Table S1.
Category/compound | RBC-enriched | Reported concentration in plasma or blood, μM | Abundance | CVss | CV30 | CV reported | P value between age groups |
Nucleotides (7/11) | |||||||
ADP | X | 48 ± 13 | H-M | 0.05 | 0.27 | X | 0.64 |
AMP | X | 6.2 ± 3.1 | H-M | 0.07 | 0.33 | X | 0.71 |
ATP | X | 433 ± 73 | H-M | 0.07 | 0.17 | X | 0.31 |
CTP | L | 0.1 | 0.33 | 0.078 | |||
GDP | X | 15 ± 2 | L | 0.09 | 0.38 | 0.075 | |
GTP | X | 25 ± 6 | H-M | 0.05 | 0.32 | X | 0.58 |
GMP | X | 0 | L | 0.24 | 0.57 | 0.95 | |
IMP | X | 14–100 | L | 0.06 | 0.38 | 0.55 | |
UDP | X | 0 | L | 0.11 | 0.31 | 0.79 | |
UMP | X | 0 | L | 0.58 | 0.88 | 0.86 | |
UTP | L | 0.25 | 0.44 | 0.46 | |||
Nucleosides, nucleobases and derivatives (1/12) | |||||||
1-Methyl-adenosine | 0.06 ± 0.006 | H-M | 0.45 | 0.29 | X | 0.63 | |
1-Methyl-guanosine** | 0.046 ± 0.019 | L | 0.23 | 0.25 | X | 0.25 | |
Adenine | X | 0.3 ± 0.28 | L | 0.2 | 0.53 | X | 0.71 |
Adenosine | 0.5 ± 0.1 | L | 0.38 | 0.49 | X | 0.052 | |
Caffeine | 0–35 | H-M | 0.29 | 0.92 | X | 0.43 | |
Cytidine | 0.25 ± 0.19 | L | 0.08 | 0.33 | X | 0.079 | |
Dimethyl-guanosine | 0.029 ± 0.005 | L | 0.26 | 0.46 | X | 0.0081 | |
Dimethyl-xanthine | 0–8 | H-M | 0.25 | 0.61 | 0.078 | ||
Hypoxanthine** | 0.38 ± 0.18 | H-M | 0.32 | 0.35 | X | 0.98 | |
Urate | X | 336 ± 94 | H-M | 0.07 | 0.28 | X | 0.15 |
Uridine* | 3.12 ± 1.31 | H-M | 0.14 | 0.34 | X | 0.84 | |
Xanthine* | 1.27 ± 0.78 | L | 0.03 | 0.56 | X | 0.87 | |
Vitamins, coenzymes (2/5) | |||||||
4-Aminobenzoate | <1 ng/mL | L | 0.03 | 2.18 | 0.32 | ||
NAD+ | X | 23.3 ± 6.9 | H-M | 0.08 | 0.3 | X | 0.046 |
NADP+ | X | 19.6 ± 6.6 | H-M | 0.11 | 0.36 | X | 0.022 |
Nicotinamide | X | 0.45 | H-M | 0.47 | 0.56 | 0.38 | |
Pantothenate | X | 2.2 ± 1.02 | H-M | 0.2 | 0.82 | X | 0.022 |
Nucleotide-sugar derivatives (4/4) | |||||||
GDP-glucose | X | L | 0.09 | 0.53 | 0.26 | ||
UDP-acetyl-glucosamine | X | L | 0.14 | 0.64 | 0.0073 | ||
UDP-glucose | X | H-M | 0.18 | 0.24 | 0.088 | ||
UDP-glucuronate | X | L | 0.24 | 0.63 | 0.12 | ||
Sugar phosphates (8/9) | |||||||
6-Phosphogluconate | X | L | 0.25 | 0.3 | 0.49 | ||
Diphospho-glycerate | X | 4,500 | H-M | 0.17 | 0.24 | 0.77 | |
Fructose-6-phosphate | X | 16 | L | 0.21 | 0.24 | 0.61 | |
Glucose-6-phosphate | X | 38 | H-M | 0.19 | 0.29 | 0.94 | |
Glyceraldehyde-3-phosphate** | X | 6.7 ± 1.0 | L | 0.49 | 0.99 | 0.86 | |
