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. 2021 Sep 7;22:423. doi: 10.1186/s12859-021-04336-9

Table 2.

Summary of reproducible metabolites per sample pair and reproducible sample pairs per metabolite for BioTech data set

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 >70/80/90% indicate that proportion of sample pairs of replicate experiments with reproducible metabolites per sample pair greater than >70/80/90%. The columns of proportion of reproducible sample pairs per metabolite >70/80/90% indicate that proportion of metabolites with reproducible sample pairs per metabolite greater than >70/80/90%