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A B<br />

Abundance<br />

TIC: 6-8.D\data.ms<br />

3 000 000<br />

TIC: 6-8-2.D\data.ms (*)<br />

2 800 000<br />

TIC: 6-8-3.D\data.ms (*)<br />

2 600 000<br />

2 400 000<br />

2 200 000<br />

2 000 000<br />

1 800 000<br />

1 600 000<br />

1 400 000<br />

1 200 000<br />

1 000 000<br />

800 000<br />

600 000<br />

400 000<br />

200 000<br />

0<br />

15.00 20.00 25.00 30.00 35.00 40.00<br />

t /min<br />

the marker metabolite intensities as variables (lactic acid,<br />

butanoic acid, propanoic acid, glycerol, pyrimidine, butanedioic<br />

acid, malic acid, citric acid, hexadecanoic acid<br />

<strong>and</strong> uric acid). The PCA scores plot showed that the normal<br />

group <strong>and</strong> cancer group (non-metastasis group <strong>and</strong><br />

metastasis group) samples were scattered into different<br />

regions (Figure 4A). ROC analysis, which was performed<br />

using the values determined by the first two components<br />

<strong>of</strong> the PCA model, confirmed the robustness <strong>of</strong> the PCA<br />

model. These first two components could present the ma-<br />

WJG|www.wjgnet.com<br />

Abundance<br />

3 500 000<br />

3 000 000<br />

2 500 000<br />

2 000 000<br />

1 500 000<br />

1 000 000<br />

500 000<br />

0<br />

28.00 29.00 30.00 31.00 32.00 33.00 34.00 35.00 36.00<br />

Figure 3 The overlay chromatograms <strong>of</strong> three parallel samples. A: The total ion chromatograms (TICs) <strong>of</strong> gas chromatography/mass spectrometry analysis; B:<br />

Enlarged part <strong>of</strong> TIC from 28 to 36 min; C: One peak enlarged.<br />

Table 2 Marker metabolites found in normal <strong>and</strong> cancer groups<br />

Metabolites Retention time P value 1<br />

TIC: 6-8.D\data.ms<br />

TIC: 6-8-2.D\data.ms (*)<br />

TIC: 6-8-3.D\data.ms (*)<br />

t /min<br />

A (normal) B (cancer 2 ) R 3<br />

Lactic acid 7.196 2.4 × 10 -5<br />

79.24 ± 6.1 187.04 ± 71.99 1.36<br />

Butanoic acid 9.412 0.000 16.79 ± 0.52 27.33 ± 4.98 0.63<br />

Propanoic acid 14.293 0.000 60.58 ± 9.79 147.77 ± 15.3 1.43<br />

Glycerol 12.511 0.000 147 ± 8.98 269.13 ± 50.31 0.83<br />

Pyrimidine 14.705 0.000 61.68 ± 8.05 163.11 ± 12.23 1.64<br />

Butanedioic acid 13.933 0.1 × 10 -5<br />

161.51 ± 5.85 267.89 ± 54.64 0.66<br />

Malic acid 19.301 0.000 10.7 ± 1.91 32.15 ± 1.16 2.00<br />

Citric acid 28.768 1.4 × 10 -4<br />

1291.89 ± 364.74 2164.74 ± 529.58 0.68<br />

Hexadecanoic acid 34.612 4.17 × 10 -4<br />

1347.84 ± 304.67 2066.57 ± 437.28 0.53<br />

Uric acid 35.691 0.000 172.2 ± 17.03 214.52 ± 7.74 0.25<br />

1 P values were calculated based on Student t test (significance at P < 0.05); 2 Cancer group included the non-metastasis group <strong>and</strong> the metastasis group; 3 R<br />

value was calculated from the arithmetic mean values <strong>of</strong> each group. R = (B-A)/A. R with a positive value indicates a relatively higher concentration in cancer<br />

group while a negative value means a relatively lower concentration as compared with the normal group.<br />

Table 3 Metabolic differences in the two groups<br />

Metabolites Retention time P value 1<br />

Hu JD et al . Urinary metabolomic pr<strong>of</strong>ile <strong>and</strong> gastric cancer<br />

A (non-metastasis) B (metastasis) R 2<br />

Alanine 8.105 0.000 173.75 ± 39.59 19.28 ± 10.63 -0.89<br />

Butanoic acid 9.412 0.000 32.09 ± 1.00 22.58 ± 0.72 -0.30<br />

Glycerol 12.511 0.003 303.23 ± 26.16 235.04 ± 45.64 -0.22<br />

Butanedioic acid 13.933 0.1 × 10 -5<br />

216.36 ± 2.63 319.43 ± 17.89 0.48<br />

L-proline 20.497 0.000 184.99 ± 10.26 117.78 ± 7.05 -0.36<br />

L-threonic acid 20.909 2.28 × 10 -4<br />

284.94 ± 46.47 181.48 ± 37.25 -0.36<br />

Myo-inositol 29.032 0.000 33.08 ± 3.58 114.8 ± 2.20 2.47<br />

1 P values were calculated based on Student t test (significance at P < 0.05); 2 R value was calculated from the arithmetic mean values <strong>of</strong> each group. R = (B-A)/<br />

A. R with a positive value indicates a relatively higher concentration in metastasis group while a negative value means a relatively lower concentration as<br />

compared with the non-metastasis group.<br />

jority <strong>of</strong> all significantly different metabolites among the<br />

groups (the percentage is 82.7%). Area under the curve<br />

(AUC) value <strong>of</strong> this PCA model was 1.00 (Figure 4B),<br />

which demonstrated a good diagnostic value for gastric<br />

cancer. In addition, another PCA model for gastric cancer<br />

metastasis constructed by seven marker metabolites (alanine,<br />

butanoic acid, glycerol, L-threonic acid, L-proline,<br />

butanedioic acid <strong>and</strong> myo-inositol) could differentiate<br />

between the non-metastasis group <strong>and</strong> the metastasis<br />

group (Figure 5A). This PCA model was also validated by<br />

731 February 14, 2011|Volume 17|Issue 6|<br />

C

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