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. 2026 Mar 31;10:190. doi: 10.1038/s41698-026-01388-z

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.