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Prediction of angiogenesis in extrahepatic cholangiocarcinoma using MRI-based machine learning

PURPOSE: Reliable noninvasive method to preoperative prediction of extrahepatic cholangiocarcinoma (eCCA) angiogenesis are needed. This study aims to develop and validate machine learning models based on magnetic resonance imaging (MRI) for predicting vascular endothelial growth factor (VEGF) expres...

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Detalles Bibliográficos
Autores principales: Liu, Jiong, Liu, Mali, Gong, Yaolin, Su, Song, Li, Man, Shu, Jian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10233135/
https://www.ncbi.nlm.nih.gov/pubmed/37274267
http://dx.doi.org/10.3389/fonc.2023.1048311