Table 3. Evaluation of different normalization methods.
To this end, microarray data was used to assess the No of statistically significant scFvs (ntotal = 195) when comparing day 1 vs. day 2, using a cut-off value of either q <0.05 or q <0.01 as well as q < 0.05 plus FC > 1.5.
Normalization method | All subjects except QC-ref samples, at q < 0.05 | Only QC-ref samples, at q < 0.05 | Only QC-ref samples, at q < 0.01 | Only QC-ref samples, at q < 0.05 plus FC > 1.5 |
---|---|---|---|---|
Un-normalized log2 transformed data | 163 | 167 | 158 | 43 |
Subtract by group mean + semi-global | 0 | 61 | 37 | 6 |
ComBat + semi-global | 0 | 59 | 35 | 5 |
Global VSN + Combat | 0 | 46 | 29 | 4 |
Global LOESS + Combat | 0 | 47 | 26 | 6 |