Machine learning-based Radiomics analysis for differentiation degree and lymphatic node metastasis of extrahepatic cholangiocarcinoma

Machine learning-based Radiomics analysis for differentiation degree and lymphatic node metastasis of extrahepatic cholangiocarcinoma

Abstract Background Radiomics may provide more objective and accurate predictions for extrahepatic cholangiocarcinoma (ECC). In this study, we developed radiomics models based on magnetic resonance imaging (MRI) and machine learning to preoperatively predict differentiation degree (DD) and lymph nod...

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Bibliographic Details
Main Authors: Yong Tang, Chun Mei Yang, Song Su, Wei Jia Wang, Li Ping Fan, Jian Shu
Format: Article
Language:English
Published: BMC 2021-11-01
Series:BMC Cancer
Subjects:
Extrahepatic cholangiocarcinoma
Cell differentiation
Lymphatic metastasis
Machine learning
Radiomics
Online Access:https://doi.org/10.1186/s12885-021-08947-6

Internet

https://doi.org/10.1186/s12885-021-08947-6

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