Musculoskeletal (MSK)AI / InformaticsResearch

Dentin Normalization Boosts CBCT Radiomics for Granuloma vs Cyst Differentiation

Journal of endodonticsyesterday

Dentin-normalized CBCT radiomics with XGBoost achieved an AUC of 0.78 for differentiating periapical granulomas from radicular cysts, significantly higher than raw radiomics (AUC 0.68, P<.05).

  • Study included 140 patients with histopathologically confirmed lesions (100 granulomas, 40 cysts).
  • Dentin normalization improved AUC in first-order/texture feature models, suggesting benefit for gray-value-dependent features.
  • External validation across different CBCT systems is required before clinical use.

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