Table 4.
Comparison between the GPA and housekeeping gene normalizations based on simulated boutique array data with the Balagurunathan's method. The data sets are simulated without or with dye bias and include 1000 genes in 10 slides with 60% differentially expressed genes. The ratios of up-regulated to down-regulated genes are 5:5, 7:3, and 9:1, respectively.
| Ratio(1) | Method | Without dye bias | With dye bias | ||
| ν(2) | β(2) | ν | β | ||
| 5:5 | Raw | 0.1147 | 0.008632 | 0.1144 | 0.007297 |
| Housekeeping gene | 0.1133 | 0.008569 | 0.1164 | 0.007326 | |
| GPA | 0.03285 | 0.002833 | 0.03349 | 0.002584 | |
| 7:3 | Raw | 0.1139 | 0.007859 | 0.1186 | 0.007902 |
| Housekeeping gene | 0.1157 | 0.007937 | 0.1195 | 0.007427 | |
| GPA | 0.0288 | 0.00315 | 0.03133 | 0.003334 | |
| 9:1 | Raw | 0.1172 | 0.007659 | 0.1178 | 0.007916 |
| Housekeeping gene | 0.1187 | 0.006898 | 0.1152 | 0.009463 | |
| GPA | 0.02785 | 0.004814 | 0.02802 | 0.005119 | |
(1) Ratio of up- to down-regulated genes
(2) ν and β : the median of variance and bias, respectively, of MSE