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October 11, 2025DiagnosticsOpen Access

Beyond Radiomics Alone: Enhancing Prostate Cancer Classification with ADC Ratio in a Multicenter Benchmarking Study

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Authors

DSDimitrios SamarasGAGeorgios AgrotisAVAlexandros Vamvakas

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Overview

Benchmarking reveals improved classification of prostate cancer using ADC ratio and radiomics, indicating better accuracy.

Key Points

  • Integrating radiomics with the ADC ratio improves classification accuracy for clinically significant prostate cancer.
  • The top model achieved an AUC-PR of 0.844 in multicenter validation, enhancing performance and robustness.
  • Multiple modeling strategies were tested, including feature selection and classifier combinations to optimize results.
  • Findings suggest the ADC ratio can serve as a reliable imaging biomarker in multicenter prostate cancer studies.

Cite This Study

Samaras et al. (2025) studied this question.

synapsesocial.com/papers/68e9b1d0ba7d64b6fc132c88https://doi.org/10.3390/diagnostics15192546
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