Prediction of bone or lung metastasis in prostate cancer using machine learning: a SEER-based study with external validation

Abstract Background Prostate cancer (PCa) often metastasizes to bone or lung, leading to poor prognosis and higher mortality. Early identification of patients at high risk for metastasis is critical for improving treatment outcomes. However, current prediction models are limited in accuracy and gene...

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Bibliografische Detailangaben

Hauptverfasser:	Mingyan Zhong, Ru Chen
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Springer 2025-11-01
Schriftenreihe:	Discover Oncology
Schlagworte:	Prostate cancer metastasis Bone metastasis Lung metastasis Machine learning prediction
Online-Zugang:	https://doi.org/10.1007/s12672-025-04030-9
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