Glycerol-2-phosphate** | X | L | 0.16 | 0.31 | 0.32 | ||
Pentose-phosphate | X | 13.2 ± 4.8 | L | 0.28 | 0.34 | 0.049 | |
Phosphoglycerate | X | 58 ± 14 | H-M | 0.24 | 0.29 | 0.12 | |
Sedoheptulose-7-phosphate | X | 0.89 ± 0.41 | L | 0.28 | 0.52 | X | 0.82 |
Sugars and derivatives (3/6) | |||||||
1,5-Anhydroglucitol | 120 ± 39 | H-M | 0.08 | 0.46 | X | 0.0004 | |
Gluconate | X | <5 | H-M | 0.16 | 0.33 | 0.32 | |
Glucosamine | 0.23–0.68 | H-M | 0.19 | 0.47 | 0.21 | ||
Glucose | 4700–6100 | H-M | 0.15 | 0.4 | X | 0.54 | |
myo-Inositol* | 21–49 | L | 0.27 | 0.24 | X | 0.31 | |
N-acetyl-d-glucosamine | X | H-M | 0.09 | 0.26 | 0.82 | ||
Organic acids (6/10) | |||||||
2-Oxoglutarate | 8.6 ± 2.6 | L | 0.19 | 0.54 | X | 0.63 | |
Chenodeoxycholate | 0.85 ± 0.88 | H-M | 0.05 | 1.33 | X | 0.77 | |
Glycochenodeoxycholate | 0.06 ± 0.01 | H-M | 0.04 | 1.2 | X | 0.93 | |
cis-Aconitate | L | 0.14 | 0.35 | 0.11 | |||
Citramalate | X | L | 0.15 | 0.36 | 0.82 | ||
Citrate | 79 ± 27 | H-M | 0.08 | 0.31 | X | 0.59 | |
Glutarate | 0.0–1.8 | L | 0.16 | 0.29 | 0.65 | ||
Glycerate | 0–24 | L | 0.02 | 0.43 | 0.39 | ||
Malate | X | 0–21 | H-M | 0.17 | 0.2 | 0.76 | |
Succinate | X | 8.8 ± 2.7 | L | 0.25 | 0.6 | 0.49 | |
Standard amino acids (0/17) | |||||||
Arginine | 80 ± 20 | H-M | 0.04 | 0.29 | X | 0.64 | |
Asparagine | 41 ± 10 | L | 0.17 | 0.23 | X | 0.11 | |
Aspartate | X | 3 ± 1, 400 ± 120 | H-M | 0.27 | 0.5 | X | 0.62 |
Glutamate** | X | 25 ± 15, 1,110 ± 360 | H-M | 0.44 | 0.28 | X | 0.29 |
Glutamine | 586 ± 84 | H-M | 0.16 | 0.2 | X | 0.14 | |
Histidine | 82 ± 10 | H-M | 0.12 | 0.19 | X | 0.06 | |
Isoleucine | 62 ± 14 | H-M | 0.18 | 0.32 | X | 0.012 | |
Leucine | 123 ± 25 | H-M | 0.13 | 0.31 | X | 0.002 | |
Lysine | 188 ± 32 | H-M | 0.24 | 0.39 | X | 0.87 | |
Methionine | 25 ± 4 | H-M | 0.19 | 0.28 | X | 0.17 | |
Phenylalanine | 57 ± 9 | H-M | 0.01 | 0.17 | X | 0.041 | |
Proline | 168 ± 60 | L | 0.19 | 0.42 | X | 0.47 | |
Serine | 114 ± 19 | L | 0.27 | 0.33 | X | 0.2 | |
Threonine | 140 ± 33 | L | 0.17 | 0.42 | X | 0.63 | |
Tryptophan | 44 ± 7 | H-M | 0.08 | 0.24 | X | 0.22 | |
Tyrosine | 59 ± 12 | H-M | 0.06 | 0.27 | X | 0.051 | |
Valine | 233 ± 43 | L | 0.2 | 0.48 | X | 0.95 | |
Methylated amino acids (8/13) | |||||||
Betaine | 47 ± 18 | H-M | 0.06 | 0.51 | X | 0.26 | |
Butyro-betaine | X | 0.76 | H-M | 0.12 | 0.35 | 0.19 | |
