Performance of each prediction model according to C-index in the validation cohort
Risk category . | GRFS . | OS . | Relapse . | NRM . | aGVHD . | cGVHD . |
---|---|---|---|---|---|---|
Cox-PH | 0.668 | 0.740 | 0.770 | 0.664 | 0.651 | 0.564 |
Fine-Gray competing risk model | NA | NA | 0.719 | 0.577 | 0.582 | 0.516 |
Random Survival Forest | 0.660 | 0.745 | 0.788 | 0.761 | 0.580 | 0.577 |
XGBoost | 0.602 | 0.712 | 0.756 | 0.543 | 0.540 | 0.573 |
Gradient Boosting | 0.630 | 0.602 | 0.754 | 0.453 | 0.590 | 0.505 |
Component-wise Gradient Boosting | 0.663 | 0.652 | 0.774 | 0.585 | 0.464 | 0.570 |
Dynamic DeepHit | 0.646 | 0.710 | 0.730 | 0.691 | 0.537 | 0.555 |
Stacked Ensemble Model | 0.670 | 0.763 | 0.793 | 0.777 | 0.656 | 0.583 |
Risk category . | GRFS . | OS . | Relapse . | NRM . | aGVHD . | cGVHD . |
---|---|---|---|---|---|---|
Cox-PH | 0.668 | 0.740 | 0.770 | 0.664 | 0.651 | 0.564 |
Fine-Gray competing risk model | NA | NA | 0.719 | 0.577 | 0.582 | 0.516 |
Random Survival Forest | 0.660 | 0.745 | 0.788 | 0.761 | 0.580 | 0.577 |
XGBoost | 0.602 | 0.712 | 0.756 | 0.543 | 0.540 | 0.573 |
Gradient Boosting | 0.630 | 0.602 | 0.754 | 0.453 | 0.590 | 0.505 |
Component-wise Gradient Boosting | 0.663 | 0.652 | 0.774 | 0.585 | 0.464 | 0.570 |
Dynamic DeepHit | 0.646 | 0.710 | 0.730 | 0.691 | 0.537 | 0.555 |
Stacked Ensemble Model | 0.670 | 0.763 | 0.793 | 0.777 | 0.656 | 0.583 |
aGVHD, grade II-IV acute GVHD; cGVHD, chronic GVHD; NA, not applicable.