1.09 | 1.35 | 0.87 | 0.98 | 0.04 | 0.09 | 0.18 | 0.50 |
AA | Alanine | 1.06 | 0.98 | 0.91 | 0.98 | 0.50 | 0.66 | < 0.01 | 0.02 |
AA | Tryptophan | 1.08 | 0.70 | 0.93 | 0.98 | < 0.01 | < 0.01 | 0.78 | 0.91 |
AA related | Oxoproline | 0.89 | 0.94 | < 0.01 | 0.22 | 0.04 | 0.09 | 0.43 | 0.70 |
AA related | Pipecolinic acid | 0.64 | 0.70 | 0.01 | 0.27 | 0.04 | 0.09 | 0.11 | 0.38 |
AA related | Homocystine | 0.94 | 1.03 | 0.03 | 0.49 | 0.97 | 0.98 | 0.46 | 0.72 |
AA related | 5-Hydroxynorvaline | 0.90 | 0.81 | 0.04 | 0.51 | < 0.01 | 0.01 | 0.75 | 0.90 |
AA related | \(\alpha \)-aminoadipic acid | 0.92 | 0.70 | 0.05 | 0.51 | < 0.01 | < 0.01 | 0.03 | 0.30 |
AA related | N-acetylglycine | 0.82 | 2.15 | 0.06 | 0.58 | < 0.01 | < 0.01 | 0.36 | 0.66 |
AA related | 2-Ketoisocaproic acid | 0.85 | 1.05 | 0.08 | 0.58 | 0.92 | 0.97 | 0.08 | 0.33 |
AA related | Creatinine | 1.01 | 1.01 | 0.09 | 0.58 | 0.38 | 0.54 | 0.03 | 0.30 |
AA related | 3-Hydroxy-3-methylglutaric acid | 0.86 | 0.78 | 0.10 | 0.58 | 0.07 | 0.14 | 0.12 | 0.38 |
AA related | Ornithine | 0.94 | 0.57 | 0.14 | 0.58 | < 0.01 | 0.00 | 0.54 | 0.78 |
AA related | Citrulline | 0.96 | 0.83 | 0.14 | 0.58 | 0.01 | 0.03 | 0.55 | 0.78 |
AA related | 3-Aminoisobutyric acid | 0.62 | 2.23 | 0.15 | 0.58 | < 0.01 | 0.01 | 0.01 | 0.24 |
AA related | Phenaceturic acid | 0.95 | 0.75 | 0.15 | 0.58 | < 0.01 | 0.02 | 0.50 | 0.76 |
AA related | Kynurenine | 1.30 | 0.55 | 0.19 | 0.58 | < 0.01 | < 0.01 | 0.50 | 0.76 |
AA related | Guanidinosuccinate | 1.19 | 0.73 | 0.27 | 0.62 | 0.00 | 0.01 | 0.35 | 0.66 |
AA related | Allantoic acid | 1.18 | 1.25 | 0.31 | 0.64 | 0.02 | 0.04 | 0.11 | 0.36 |
AA related | Cystine | 1.19 | 0.64 | 0.37 | 0.71 | < 0.01 | < 0.01 | 0.45 | 0.72 |
AA related | 5-Aminovaleric acid | 0.99 | 1.42 | 0.40 | 0.74 | 0.04 | 0.10 | 0.04 | 0.30 |
AA related | Aminomalonate | 1.06 | 1.30 | 0.57 | 0.85 | 0.04 | 0.09 | 0.21 | 0.55 |
AA related | 3-(4-Hydroxyphenyl)propionic acid | 1.10 | 0.82 | 0.73 | 0.92 | < 0.01 | 0.02 | 0.35 | 0.66 |
AA related | Trans-4-hydroxyproline | 1.11 | 1.46 | 0.91 | 0.98 | < 0.01 | 0.01 | 0.35 | 0.66 |
AA related | Phenylacetic acid | 1.09 | 0.76 | 0.94 | 0.98 | < 0.01 | 0.01 | 0.28 | 0.60 |
AA related | Cystathionine | 1.08 | 0.89 | 0.96 | 0.98 | 0.01 | 0.02 | 0.10 | 0.35 |
Bile acids | Cholic acid | 1.20 | 3.00 | 0.31 | 0.64 | < 0.01 | 0.01 | 0.04 | 0.31 |
