Table 2.
Comparison of 450K data preprocessing methods/algorithms.
| Package/ method |
GenomeStudio | SQN [21] | SWAN [22] | Methylumi [25] / lumi [26] |
BMIQ [24] | IMA/peak adjust [20] |
|---|---|---|---|---|---|---|
| Raw data processing |
Y | N | N | Y | N | N |
| Background/ control |
Y; optional | Y | N | Y | NA | NA |
| Color bias adjustment |
N | Y | Y | Y | N | N |
| Design I and II bias correction |
N | Y | Y | N | Y | Peak shift |
| Across sample normalization |
N or background control norm |
Y | N | Y (Pool/QN) | N | Optional QN |
BMIQ: Beta mixture quantile dilation; IMA: Illumina methylation analyzer; N: No; NA: Not applicable; QN: Quantile normalization; SQN: Subset quantile normalization; SWAN: Subset quantile within array normalization; Y: Yes.