Table 2.
Imputation | Normalization | Percentage of reproducible metabolites per sample pair | Percentage of reproducible sample pairs per metabolite | |||||
---|---|---|---|---|---|---|---|---|
> 70% | > 80% | > 90% | > 70% | > 80% | > 90% | |||
BPCA | Median | Biological layer | 52.27 | 10.68 | 0.75 | 64.69 | 61.22 | 55.56 |
Technical layer | 90.08 | 0.76 | 0.25 | 68.29 | 63.78 | 59.09 | ||
Quantile | Biological layer | 49.85 | 9.59 | 0.73 | 64.44 | 60.80 | 55.07 | |
Technical layer | 90.08 | 0.76 | 0.25 | 68.29 | 63.78 | 59.09 | ||
KNN | Median | Biological layer | 14.14 | 0.47 | 0.00 | 56.01 | 52.41 | 47.06 |
Technical layer | 0.00 | 0.00 | 0.00 | 46.05 | 41.89 | 35.45 | ||
Quantile | Biological layer | 13.39 | 0.36 | 0.00 | 55.66 | 51.75 | 46.89 | |
Technical layer | 0.00 | 0.00 | 0.00 | 46.05 | 41.89 | 35.45 | ||
RF | Median | Biological layer | 75.30 | 30.85 | 3.73 | 69.62 | 65.87 | 60.77 |
Technical layer | 98.73 | 7.63 | 0.51 | 71.05 | 66.89 | 62.03 | ||
Quantile | Biological layer | 74.15 | 29.07 | 3.58 | 69.41 | 65.52 | 60.38 | |
Technical layer | 98.73 | 7.12 | 0.51 | 71.12 | 67.03 | 62.03 |
The columns of proportion of reproducible metabolites per sample pair indicate that proportion of sample pairs of replicate experiments with reproducible metabolites per sample pair greater than . The columns of proportion of reproducible sample pairs per metabolite indicate that proportion of metabolites with reproducible sample pairs per metabolite greater than