Bile acids | Deoxycholic acid | 1.17 | 2.69 | 0.34 | 0.67 | 0.01 | 0.02 | 0.07 | 0.33 |
Biogenic amines | Phenylethylamine | 1.68 | 0.23 | 0.25 | 0.62 | < 0.01 | < 0.01 | 0.01 | 0.24 |
Carbohydrates and related | Xylose | 0.92 | 1.20 | 0.00 | 0.22 | 0.16 | 0.28 | 0.94 | 0.97 |
Carbohydrates and related | Erythritol | 1.21 | 1.06 | 0.01 | 0.22 | 0.90 | 0.97 | 0.30 | 0.62 |
Carbohydrates and related | 1,5-Anhydroglucitol | 0.89 | 1.59 | 0.06 | 0.58 | 0.02 | 0.04 | 0.32 | 0.65 |
Carbohydrates and related | Xylulose | 0.73 | 1.33 | 0.08 | 0.58 | 0.17 | 0.30 | 0.42 | 0.70 |
Carbohydrates and related | Mannose | 1.03 | 0.86 | 0.23 | 0.62 | < 0.01 | 0.01 | 0.26 | 0.59 |
Carbohydrates and related | Glycerol-\(\alpha \)-phosphate | 1.39 | 0.66 | 0.28 | 0.62 | 0.01 | 0.04 | 0.04 | 0.31 |
Carbohydrates and related | \(\alpha \)-ketoglutarate | 0.91 | 0.55 | 0.30 | 0.63 | < 0.01 | 0.01 | 1.00 | 1.00 |
Carbohydrates and related | Gluconic acid | 0.91 | 0.64 | 0.63 | 0.87 | 0.01 | 0.03 | 0.72 | 0.88 |
Carbohydrates and related | Glucose | 1.13 | 0.89 | 0.73 | 0.92 | 0.01 | 0.02 | 0.22 | 0.55 |
Carbohydrates and related | Galactonic acid | 0.98 | 0.59 | 0.75 | 0.92 | 0.01 | 0.03 | 0.54 | 0.78 |
Carboxylic acids | Isocitric acid | 0.93 | 1.23 | 0.11 | 0.58 | 0.06 | 0.12 | 0.16 | 0.48 |
Carboxylic acids | Aconitic acid | 0.95 | 1.35 | 0.15 | 0.58 | 0.01 | 0.04 | 0.49 | 0.76 |
Carboxylic acids | Citric acid | 0.94 | 1.29 | 0.16 | 0.58 | 0.02 | 0.04 | 0.05 | 0.33 |
Carboxylic acids | Salicylic acid | 1.08 | 0.73 | 0.96 | 0.98 | < 0.01 | 0.01 | 0.63 | 0.84 |
Cresols and related compounds | p-tolyl glucuronide | 0.61 | 0.59 | 0.05 | 0.51 | < 0.01 | < 0.01 | 0.00 | 0.21 |
Cresols and related compounds | p-cresol | 0.93 | 0.56 | 0.19 | 0.58 | 0.00 | 0.01 | 0.33 | 0.65 |
Fatty acids | Arachidic acid | 0.96 | 1.02 | 0.00 | 0.22 | 0.71 | 0.82 | 0.08 | 0.33 |
Fatty acids | Stearic acid | 0.99 | 1.30 | 0.04 | 0.51 | 0.03 | 0.07 | 0.05 | 0.33 |
Fatty acids | Nonadecanoic acid | 1.04 | 1.49 | 0.14 | 0.58 | 0.02 | 0.04 | 0.08 | 0.33 |
Fatty acids | Linoleic acid | 0.98 | 1.44 | 0.14 | 0.58 | 0.01 | 0.03 | 0.12 | 0.38 |
Fatty acids | Myristic acid | 1.05 | 2.01 | 0.41 | 0.74 | < 0.01 | 0.01 | 0.06 | 0.33 |
Fatty acids | Heptadecanoic acid | 1.08 | 1.95 | 0.44 | 0.75 | < 0.01 | 0.01 | 0.07 | 0.33 |
Fatty acids | Palmitic acid | 1.05 | 1.40 | 0.47 | 0.76 | < 0.01 | 0.02 | 0.07 | 0.33 |
