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).
Automated summary
RadPigeon summaries are original and for information only. They are not clinical advice.