Three Key Takeaways
• Multimodal nomograms improve LNM risk stratification. A nomogram combining clinical, CT, and PET data (Clinical-CT-PET) demonstrated higher overall diagnostic performance for preoperative lymph node metastasis prediction than models based on Clinical-CT or PET alone, with improved AUC, sensitivity, and specificity.
• PET-CT–based models perform comparably with or without clinical data. The Clinical-CT-PET model did not show a statistically significant advantage over Clinical-PET or CT-PET models, suggesting that adding clinical variables may offer limited incremental benefit beyond combined PET and CT imaging.
• Added value for small lymph node assessment. For lymph nodes smaller than 1 cm, the combined Clinical-CT-PET approach significantly outperformed PET alone, supporting a multimodal strategy to mitigate false positives from SUVmax-only assessment and improve staging accuracy in subtle nodal disease.