Dimethyl-arginine | 0.66 ± 0.19 | H-M | 0.05 | 0.31 | X | 0.079 | |
Dimethyl-lysine | L | 0.04 | 0.44 | 0.078 | |||
Dimethyl-proline (stachydrine) | X | 7 ± 10.8 | H-M | 0.03 | 0.79 | X | 0.68 |
Methyl-histidine | 16.5 ± 10.1 | H-M | 0.04 | 0.3 | X | 0.45 | |
Methyl-lysine | 7 ± 6 | H-M | 0.03 | 0.73 | 0.66 | ||
S-methyl-ergothioneine | X | H-M | 0.05 | 0.63 | 0.36 | ||
Trimethyl-histidine (hercynine) | X | L | 0.17 | 0.57 | 0.21 | ||
Trimethyl-lysine | X | 0.56 ± 0.17 | H-M | 0.09 | 0.38 | X | 0.38 |
Trimethyl-phenylalanine | X | L | 0.11 | 1.18 | 0.9 | ||
Trimethyl-tryptophan (hypaphorine) | X | H-M | 0.03 | 1.67 | 0.96 | ||
Trimethyl-tyrosine** | X | L | 0.25 | 2.5 | 0.21 | ||
Acetylated amino acids (5/7) | |||||||
N-acetyl-(iso)leucine | L | 0.36 | 0.63 | 0.056 | |||
N-acetyl-arginine | 1.25 ± 0.28 | L | 0.13 | 0.62 | X | 0.0004 | |
N-acetyl-aspartate | <0.35 | L | 0.11 | 0.58 | 0.18 | ||
N-acetyl-glutamate | X | L | 0.07 | 0.57 | 0.16 | ||
N-acetyl-ornithine* | 1.1 ± 0.4 | L | 0.05 | 1.17 | X | 0.98 | |
N2-acetyl-lysine | L | 0.07 | 0.5 | 0.033 | |||
N6-acetyl-lysine* | L | 0.13 | 0.43 | 0.012 | |||
Other amino acid derivatives (4/16) | |||||||
4-Guanidinobutanoate* | <0.013–0.055 | L | 0.11 | 2.05 | 0.19 | ||
Acetyl-carnosine | L | 0.09 | 1.07 | 0.001 | |||
Arginino-succinate** | L | 0.27 | 0.4 | 0.61 | |||
Carnosine* | X | 6.5 ± 2.8 | L | 0.19 | 0.79 | X | 0.003 |
Citrulline | 40 ± 10 | H-M | 0.06 | 0.3 | X | 0.001 | |
Creatine | X | 30.1 ± 12.3 | H-M | 0.12 | 0.29 | X | 0.58 |
Creatinine | 82.6 ± 26.2 | H-M | 0.1 | 0.35 | X | 0.23 | |
Hippurate | 4.28 ± 2.61 | H-M | 0.42 | 1.01 | X | 0.28 | |
Indoxyl-sulfate | 2.5 ± 1.4 | H-M | 0.15 | 0.59 | X | 0.071 | |
Kynurenine | 1.35 ± 0.26 | L | 0.06 | 0.48 | X | 0.91 | |
Ornithine | 55 ± 16 | L | 0.26 | 0.48 | X | 0.32 | |
Phosphocreatine | X | L | 0.07 | 0.48 | 0.65 | ||
Quinolinic acid | 0.47 ± 0.22 | L | 0.3 | 1.18 | X | 0.23 | |
S-adenosyl-homocysteine* | X | 0.46 ± 0.02 | L | 0.08 | 0.83 | X | 0.044 |
S-adenosyl-methionine** | X | 0.68 ± 0.03 | L | 0.15 | 0.88 | X | 0.085 |
Taurine | 55 ± 13 | H-M | 0.1 | 0.37 | X | 0.79 | |
Carnitines (0/10) | |||||||
Acetyl-carnitine | X | 10.2 ± 2.2 | H-M | 0.05 | 0.41 | X | 0.78 |
Butyryl-carnitine | 0.267 ± 0.077 | H-M | 0.02 | 0.37 | X | 0.19 | |
Carnitine | 30 ± 11 | H-M | 0.07 | 0.2 | X | 0.41 | |
