Chest / ThoracicAI / InformaticsResearch

Multimodal model fusing CT radiomics and biopsy pathomics forecasts high-risk recurrence in early lung cancer

Frontiers in immunology2w ago

A multimodal model integrating preoperative CT and biopsy pathology predicted high-risk recurrence in stage IA NSCLC with AUC 0.76 (95% CI 0.58-0.90). High-risk patients had 2-year DFS 78% vs 99%.

  • External validation AUCs were 0.69 (95% CI 0.55-0.82) at Center 2 and 0.86 (95% CI 0.74-0.96) at Center 3.
  • Solid tumor density on CT was the only independent predictor of high-risk pathology (OR 5.13, 95% CI 1.53-17.24; p=0.008).

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