Table 2.
Performance evaluation of models in different cohorts
| Dataset | Model | ACC | SEN | SPE | PPV | NPV | |
|---|---|---|---|---|---|---|---|
| Training cohort | WTH | Fusion | 0.84 | 0.804 | 0.88 | 0.882 | 0.8 |
| Delta | 0.764 | 0.766 | 0.77 | 0.787 | 0.74 | ||
| BL | 0.676 | 0.681 | 0.72 | 0.72 | 0.643 | ||
| C1 | 0.675 | 0.677 | 0.94 | 0.891 | 0.599 | ||
| ITH | Fusion | 0.797 | 0.804 | 0.79 | 0.811 | 0.782 | |
| Delta | 0.769 | 0.795 | 0.74 | 0.774 | 0.763 | ||
| BL | 0.66 | 0.571 | 0.76 | 0.727 | 0.613 | ||
| C1 | 0.642 | 0.393 | 0.92 | 0.846 | 0.575 | ||
| WITH | 0.816 | 0.688 | 0.96 | 0.951 | 0.733 | ||
| Validation Cohort 1 | WTH | Fusion | 0.778 | 0.786 | 0.769 | 0.786 | 0.769 |
| Delta | 0.722 | 0.643 | 0.808 | 0.783 | 0.677 | ||
| BL | 0.648 | 0.607 | 0.692 | 0.68 | 0.621 | ||
| C1 | 0.63 | 0.357 | 0.923 | 0.833 | 0.571 | ||
| ITH | Fusion | 0.778 | 0.929 | 0.615 | 0.722 | 0.889 | |
| Delta | 0.759 | 0.964 | 0.538 | 0.692 | 0.837 | ||
| BL | 0.648 | 0.821 | 0.462 | 0.622 | 0.778 | ||
| C1 | 0.722 | 0.964 | 0.462 | 0.659 | 0.804 | ||
| WITH | 0.778 | 0.75 | 0.808 | 0.808 | 0.75 | ||
| Validation Cohort 2 | WTH | Fusion | 0.674 | 0.643 | 0.733 | 0.818 | 0.524 |
| Delta | 0.57 | 0.357 | 0.967 | 0.952 | 0.446 | ||
| BL | 0.483 | 0.268 | 0.9 | 0.833 | 0.397 | ||
| C1 | 0.553 | 0.411 | 0.833 | 0.821 | 0.431 | ||
| ITH | Fusion | 0.628 | 0.571 | 0.733 | 0.8 | 0.478 | |
| Delta | 0.64 | 0.607 | 0.7 | 0.791 | 0.488 | ||
| BL | 0.628 | 0.804 | 0.3 | 0.682 | 0.45 | ||
| C1 | 0.5 | 0.304 | 0.867 | 0.81 | 0.4 | ||
| WITH | 0.733 | 0.786 | 0.633 | 0.8 | 0.613 | ||
| Validation Cohort 3 | WTH | Fusion | 0.667 | 0.5 | 0.889 | 0.857 | 0.571 |
| Delta | 0.667 | 0.667 | 0.667 | 0.727 | 0.6 | ||
| BL | 0.619 | 0.708 | 0.5 | 0.654 | 0.562 | ||
| C1 | 0.571 | 0.583 | 0.556 | 0.636 | 0.5 | ||
| ITH | Fusion | 0.69 | 0.5 | 0.944 | 0.923 | 0.586 | |
| Delta | 0.619 | 0.5 | 0.778 | 0.75 | 0.538 | ||
| BL | 0.595 | 0.5 | 0.722 | 0.706 | 0.52 | ||
| C1 | 0.524 | 0.5 | 0.556 | 0.6 | 0.455 | ||
| WITH | 0.762 | 0.708 | 0.833 | 0.85 | 0.682 | ||
Bold values indicate the best-performing result within each cohort. ITH intratumoral heterogeneity, WTH whole-tumor heterogeneity, WITH integrated model combining ITH and WTH, ACC accuracy, SEN sensitivity, SPE specificity, PPV positive predictive value, NPV negative predictive value.