Decanoyl-carnitine | 0.141 ± 0.053 | H-M | 0.12 | 1.11 | X | 0.47 | |
Dodecanoyl-carnitine | 0.052 ± 0.024 | H-M | 0.14 | 1.11 | X | 0.49 | |
Hexanoyl-carnitine | 0.080 ± 0.035 | H-M | 0.04 | 0.76 | X | 0.8 | |
Isovaleryl-carnitine | 0.138 ± 0.059 | H-M | 0.08 | 1.98 | X | 0.25 | |
Octanoyl-carnitine | 0.121 ± 0.053 | H-M | 0.25 | 1.02 | X | 0.61 | |
Propionyl-carnitine | X | 0.400 ± 0.124 | H-M | 0.02 | 0.41 | X | 0.68 |
Tetradecanoyl-carnitine** | X | 0.024 ± 0.006 | L | 0.45 | 0.47 | X | 0.15 |
Choline derivatives (2/3) | |||||||
CDP-choline | <3 μM | H-M | 0.07 | 0.41 | 0.088 | ||
CDP-ethanolamine* | <3 μM | L | 0.18 | 0.43 | 0.077 | ||
Glycerophosphocholine | 32 ± 3 | H-M | 0.08 | 0.47 | X | 0.66 | |
Antioxidant (1/3) | |||||||
Ergothioneine | X | 56 ± 47 | H-M | 0.12 | 0.63 | X | 0.2 |
Glutathione disulfide (GSSG) | X | 1.69 ± 0.38, 3,210 ± 1,500 | H-M | 0.19 | 0.18 | X | 0.21 |
Ophthalmic acid* | X | 0.01–0.03, 11.8–16.4 | H-M | 0.12 | 0.43 | 0.0087 | |
Standards | |||||||
Hepes [M+H]+ | H-M | 0.06 | 0.29 | 0.761 | |||
Hepes [M-H]− | H-M | 0.08 | 0.21 | 0.02 | |||
PIPES [M+H]+ | H-M | 0.04 | 0.14 | 0.061 | |||
PIPES [M-H]− | H-M | 0.08 | 0.23 | 0.113 |
The list of 126 compounds and two standards (Hepes, PIPES) detected by LC-MS are shown. Compounds with a single asterisk displayed within-sample variation (CVwi) equal to 0.1–0.2 whereas no asterisk indicates a CVwi less than 0.1. Those compounds with two asterisks had CVwi greater than 0.2. Compounds specifically enriched in RBCs, as opposed to plasma, are indicated (X). Compound concentrations previously reported in the literature (X) are shown (references in Dataset S1). Compound abundance (peak area) is indicated (H-M, high-medium; L, low). Coefficients of variation among three preparations from the same blood sample are denominated (CVss). Ten compounds had CVss values of >0.3, and 23 compounds had CVss values of >0.2 (highlighted in bold). Coefficients of variation for each compound among 30 subjects (CV30) are summarized in Fig. 1 and correspond roughly to other values in the literature. Compounds for which CVs have been reported previously are indicated (X). CV30 values of >0.4 are highlighted in bold. Levels of compounds between young and elderly subjects were considered to differ significantly at P < 0.05. Raw data are deposited in the MetaboLights database (see Data Availability).