Table 1 Performance metrics of the models on the test sets.
σ70 specific promoters | σB specific promoters | σF specific promoters | σW specific promoters | |||||
---|---|---|---|---|---|---|---|---|
WT genotype | σB genotype | σF genotype | σW genotype | |||||
Mean | Std. | Mean | Std. | Mean | Std. | Mean | Std. | |
Spearman’s rho | 0.574 | 0.003 | 0.565 | 0.002 | 0.497 | 0.002 | 0.234 | 0.050 |
Weighted ACC | 0.230 | 0.005 | 0.230 | 0.005 | 0.210 | 0.004 | 0.136 | 0.015 |
Weighted MAE | 1.609 | 0.007 | 1.652 | 0.017 | 1.919 | 0.052 | 2.504 | 0.100 |
MAE | ||||||||
y = 0 | 2.866 | 0.150 | 2.397 | 0.068 | 2.891 | 0.107 | 4.797 | 0.240 |
y = 1 | 1.845 | 0.105 | 1.630 | 0.070 | 2.097 | 0.117 | 4.022 | 0.141 |
y = 2 | 1.372 | 0.054 | 1.071 | 0.028 | 1.507 | 0.101 | 2.739 | 0.287 |
y = 3 | 1.284 | 0.058 | 1.197 | 0.035 | 1.294 | 0.056 | 1.613 | 0.329 |
y = 4 | 1.241 | 0.045 | 1.368 | 0.058 | 1.324 | 0.095 | 1.090 | 0.122 |
y = 5 | 1.324 | 0.023 | 1.407 | 0.055 | 1.357 | 0.049 | 0.587 | 0.480 |
y = 6 | 1.401 | 0.038 | 1.333 | 0.036 | 1.258 | 0.068 | 0.951 | 0.111 |
y = 7 | 1.362 | 0.045 | 1.315 | 0.051 | 1.572 | 0.119 | 1.790 | 0.189 |
y = 8 | 1.316 | 0.055 | 1.507 | 0.065 | 2.102 | 0.146 | 2.711 | 0.246 |
y = 9 | 1.533 | 0.032 | 1.730 | 0.116 | 4.010 | 0.135 | 3.774 | 0.205 |
y = 10 | 2.158 | 0.047 | 3.224 | 0.165 | 1.704 | 0.320 | 4.646 | 0.298 |
σF genotype | σB genotype | σB genotype | ||||||
---|---|---|---|---|---|---|---|---|
ROC AUC | 0.694 | 0.004 | 0.652 | 0.004 | 0.615 | 0.010 |
σW genotype | σW genotype | σF genotype | ||||||
---|---|---|---|---|---|---|---|---|
ROC AUC | 0.691 | 0.002 | 0.643 | 0.004 | 0.635 | 0.006 |
WT genotype | WT genotype | WT genotype | ||||||
---|---|---|---|---|---|---|---|---|
ROC AUC | 0.665 | 0.004 | 0.632 | 0.003 | 0.635 | 0.006 |