Table 2.
Wilcoxon-Mann-Whitney two-sample rank sum test applied to screened, quantile-normalized median summarized data from the Nickel Exposure Study. The samples contain 18 subjects with high (≥ 9.98 μg/L) and 18 subjects with low (≤4.44 μg/L) level of urinary Nickel. The meaning of columns are as follows: GID – glycan identification number, Z – z-statistic, p – p-value of the test, FDR – false discovery rate, AUC – area under the ROC curve, AUCC – cumulative AUC value obtained by combining the above glycans through multivariate logistic regression, ICC – corresponding Intra-class Correlation Coefficient computed for raw data. The sign of the z-statistic indicates downregulation (negative sign) or upregulation (positive sign) of normalized signals. The low values of FDR, at least for top three glycans, imply a good confidence in the results. The glycans in the table are sorted by ascending order of the p-value. The sixth column suggests that combining several glycans can considerably increase the AUC value. For example, combining three top glycans: GID = 191, 264, 133, gives AUCC = 0.966. Figure 13 shows a solid statistical significance for this AUC value.
| GID | Z | p | FDR | AUC | AUCc | ICC |
|---|---|---|---|---|---|---|
| 191 | 3.797 | 0.00015 | 0.0181 | 0.8704 | 0.8704 | 93.3 |
| 264 | −3.497 | 0.00047 | 0.0353 | 0.8457 | 0.9167 | 89.1 |
| 133 | −3.149 | 0.00164 | 0.0584 | 0.8148 | 0.9660 | 88.7 |
| 136 | −3.058 | 0.00223 | 0.0602 | 0.8117 | 0.9722 | 82.2 |
| 135 | −2.959 | 0.00309 | 0.0756 | 0.7932 | 0.9784 | 93.3 |
| 384 | −2.927 | 0.00342 | 0.1490 | 0.7901 | 0.9815 | 94.5 |
| 134 | −2.897 | 0.00377 | 0.0668 | 0.7901 | 1.0000 | 81.7 |
| 93 | −2.864 | 0.00418 | 0.0629 | 0.7840 | 1.0000 | 91.5 |
| 379 | −2.864 | 0.00419 | 0.1186 | 0.7840 | 1.0000 | 94.5 |
| 137 | −2.792 | 0.00524 | 0.0807 | 0.7932 | 1.0000 | 88.9 |