Comparison between MetaTrans and GLORYx, SyGMa and BioTransformer for various prediction windows.
| Method | At least one metabolite (%) | At least half metabolites (%) | All metabolites (%) | Total identified metabolites | Output size | Precision (%) | Recall (%) | |
|---|---|---|---|---|---|---|---|---|
| Top 5 | MetaTrans | 80.0 | 61.5 | 29.2 | 76 | 324 | 23.5 | 42.5 |
| GLORYx | 64.6 | 35.4 | 16.9 | 54 | 325 | 16.6 | 30.2 | |
| SyGMa | 72.3 | 55.4 | 29.2 | 76 | 325 | 23.4 | 42.4 | |
| Top 10 | MetaTrans | 95.4 | 80.0 | 44.6 | 103 | 687 | 15.0 | 57.5 |
| GLORYx | 80.0 | 64.6 | 27.7 | 93 | 650 | 14.3 | 51.9 | |
| SyGMa | 87.7 | 75.4 | 43.1 | 105 | 650 | 16.2 | 58.7 | |
| Top 13 | MetaTrans | 95.4 | 81.5 | 46.2 | 109 | 908 | 12.0 | 60.9 |
| GLORYx | 86.2 | 76.9 | 41.5 | 108 | 851 | 12.8 | 60.3 | |
| SyGMa | 89.2 | 78.5 | 44.6 | 115 | 842 | 13.6 | 64.2 | |
| BioTransformer | 87.7 | 78.5 | 44.6 | 115 | 842 | 13.5 | 64.2 | |
| Top 20 | MetaTrans | 96.9 | 86.2 | 46.2 | 116 | 1334 | 8.7 | 64.8 |
| GLORYx | 92.3 | 86.2 | 52.3 | 132 | 1259 | 10.5 | 73.7 | |
| SyGMa | 90.8 | 84.6 | 49.2 | 127 | 1284 | 9.9 | 70.9 |