Deep Learning vs. Radiomics for Predicting Axillary Lymph Node Metastasis of Breast Cancer Using Ultrasound Images: Don't Forget the Peritumoral Region

Deep Learning vs. Radiomics for Predicting Axillary Lymph Node Metastasis of Breast Cancer Using Ultrasound Images: Don't Forget the Peritumoral Region

Objective: Axillary lymph node (ALN) metastasis status is important in guiding treatment in breast cancer. The aims were to assess how deep convolutional neural network (CNN) performed compared with radiomics analysis in predicting ALN metastasis using breast ultrasound, and to investigate the value...

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Bibliographic Details
Main Authors: Qiuchang Sun, Xiaona Lin, Yuanshen Zhao, Ling Li, Kai Yan, Dong Liang, Desheng Sun, Zhi-Cheng Li
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-01-01
Series:Frontiers in Oncology
Subjects:
breast cancer
deep learning
radiomics
axillary lymph node metastasis
breast ultrasound
peritumoral region
Online Access:https://www.frontiersin.org/article/10.3389/fonc.2020.00053/full

Internet

https://www.frontiersin.org/article/10.3389/fonc.2020.00053/full

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