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Deep learning-based super-resolution dynamic contrast-enhanced radiomics model for predicting NSMP endometrial cancer

Source: Frontiers - Health • Published: 17 Jul 2026, 00:00

Deep learning-based super-resolution dynamic contrast-enhanced radiomics model for predicting NSMP endometrial cancer

Assessing whether deep learning super-resolution applied to contrast-enhanced MRI improves radiomic prediction of a common molecular subtype of endometrial cancer.

Key Takeaways
  • Study used 140 surgically confirmed endometrial cancer patients split into training and testing cohorts
  • Super-resolution DCE radiomic models achieved higher testing AUCs (up to 0.841) than original-resolution models
  • Logistic regression and SVM on SR images significantly outperformed MLP in the testing set
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