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September 10, 2025BMC CancerOpen Access

Contrast-enhanced ultrasound radiomics model for predicting axillary lymph node metastasis and prognosis in breast cancer: a multicenter study

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Authors

SLShi Yu LiYLYue Ming LiYFYong Fang

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Overview

Multicenter study shows effectiveness of a radiomics model predicting axillary lymph node metastasis in breast cancer, highlighting its value in patient prognosis.

Key Points

  • The multimodal ultrasound radiomics model effectively predicts axillary lymph node metastasis in breast cancer patients.
  • In a cohort of 400 patients, the model achieved AUCs of 0.88, outperforming monomodal approaches.
  • Data were collected across four hospitals using LASSO regression to select features and employing various machine learning algorithms.
  • The clinical-radiomics model demonstrated improved prediction of disease-free survival across multiple cohorts, indicating clinical utility.

Cite This Study

Li et al. (2025) studied this question.

synapsesocial.com/papers/68c1c23554b1d3bfb60efa6fhttps://doi.org/10.1186/s12885-025-14632-9
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