Analytical methods | ||
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Comparative study | #1 | |
Chromatography | LC | |
Ion source | ESI | |
Positive/Negative mode | both | |
Mass analyzer | QTRAP | |
Identification level | MS/MS |
Sample information | ||
---|---|---|
Comparative study | #1 | |
Country | China | |
Specimen | plasma | |
Marker function | diagnosis | |
Participants(Case) | Cancer type | SCLC |
Stage | – | |
Number | 20 | |
Gender (M,F) | – | |
Mean age (range) (M,F) | – | |
Smoking status | – | |
Participants(Control) | Type | healthy |
Number | 20 | |
Gender (M,F) | – | |
Mean age (range) (M,F) | – | |
Smoking status | – |
Data processing and metabolite identification | |
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Data processing software | Analyst, MultiQuant |
Database search | – |
Statistical analysis | |
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Differential analysis method | OPLS-DA, student’s t-test |
Classification method | – |
Survival analysis method | – |
Metabolite | Author-emphasized biomarkers | Mean concentration (case) | Mean concentration (control) | Fold change (case/control) | P-value | FDR | VIP |
---|---|---|---|---|---|---|---|
creatinine | – | 1.93±0.92 ng/mL | 3.32±1.89 ng/mL | 2.53 | 2.81e-06 | – | 1.61 |
xanthine | – | 10.84±4.51 ng/mL | 16.48±4.84 ng/mL | 4.00 | 3.10e-04 | – | 1.33 |
cystathionine | – | 1116.98±638.10 ng/mL | 634.97±611.20 ng/mL | 5.06 | 1.04e-07 | – | 1.84 |
asparagine | – | 11953.05±1494.14 ng/mL | 10300.55±1266.10 ng/mL | 5.54 | 1.86e-09 | – | 1.90 |
phenylalanine | – | 12396.95±2022.94 ng/mL | 11365.30±1254.94 ng/mL | 2.13 | 2.00e-04 | – | 1.39 |
citric acid | – | 135.09±38.09 ng/mL | 29.47±6.40 ng/mL | 0.31 | 1.87e-07 | – | 1.66 |
proline | – | 1529.22±403.46 ng/mL | 1079.66±215.79 ng/mL | 2.77 | 6.07e-05 | – | 1.44 |
glutamate | – | 1532.78±321.05 ng/mL | 1092.18±192.11 ng/mL | 3.07 | 5.05e-06 | – | 1.58 |
serine | – | 159.17±48.86 ng/mL | 64.38±23.19 ng/mL | 4.96 | 2.44e-07 | – | 1.75 |
cGMP | – | 16847.50±2023.57 ng/mL | 14360.00±2034.44 ng/mL | 3.25 | 1.17e-04 | – | 1.40 |
ornithine | – | 18747.50±5011.63 ng/mL | 12719.00±3260.69 ng/mL | 3.39 | 0.02 | – | 1.05 |
nicotinylglycine | – | 2.19±0.59 ng/mL | 3.18±0.96 ng/mL | 0.37 | 3.50e-04 | – | 1.31 |
pyroglutamic acid | – | 2.91±0.84 ng/mL | 1.71±0.92 ng/mL | 6.36 | 1.23e-09 | – | 1.98 |
succinic acid | – | 208.88±46.71 ng/mL | 1181.10±867.10 ng/mL | 0.36 | 3.43e-06 | – | 1.55 |
gluconolactone | – | 224.84±120.50 ng/mL | 112.48±38.85 ng/mL | 0.22 | 5.91e-08 | – | 1.65 |
histidine | – | 24879.00±3290.40 ng/mL | 15432.00±2151.27 ng/mL | 3.63 | 7.20e-07 | – | 1.66 |
niacinamide | – | 26303.50±4458.58 ng/mL | 22834.50±2545.10 ng/mL | 0.38 | 8.00e-03 | – | 1.03 |
threonine | – | 2653.95±739.97 ng/mL | 1565.30±260.95 ng/mL | 3.25 | 2.98e-07 | – | 1.76 |
4-hydroxyproline | – | 303.28±107.42 ng/mL | 131.24±59.38 ng/mL | 7.84 | 5.05e-04 | – | 1.33 |
1-methylhistidine | – | 3102.10±695.01 ng/mL | 1912.36±722.30 ng/mL | 2.69 | 4.35e-04 | – | 1.27 |
AMP | – | 3240.20±1091.67 ng/mL | 1211.94±319.08 ng/mL | 0.04 | 3.91e-05 | – | 1.42 |
glycine | – | 359.52±138.91 ng/mL | 176.19±95.98 ng/mL | 4.11 | 2.08e-05 | – | 1.48 |