Fatty acids | Arachidonic acid | 1.07 | 1.73 | 0.65 | 0.87 | < 0.01 | 0.02 | 0.22 | 0.55 |
Fatty acids | Isolinoleic acid | 1.13 | 0.77 | 0.78 | 0.93 | 0.04 | 0.09 | 0.98 | 0.99 |
Fatty acids | Palmitoleic acid | 1.23 | 3.99 | 0.85 | 0.97 | < 0.01 | < 0.01 | 0.06 | 0.33 |
Fatty acids | 9-Myristoleate | 1.07 | 1.61 | 0.87 | 0.98 | 0.01 | 0.03 | 0.03 | 0.30 |
Fatty acids | Cerotinic acid | 1.04 | 0.69 | 0.98 | 1.00 | 0.01 | 0.03 | 0.29 | 0.61 |
Glycerides | 1-Monopalmitin | 1.18 | 0.75 | 0.25 | 0.62 | < 0.01 | < 0.01 | 0.26 | 0.58 |
Glycerides | 1-Monostearin | 1.08 | 0.73 | 0.96 | 0.98 | < 0.01 | < 0.01 | 0.37 | 0.66 |
Hydroxy acids and derivatives | 2-Hydroxyglutaric acid | 0.95 | 1.45 | 0.32 | 0.66 | < 0.01 | 0.01 | 0.54 | 0.78 |
Hydroxy acids and derivatives | 2-Hydroxybutanoic acid | 0.94 | 1.89 | 0.45 | 0.75 | < 0.01 | 0.02 | 0.28 | 0.60 |
Hydroxy acids and derivatives | 4-Hydroxybutyric acid | 1.05 | 1.40 | 0.70 | 0.92 | < 0.01 | 0.02 | 0.85 | 0.96 |
Imides | Maleimide | 1.27 | 0.81 | 0.17 | 0.58 | 0.04 | 0.09 | 0.09 | 0.34 |
Indoles and derivatives | Indole-3-propionic acid | 1.57 | 0.86 | 0.09 | 0.58 | 0.02 | 0.06 | 0.74 | 0.90 |
Indoles and derivatives | Indoxyl sulfate | 1.05 | 0.59 | 0.88 | 0.98 | < 0.01 | < 0.01 | 0.93 | 0.97 |
Inorganic compounds | Phosphate | 1.17 | 0.85 | 0.43 | 0.75 | 0.01 | 0.03 | 0.01 | 0.29 |
Keto-acids | 2-Ketobutyric acid | 1.00 | 0.70 | 0.59 | 0.85 | 0.02 | 0.04 | 0.21 | 0.55 |
Nitrogenous bases and related | Uric acid | 0.77 | 1.58 | 0.01 | 0.28 | 0.01 | 0.02 | 0.38 | 0.66 |
Nucleoside and nucleotide analogues | Pseudo uridine | 1.10 | 1.69 | 0.94 | 0.98 | < 0.01 | 0.01 | 0.44 | 0.70 |
Phenol esters | 4-Hydroxyphenylacetic acid | 1.34 | 1.79 | 0.17 | 0.58 | < 0.01 | 0.01 | 0.53 | 0.78 |
Quinolones and derivatives | 2,8-Dihydroxyquinoline | 0.97 | 1.47 | 0.26 | 0.62 | < 0.01 | 0.01 | 0.57 | 0.79 |
Sterols | Cholesterol | 1.31 | 0.89 | 0.05 | 0.51 | 0.09 | 0.17 | 0.88 | 0.97 |
Sugar alcohol | Xylitol | 0.95 | 1.32 | 0.07 | 0.58 | 0.02 | 0.06 | 0.14 | 0.42 |
Sugar alcohol | Isothreitol | 1.06 | 1.32 | 0.49 | 0.79 | < 0.01 | < 0.01 | 0.64 | 0.85 |
Sugar alcohol | Glycerol | 1.06 | 1.54 | 0.60 | 0.85 | < 0.01 | 0.02 | 0.39 | 0.66 |
Terpenoids and derivatives | Phytanic acid | 1.14 | 0.70 | 0.44 | 0.75 | < 0.01 | 0.02 | 0.59 | 0.80 |
Vitamins and cofactors | \(\alpha \)-tocopherol | 1.36 | 0.75 | 0.03 | 0.49 | 0.01 | 0.04 | 0.24 | 0.58 |