Machine learning-based radiomics from multiparametric MRI for predicting aggressive pathology in clear cell renal cell carcinoma

Abstract Background Clear cell renal cell carcinoma (ccRCC) exhibits significant biological heterogeneity, with aggressive forms demonstrating poor prognosis. Accurate preoperative discrimination between aggressive and indolent ccRCC is critical for individualized treatment but remains challenging....

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Detalhes bibliográficos

Principais autores:	Jie Zhan, Lei Sun, Enming Cui, Zhitao Yang, Ting Zhang, Yanqing Yu, Panqi Xu, Jiayue Chen, Xin Zhen, Ruimeng Yang
Formato:	Artigo
Idioma:	Inglês
Publicado em:	BMC 2025-12-01
coleção:	BMC Medical Imaging
Assuntos:	Clear cell renal cell carcinoma Pathology MRI Machine learning Classification
Acesso em linha:	https://doi.org/10.1186/s12880-025-02046-9
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