malic acid | – | 398.03±103.15 ng/mL | 623.55±63.80 ng/mL | 0.18 | 9.29e-06 | – | 1.57 |
N,N-Dimethylglycine | – | 4.54±2.62 ng/mL | 1.30±1.73 ng/mL | 2.43 | 6.51e-04 | – | 1.21 |
NG,NG-dimethylarginine | – | 438.06±85.80 ng/mL | 342.24±77.10 ng/mL | 23.92 | 9.60e-15 | – | 2.18 |
arginine | – | 495.84±146.08 ng/mL | 346.18±93.95 ng/mL | 2.68 | 8.63e-05 | – | 1.36 |
choline | – | 5.34±1.52 ng/mL | 2.28±1.43 ng/mL | 5.94 | 2.34e-14 | – | 2.11 |
5-methylcytidine | – | 73.17±33.40 ng/mL | 103.46±35.56 ng/mL | 0.35 | 5.01e-04 | – | 1.33 |
citrulline | – | 735.70±238.92 ng/mL | 394.84±95.35 ng/mL | 2.39 | 0.03 | – | 1.01 |
1-methyladenosine | – | 7396.10±1303.52 ng/mL | 5521.85±792.75 ng/mL | 0.34 | 4.41e-10 | – | 1.99 |
5’-methylthioadenosine | – | 802.62±172.27 ng/mL | 311.79±67.04 ng/mL | 0.30 | 5.46e-03 | – | 1.06 |
testosterone | – | 9562.95±1219.14 ng/mL | 8107.15±1450.78 ng/mL | 11.31 | 4.33e-05 | – | 1.45 |
glutamine | – | 994.55±739.86 ng/mL | 334.96±233.22 ng/mL | 3.05 | 4.44e-13 | – | 2.07 |
2-phenylacetamide | – | – | – | 7.21 | 3.59e-03 | – | 1.12 |
N1-methyl-2-pyridone-5-carboxamide | – | – | – | 3.73 | 3.88e-04 | – | 1.29 |
5-acetamidopentanoate | – | – | – | 0.41 | 4.36e-04 | – | 1.28 |
carnitine C7-COOH | – | – | – | 0.39 | 1.04e-03 | – | 1.27 |
spermidine | – | – | – | 0.39 | 1.84e-04 | – | 1.40 |
carnitine C11:1 | – | – | – | 0.25 | 2.91e-04 | – | 1.32 |
carnitine C11:2 | – | – | – | 0.24 | 2.75e-04 | – | 1.32 |
N-acetylisatin | – | – | – | 0.14 | 3.12e-03 | – | 1.09 |
Metabolite | Author-emphasized biomarkers | Cutoff value | AUROC (95%CI) | Sensitivity (%) | Specificity (%) | Accuracy (%) |
---|---|---|---|---|---|---|
creatinine | – | – | – | – | – | – |
xanthine | – | – | – | – | – | – |
cystathionine | – | – | – | – | – | – |
asparagine | – | – | – | – | – | – |
phenylalanine | – | – | – | – | – | – |
citric acid | – | – | – | – | – | – |
proline | – | – | – | – | – | – |
glutamate | – | – | – | – | – | – |
serine | – | – | – | – | – | – |
cGMP | – | – | – | – | – | – |
ornithine | – | – | – | – | – | – |
nicotinylglycine | – | – | – | – | – | – |
pyroglutamic acid | – | – | – | – | – | – |
succinic acid | – | – | – | – | – | – |
gluconolactone | – | – | – | – | – | – |
histidine | – | – | – | – | – | – |
niacinamide | – | – | – | – | – | – |
threonine | – | – | – | – | – | – |
4-hydroxyproline | – | – | – | – | – | – |
1-methylhistidine | – | – | – | – | – | – |
AMP | – | – | – | – | – | – |
glycine | – | – | – | – | – | – |
malic acid | – | – | – | – | – | – |
N,N-Dimethylglycine | – | – | – | – | – | – |
NG,NG-dimethylarginine | – | – | – | – | – | – |
arginine | – | – | – | – | – | – |
choline | – | – | – | – | – | – |
5-methylcytidine | – | – | – | – | – | – |
citrulline | – | – | – | – | – | – |
1-methyladenosine | – | – | – | – | – | – |
5’-methylthioadenosine | – | – | – | – | – | – |
testosterone | – | – | – | – | – | – |
glutamine | – | – | – | – | – | – |
2-phenylacetamide | – | – | – | – | – | – |
N1-methyl-2-pyridone-5-carboxamide | – | – | – | – | – | – |
5-acetamidopentanoate | – | – | – | – | – | – |
carnitine C7-COOH | – | – | – | – | – | – |
spermidine | – | – | – | – | – | – |
carnitine C11:1 | – | – | – | – | – | – |
carnitine C11:2 | – | – | – | – | – | – |
N-acetylisatin | – | – | – | – | – | – |