Table 2.
Dataset | Score type | Severity alone | Duke | Sage LR | Sage RF | Stanford | ||||
---|---|---|---|---|---|---|---|---|---|---|
Gene model alone | Joint model | Gene model alone | Joint model | Gene model alone | Joint model | Gene model alone | Joint model | |||
Discovery datasets | ||||||||||
EMEXP3850 | PELOD | 1 | 0.947 | 1 | 0.916 | 1 | 1 | 1 | 1 | 1 |
EMTAB1548 | SOFA | 0.735 | 0.817 | 0.843 | 0.863 | 0.87 | 1 | 1 | 0.849 | 0.863 |
GSE10474 | APACHE II | 0.551 | 0.53 | 0.626 | 0.682 | 0.758 | 1 | 1 | 0.722 | 0.697 |
GSE27131 | SAPS II | 1 | 0.7 | 1 | 0.7 | 1 | 1 | 1 | 1 | 1 |
GSE32707 | APACHE II | 0.546 | 0.514 | 0.537 | 0.712 | 0.702 | 0.996 | 0.996 | 0.81 | 0.805 |
GSE63042 | APACHE II | 0.774 | 0.679 | 0.797 | 0.866 | 0.868 | 1 | 1 | 0.742 | 0.815 |
GSE66099 | PRISM | 0.781 | 0.806 | 0.84 | 0.916 | 0.913 | 1 | 1 | 0.881 | 0.892 |
GSE66890 | APACHE II | 0.723 | 0.802 | 0.847 | 0.711 | 0.759 | 1 | 1 | 0.834 | 0.849 |
Validation datasets | ||||||||||
EMTAB4421 | APACHE | 0.705 | 0.695 | 0.771 | 0.81 | 0.762 | 0.714 | 0.752 | 0.829 | 0.838 |
GSE21802 | SOFA | 0.812 | 0.333 | 0.833 | 0.708 | 0.792 | 0.583 | 0.833 | 0.75 | 0.833 |
GSE54514 | APACHE | 0.776 | 0.936 | 0.944 | 0.701 | 0.739 | 0.902 | 0.927 | 0.816 | 0.825 |
HAI datasets | ||||||||||
Glue Burns D1-D30 | Denver score | 0.482 | 0.808 | 0.842 | 0.721 | 0.731 | 0.606 | 0.604 | 0.74 | 0.756 |
Glue Trauma D1-D30 | MODS score | 0.927 | 1 | 1 | 0.938 | 0.979 | 0.667 | 0.958 | 1 | 1 |
UF P50 12H | SOFA | 0.941 | 0.573 | 0.945 | 0.652 | 0.945 | 0.6 | 0.952 | 0.682 | 0.945 |
Some gene model AUCs may differ from Supplementary Table 2 since samples without severity scores were dropped from this analysis