Radiomics in cone-beam breast CT for the prediction of axillary lymph node metastasis in breast cancer: a multi-center multi-device study.
Yueqiang ZhuYue MaZhenzhen ZhaiAidi LiuYafei WangYuwei ZhangHaijie LiMengran ZhaoPeng HanLu YinNi HeYaopan WuIoannis SechopoulosZhaoxiang YeMarco CaballoPublished in: European radiology (2023)
• Contrast-enhanced cone-beam breast CT-based radiomics could have potential to predict N0 vs. N + (≥ 1) and, to a limited extent, N + (1~2) vs. N + (≥ 3) from primary tumor, and this could help address the limited axilla coverage, pending future verifications on larger cohorts. • The average AUC of radiomics and combined models was significantly higher than that of clinical models but showed no significant difference between themselves. • Radiomics features descriptive of tumor texture were found informative on axillary lymph node status, highlighting a higher heterogeneity for tumor with positive axillary lymph node.
Keyphrases
- contrast enhanced
- lymph node
- lymph node metastasis
- cone beam
- diffusion weighted
- magnetic resonance imaging
- sentinel lymph node
- computed tomography
- magnetic resonance
- neoadjuvant chemotherapy
- diffusion weighted imaging
- squamous cell carcinoma
- dual energy
- papillary thyroid
- ultrasound guided
- early stage
- risk assessment
- healthcare
- positron emission tomography
- current status
- cross sectional
- human health
- climate change
- young adults