Table 4. Evaluation of different normalization processes.
Diseased vs. Healthy | Subtract by group mean + semi-global norm | ComBat norm + semi-global norm | Global VSN + Combat norm | Global LOESS + Combat norm |
---|---|---|---|---|
No. of down-regulated scFvs at FC > 1 | 38 of 195 | 37 of 195 | 91 of 195 | 99 of 195 |
No. of down-regulated scFvs at FC > 1 and q <0.05 | 21 of 151 | 20 of 150 | 58 of 135 | 61 of 119 |
No. of down-regulated scFvs at FC > 1.1 and q <0.05 | 21 of 146 | 20 of 145 | 53 of 125 | 57 of 108 |
No. of complete matches* per target molecule (ntotal = 47) | 32 | 33 | 23 | 21 |
* Each protein analyte was targeted by 2–9 individual scFv clones. A complete match is defined as when all scFvs per target gave similar results with respect to up- vs. down regulations, using a fold change (FC) filter of FC > 1.