Chest / ThoracicCardiacAI / InformaticsResearch

AI-generated LAD surrogate strongly correlates with manual contour dose metrics in lung SBRT

Radiology AI literature (PubMed)1w ago

An AI-generated left anterior descending (LAD) artery region surrogate showed strong correlation with manual contours for maximum dose (R²=0.93) and V10Gy (R²=0.81) in lung SBRT. Mean heart dose was a poor predictor of LAD dose (R²≈0.4). Retrospective, single-center.

  • Retrospective study using deep inspiration breath hold CT scans from 49 patients with early-stage NSCLC, with 96 lung SBRT dose maps registered for analysis.
  • Mean heart dose poorly predicted LAD dose (R² ≈ 0.4), highlighting the need for dedicated LAD assessment.
  • Limitation: single-center, retrospective design without external validation of the AI segmentation model.
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