Table 1 Cross-validated prediction of transcriptomic surrogates on the 126-patient chordoma cohort

From: Decoding the ERS–CAF immunoregulatory axis via multimodal AI and its pan-cancer prognostic and therapeutic predictive value

Method

ERS–CAF (r)

LR (r)

H (r)

Macro-r

Radiomics-only (MRI)

0.534 ± 0.067

0.492 ± 0.073

0.565 ± 0.062

0.530 ± 0.053

WSI-only (ABMIL)

0.586 ± 0.061

0.563 ± 0.058

0.528 ± 0.057

0.559 ± 0.048

WSI-only (CLIP-guided)

0.637 ± 0.052

0.609 ± 0.061

0.585 ± 0.048

0.610 ± 0.046

Fusion (no CORAL)

0.681 ± 0.043

0.652 ± 0.049

0.620 ± 0.044

0.651 ± 0.043

Fusion

0.712 ± 0.047

0.685 ± 0.041

0.659 ± 0.039

0.685 ± 0.041

  1. Values are Pearson r (mean ± sd over five outer folds). Best, second-best, and third-best cells are in the fifth, fourth, and third row, respectively.